{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "cellUniqueIdByVincent": "d0342"
   },
   "source": [
    "# Tutorial\n",
    "\n",
    "Spectoprep is very easy to use! import the function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "cellUniqueIdByVincent": "b6941"
   },
   "outputs": [],
   "source": [
    "from spectoprep import PipelineOptimizer, SpectroPrepPlotter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "cellUniqueIdByVincent": "0f24f"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "cellUniqueIdByVincent": "5247a"
   },
   "outputs": [],
   "source": [
    "cols = [\"File Name\", \"Data Set\", \"Sample\", \"Path\", \"Casein\", \"True Protein\", \"year\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "cellUniqueIdByVincent": "3b2a3"
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"/Users/habeebbabatunde/Downloads/shiny-python-projects-master/intep_opus_pythonnew/newpython_interp_cal291.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "cellUniqueIdByVincent": "ddbce"
   },
   "outputs": [],
   "source": [
    "data2 = data.drop(columns=cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "cellUniqueIdByVincent": "c4e39"
   },
   "outputs": [],
   "source": [
    "wvn = data2.columns.astype(float).to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "cellUniqueIdByVincent": "3b147"
   },
   "outputs": [],
   "source": [
    "groups = data[\"Sample\"].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "cellUniqueIdByVincent": "65372"
   },
   "outputs": [],
   "source": [
    "X_train = data2.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "cellUniqueIdByVincent": "c38be"
   },
   "outputs": [],
   "source": [
    "y_train = data[\"Casein\"].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "cellUniqueIdByVincent": "4a330"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:35:58,863 - PipelineUtils - INFO - Generating pipeline configurations with lengths: [1, 2]\n",
      "2025-04-09 17:35:58,866 - PipelineUtils - INFO - Available preprocessing steps: ['msc', 'savgol', 'detrend', 'scaler', 'robust_scaler', 'emsc', 'meancn', 'autoscale', 'globalscale']\n",
      "2025-04-09 17:35:58,868 - PipelineUtils - INFO - Generated 38 valid pipeline configurations\n",
      "2025-04-09 17:35:58,869 - PipelineOptimizer - INFO - Initialized PipelineOptimizer\n",
      "2025-04-09 17:35:58,870 - PipelineOptimizer - INFO - Number of preprocessing steps: 9\n",
      "2025-04-09 17:35:58,871 - PipelineOptimizer - INFO - Number of possible pipeline configurations: 38\n",
      "2025-04-09 17:35:58,871 - PipelineOptimizer - INFO - Using group_shuffle_split validation method\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   iter    |  target   |  als_lam  | als_niter |   als_p   | detren... | detren... | emsc_o... | fa_lin... | fa_n_c... | global... | ica_n_... | kpca_g... | kpca_k... | kpca_n... | lle_n_... | lle_n_... | lsnv_win  | minmax... | minmax... | pca_n_... | pipeli... | power_... | power_... | quanti... | quanti... | rbf_gamma | rbf_n_... | ridge_... |  rnv_lp   |  rnv_up   | rs_qua... | rs_qua... | rs_wit... | rs_wit... | savgol... | savgol... | savgol... |   skb_k   |\n",
      "-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:35:59,332 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2220, R²: 0.9629\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m1        \u001b[39m | \u001b[39m-0.222   \u001b[39m | \u001b[39m4.968e+03\u001b[39m | \u001b[39m21.56    \u001b[39m | \u001b[39m0.2191   \u001b[39m | \u001b[39m0.02162  \u001b[39m | \u001b[39m1.824    \u001b[39m | \u001b[39m1.203    \u001b[39m | \u001b[39m0.9038   \u001b[39m | \u001b[39m67.06    \u001b[39m | \u001b[39m3.773    \u001b[39m | \u001b[39m30.01    \u001b[39m | \u001b[39m0.6966   \u001b[39m | \u001b[39m3.461    \u001b[39m | \u001b[39m8.396    \u001b[39m | \u001b[39m6.987    \u001b[39m | \u001b[39m17.4     \u001b[39m | \u001b[39m12.18    \u001b[39m | \u001b[39m0.9036   \u001b[39m | \u001b[39m0.3882   \u001b[39m | \u001b[39m76.41    \u001b[39m | \u001b[39m14.22    \u001b[39m | \u001b[39m0.4087   \u001b[39m | \u001b[39m0.7134   \u001b[39m | \u001b[39m0.2707   \u001b[39m | \u001b[39m172.3    \u001b[39m | \u001b[39m0.9133   \u001b[39m | \u001b[39m154.5    \u001b[39m | \u001b[39m51.67    \u001b[39m | \u001b[39m7.518    \u001b[39m | \u001b[39m84.48    \u001b[39m | \u001b[39m80.68    \u001b[39m | \u001b[39m11.54    \u001b[39m | \u001b[39m0.4601   \u001b[39m | \u001b[39m0.5444   \u001b[39m | \u001b[39m0.6522   \u001b[39m | \u001b[39m11.8     \u001b[39m | \u001b[39m3.907    \u001b[39m | \u001b[39m85.23    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:35:59,762 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1197, R²: 0.0556\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m2        \u001b[39m | \u001b[39m-1.12    \u001b[39m | \u001b[39m2.683e+04\u001b[39m | \u001b[39m34.59    \u001b[39m | \u001b[39m0.1993   \u001b[39m | \u001b[39m0.3868   \u001b[39m | \u001b[39m2.641    \u001b[39m | \u001b[39m4.241    \u001b[39m | \u001b[39m1.795    \u001b[39m | \u001b[39m90.04    \u001b[39m | \u001b[39m5.41     \u001b[39m | \u001b[39m41.76    \u001b[39m | \u001b[39m8.589    \u001b[39m | \u001b[39m3.146    \u001b[39m | \u001b[39m44.61    \u001b[39m | \u001b[39m21.57    \u001b[39m | \u001b[39m16.36    \u001b[39m | \u001b[39m8.835    \u001b[39m | \u001b[39m0.928    \u001b[39m | \u001b[39m0.05587  \u001b[39m | \u001b[39m41.33    \u001b[39m | \u001b[39m8.555    \u001b[39m | \u001b[39m0.5905   \u001b[39m | \u001b[39m0.8863   \u001b[39m | \u001b[39m0.3277   \u001b[39m | \u001b[39m162.9    \u001b[39m | \u001b[39m0.7977   \u001b[39m | \u001b[39m136.5    \u001b[39m | \u001b[39m24.41    \u001b[39m | \u001b[39m17.29    \u001b[39m | \u001b[39m87.01    \u001b[39m | \u001b[39m89.78    \u001b[39m | \u001b[39m14.21    \u001b[39m | \u001b[39m0.8641   \u001b[39m | \u001b[39m0.7022   \u001b[39m | \u001b[39m0.5039   \u001b[39m | \u001b[39m8.075    \u001b[39m | \u001b[39m4.4      \u001b[39m | \u001b[39m37.78    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:00,481 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 1.0641, R²: 0.1472\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m3        \u001b[39m | \u001b[39m-1.064   \u001b[39m | \u001b[39m3.817e+04\u001b[39m | \u001b[39m11.65    \u001b[39m | \u001b[39m0.1939   \u001b[39m | \u001b[39m0.8042   \u001b[39m | \u001b[39m4.589    \u001b[39m | \u001b[39m1.779    \u001b[39m | \u001b[39m2.563    \u001b[39m | \u001b[39m19.32    \u001b[39m | \u001b[39m4.362    \u001b[39m | \u001b[39m20.35    \u001b[39m | \u001b[39m5.707    \u001b[39m | \u001b[39m2.039    \u001b[39m | \u001b[39m27.4     \u001b[39m | \u001b[39m16.65    \u001b[39m | \u001b[39m28.3     \u001b[39m | \u001b[39m8.479    \u001b[39m | \u001b[39m0.6833   \u001b[39m | \u001b[39m0.3264   \u001b[39m | \u001b[39m31.78    \u001b[39m | \u001b[39m24.99    \u001b[39m | \u001b[39m0.9237   \u001b[39m | \u001b[39m0.06997  \u001b[39m | \u001b[39m0.7818   \u001b[39m | \u001b[39m16.67    \u001b[39m | \u001b[39m0.5096   \u001b[39m | \u001b[39m93.37    \u001b[39m | \u001b[39m69.05    \u001b[39m | \u001b[39m16.69    \u001b[39m | \u001b[39m80.71    \u001b[39m | \u001b[39m76.49    \u001b[39m | \u001b[39m17.1     \u001b[39m | \u001b[39m0.7124   \u001b[39m | \u001b[39m0.1508   \u001b[39m | \u001b[39m1.844    \u001b[39m | \u001b[39m7.905    \u001b[39m | \u001b[39m2.847    \u001b[39m | \u001b[39m98.07    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:00,909 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.8428, R²: 0.4650\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m4        \u001b[39m | \u001b[39m-0.8428  \u001b[39m | \u001b[39m8.437e+04\u001b[39m | \u001b[39m37.68    \u001b[39m | \u001b[39m0.1442   \u001b[39m | \u001b[39m0.9168   \u001b[39m | \u001b[39m3.93     \u001b[39m | \u001b[39m1.008    \u001b[39m | \u001b[39m2.012    \u001b[39m | \u001b[39m58.72    \u001b[39m | \u001b[39m5.311    \u001b[39m | \u001b[39m22.93    \u001b[39m | \u001b[39m3.634    \u001b[39m | \u001b[39m1.134    \u001b[39m | \u001b[39m39.06    \u001b[39m | \u001b[39m22.04    \u001b[39m | \u001b[39m9.071    \u001b[39m | \u001b[39m11.56    \u001b[39m | \u001b[39m0.9143   \u001b[39m | \u001b[39m0.2954   \u001b[39m | \u001b[39m24.42    \u001b[39m | \u001b[39m12.22    \u001b[39m | \u001b[39m0.2761   \u001b[39m | \u001b[39m0.8976   \u001b[39m | \u001b[39m0.9251   \u001b[39m | \u001b[39m127.5    \u001b[39m | \u001b[39m0.1402   \u001b[39m | \u001b[39m36.13    \u001b[39m | \u001b[39m36.59    \u001b[39m | \u001b[39m6.732    \u001b[39m | \u001b[39m87.68    \u001b[39m | \u001b[39m80.19    \u001b[39m | \u001b[39m7.21     \u001b[39m | \u001b[39m0.1881   \u001b[39m | \u001b[39m0.324    \u001b[39m | \u001b[39m1.997    \u001b[39m | \u001b[39m8.872    \u001b[39m | \u001b[39m3.096    \u001b[39m | \u001b[39m34.71    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:01,339 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.8761, R²: 0.4218\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m5        \u001b[39m | \u001b[39m-0.8761  \u001b[39m | \u001b[39m8.925e+03\u001b[39m | \u001b[39m13.53    \u001b[39m | \u001b[39m0.08316  \u001b[39m | \u001b[39m0.2183   \u001b[39m | \u001b[39m1.251    \u001b[39m | \u001b[39m4.111    \u001b[39m | \u001b[39m1.483    \u001b[39m | \u001b[39m28.88    \u001b[39m | \u001b[39m8.288    \u001b[39m | \u001b[39m18.21    \u001b[39m | \u001b[39m1.957    \u001b[39m | \u001b[39m1.364    \u001b[39m | \u001b[39m34.29    \u001b[39m | \u001b[39m9.927    \u001b[39m | \u001b[39m11.64    \u001b[39m | \u001b[39m12.29    \u001b[39m | \u001b[39m0.8157   \u001b[39m | \u001b[39m0.2975   \u001b[39m | \u001b[39m89.99    \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m0.5334   \u001b[39m | \u001b[39m0.1332   \u001b[39m | \u001b[39m0.9619   \u001b[39m | \u001b[39m164.4    \u001b[39m | \u001b[39m0.6518   \u001b[39m | \u001b[39m48.43    \u001b[39m | \u001b[39m97.08    \u001b[39m | \u001b[39m5.533    \u001b[39m | \u001b[39m86.35    \u001b[39m | \u001b[39m93.89    \u001b[39m | \u001b[39m11.38    \u001b[39m | \u001b[39m0.7769   \u001b[39m | \u001b[39m0.9751   \u001b[39m | \u001b[39m2.106    \u001b[39m | \u001b[39m8.815    \u001b[39m | \u001b[39m4.875    \u001b[39m | \u001b[39m40.78    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:01,783 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.2473, R²: 0.9539\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m6        \u001b[39m | \u001b[39m-0.2473  \u001b[39m | \u001b[39m9.514e+04\u001b[39m | \u001b[39m15.18    \u001b[39m | \u001b[39m0.2817   \u001b[39m | \u001b[39m0.7571   \u001b[39m | \u001b[39m1.184    \u001b[39m | \u001b[39m3.651    \u001b[39m | \u001b[39m0.6774   \u001b[39m | \u001b[39m52.91    \u001b[39m | \u001b[39m5.596    \u001b[39m | \u001b[39m7.162    \u001b[39m | \u001b[39m8.151    \u001b[39m | \u001b[39m3.84     \u001b[39m | \u001b[39m30.27    \u001b[39m | \u001b[39m13.32    \u001b[39m | \u001b[39m21.4     \u001b[39m | \u001b[39m9.374    \u001b[39m | \u001b[39m0.8381   \u001b[39m | \u001b[39m0.1731   \u001b[39m | \u001b[39m16.98    \u001b[39m | \u001b[39m31.62    \u001b[39m | \u001b[39m0.3593   \u001b[39m | \u001b[39m0.1023   \u001b[39m | \u001b[39m0.03725  \u001b[39m | \u001b[39m96.63    \u001b[39m | \u001b[39m0.129    \u001b[39m | \u001b[39m143.7    \u001b[39m | \u001b[39m6.341    \u001b[39m | \u001b[39m5.045    \u001b[39m | \u001b[39m81.34    \u001b[39m | \u001b[39m91.12    \u001b[39m | \u001b[39m19.02    \u001b[39m | \u001b[39m0.8601   \u001b[39m | \u001b[39m0.8016   \u001b[39m | \u001b[39m0.6859   \u001b[39m | \u001b[39m10.05    \u001b[39m | \u001b[39m3.162    \u001b[39m | \u001b[39m30.78    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:02,566 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.2449, R²: 0.9548\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m7        \u001b[39m | \u001b[39m-0.2449  \u001b[39m | \u001b[39m3.698e+04\u001b[39m | \u001b[39m20.81    \u001b[39m | \u001b[39m0.03706  \u001b[39m | \u001b[39m0.7531   \u001b[39m | \u001b[39m3.922    \u001b[39m | \u001b[39m1.015    \u001b[39m | \u001b[39m0.7165   \u001b[39m | \u001b[39m28.43    \u001b[39m | \u001b[39m8.125    \u001b[39m | \u001b[39m26.36    \u001b[39m | \u001b[39m4.657    \u001b[39m | \u001b[39m1.049    \u001b[39m | \u001b[39m30.95    \u001b[39m | \u001b[39m26.53    \u001b[39m | \u001b[39m29.83    \u001b[39m | \u001b[39m7.161    \u001b[39m | \u001b[39m0.8099   \u001b[39m | \u001b[39m0.01743  \u001b[39m | \u001b[39m84.68    \u001b[39m | \u001b[39m23.62    \u001b[39m | \u001b[39m0.396    \u001b[39m | \u001b[39m0.307    \u001b[39m | \u001b[39m0.06134  \u001b[39m | \u001b[39m180.3    \u001b[39m | \u001b[39m0.9108   \u001b[39m | \u001b[39m190.7    \u001b[39m | \u001b[39m91.97    \u001b[39m | \u001b[39m5.477    \u001b[39m | \u001b[39m93.14    \u001b[39m | \u001b[39m75.84    \u001b[39m | \u001b[39m24.61    \u001b[39m | \u001b[39m0.7588   \u001b[39m | \u001b[39m0.8946   \u001b[39m | \u001b[39m2.255    \u001b[39m | \u001b[39m12.44    \u001b[39m | \u001b[39m3.963    \u001b[39m | \u001b[39m90.7     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:03,151 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.8854, R²: 0.4095\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m8        \u001b[39m | \u001b[39m-0.8854  \u001b[39m | \u001b[39m2.882e+03\u001b[39m | \u001b[39m37.2     \u001b[39m | \u001b[39m0.2554   \u001b[39m | \u001b[39m0.8875   \u001b[39m | \u001b[39m1.167    \u001b[39m | \u001b[39m2.913    \u001b[39m | \u001b[39m1.743    \u001b[39m | \u001b[39m23.79    \u001b[39m | \u001b[39m4.885    \u001b[39m | \u001b[39m42.18    \u001b[39m | \u001b[39m9.788    \u001b[39m | \u001b[39m2.668    \u001b[39m | \u001b[39m46.07    \u001b[39m | \u001b[39m6.075    \u001b[39m | \u001b[39m16.29    \u001b[39m | \u001b[39m7.526    \u001b[39m | \u001b[39m0.6732   \u001b[39m | \u001b[39m0.2152   \u001b[39m | \u001b[39m68.48    \u001b[39m | \u001b[39m10.04    \u001b[39m | \u001b[39m0.6404   \u001b[39m | \u001b[39m0.8798   \u001b[39m | \u001b[39m0.7535   \u001b[39m | \u001b[39m118.4    \u001b[39m | \u001b[39m0.7065   \u001b[39m | \u001b[39m72.88    \u001b[39m | \u001b[39m61.64    \u001b[39m | \u001b[39m15.39    \u001b[39m | \u001b[39m80.68    \u001b[39m | \u001b[39m75.73    \u001b[39m | \u001b[39m11.89    \u001b[39m | \u001b[39m0.8104   \u001b[39m | \u001b[39m0.4254   \u001b[39m | \u001b[39m2.586    \u001b[39m | \u001b[39m8.759    \u001b[39m | \u001b[39m2.218    \u001b[39m | \u001b[39m88.49    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:03,578 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2352, R²: 0.9583\n"
     ]
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      "| \u001b[39m9        \u001b[39m | \u001b[39m-0.2352  \u001b[39m | \u001b[39m3.797e+04\u001b[39m | \u001b[39m30.29    \u001b[39m | \u001b[39m0.2407   \u001b[39m | \u001b[39m0.336    \u001b[39m | \u001b[39m1.02     \u001b[39m | \u001b[39m3.341    \u001b[39m | \u001b[39m1.045    \u001b[39m | \u001b[39m46.48    \u001b[39m | \u001b[39m3.633    \u001b[39m | \u001b[39m33.47    \u001b[39m | \u001b[39m4.917    \u001b[39m | \u001b[39m3.259    \u001b[39m | \u001b[39m19.45    \u001b[39m | \u001b[39m8.802    \u001b[39m | \u001b[39m18.29    \u001b[39m | \u001b[39m11.61    \u001b[39m | \u001b[39m0.9742   \u001b[39m | \u001b[39m0.105    \u001b[39m | \u001b[39m8.714    \u001b[39m | \u001b[39m14.19    \u001b[39m | \u001b[39m0.7439   \u001b[39m | \u001b[39m0.6033   \u001b[39m | \u001b[39m0.766    \u001b[39m | \u001b[39m107.7    \u001b[39m | \u001b[39m0.334    \u001b[39m | \u001b[39m128.1    \u001b[39m | \u001b[39m75.03    \u001b[39m | \u001b[39m14.47    \u001b[39m | \u001b[39m80.32    \u001b[39m | \u001b[39m81.58    \u001b[39m | \u001b[39m14.1     \u001b[39m | \u001b[39m0.3398   \u001b[39m | \u001b[39m0.1536   \u001b[39m | \u001b[39m2.027    \u001b[39m | \u001b[39m7.095    \u001b[39m | \u001b[39m2.93     \u001b[39m | \u001b[39m5.03     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:04,058 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.8910, R²: 0.4020\n"
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      "| \u001b[39m10       \u001b[39m | \u001b[39m-0.891   \u001b[39m | \u001b[39m3.068e+04\u001b[39m | \u001b[39m48.47    \u001b[39m | \u001b[39m0.2809   \u001b[39m | \u001b[39m0.4207   \u001b[39m | \u001b[39m1.486    \u001b[39m | \u001b[39m4.796    \u001b[39m | \u001b[39m2.83     \u001b[39m | \u001b[39m38.04    \u001b[39m | \u001b[39m1.478    \u001b[39m | \u001b[39m7.954    \u001b[39m | \u001b[39m8.974    \u001b[39m | \u001b[39m0.3296   \u001b[39m | \u001b[39m22.41    \u001b[39m | \u001b[39m9.832    \u001b[39m | \u001b[39m10.63    \u001b[39m | \u001b[39m7.547    \u001b[39m | \u001b[39m0.6004   \u001b[39m | \u001b[39m0.06706  \u001b[39m | \u001b[39m61.3     \u001b[39m | \u001b[39m12.19    \u001b[39m | \u001b[39m0.7032   \u001b[39m | \u001b[39m0.4548   \u001b[39m | \u001b[39m0.7173   \u001b[39m | \u001b[39m46.48    \u001b[39m | \u001b[39m0.2276   \u001b[39m | \u001b[39m189.4    \u001b[39m | \u001b[39m91.15    \u001b[39m | \u001b[39m13.59    \u001b[39m | \u001b[39m94.68    \u001b[39m | \u001b[39m92.32    \u001b[39m | \u001b[39m22.53    \u001b[39m | \u001b[39m0.5272   \u001b[39m | \u001b[39m0.1165   \u001b[39m | \u001b[39m1.884    \u001b[39m | \u001b[39m12.78    \u001b[39m | \u001b[39m2.761    \u001b[39m | \u001b[39m53.76    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:36:04,602 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7296, R²: 0.5991\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m11       \u001b[39m | \u001b[39m-0.7296  \u001b[39m | \u001b[39m1.044e+04\u001b[39m | \u001b[39m23.24    \u001b[39m | \u001b[39m0.05112  \u001b[39m | \u001b[39m0.9056   \u001b[39m | \u001b[39m4.981    \u001b[39m | \u001b[39m4.576    \u001b[39m | \u001b[39m2.084    \u001b[39m | \u001b[39m55.05    \u001b[39m | \u001b[39m4.347    \u001b[39m | \u001b[39m16.08    \u001b[39m | \u001b[39m7.545    \u001b[39m | \u001b[39m0.1383   \u001b[39m | \u001b[39m44.27    \u001b[39m | \u001b[39m12.63    \u001b[39m | \u001b[39m12.49    \u001b[39m | \u001b[39m11.62    \u001b[39m | \u001b[39m0.7846   \u001b[39m | \u001b[39m0.3672   \u001b[39m | \u001b[39m53.81    \u001b[39m | \u001b[39m32.76    \u001b[39m | \u001b[39m0.5175   \u001b[39m | \u001b[39m0.9633   \u001b[39m | \u001b[39m0.2574   \u001b[39m | \u001b[39m61.74    \u001b[39m | \u001b[39m0.993    \u001b[39m | \u001b[39m169.9    \u001b[39m | \u001b[39m15.95    \u001b[39m | \u001b[39m16.06    \u001b[39m | \u001b[39m86.27    \u001b[39m | \u001b[39m77.43    \u001b[39m | \u001b[39m19.75    \u001b[39m | \u001b[39m0.9914   \u001b[39m | \u001b[39m0.8445   \u001b[39m | \u001b[39m2.249    \u001b[39m | \u001b[39m9.439    \u001b[39m | \u001b[39m1.277    \u001b[39m | \u001b[39m20.38    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:05,248 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.2075, R²: 0.9676\n"
     ]
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      "| \u001b[35m12       \u001b[39m | \u001b[35m-0.2075  \u001b[39m | \u001b[35m7.757e+04\u001b[39m | \u001b[35m32.61    \u001b[39m | \u001b[35m0.2673   \u001b[39m | \u001b[35m0.9725   \u001b[39m | \u001b[35m4.673    \u001b[39m | \u001b[35m3.761    \u001b[39m | \u001b[35m0.6073   \u001b[39m | \u001b[35m76.29    \u001b[39m | \u001b[35m5.083    \u001b[39m | \u001b[35m39.2     \u001b[39m | \u001b[35m4.732    \u001b[39m | \u001b[35m2.12     \u001b[39m | \u001b[35m31.67    \u001b[39m | \u001b[35m9.393    \u001b[39m | \u001b[35m27.12    \u001b[39m | \u001b[35m12.46    \u001b[39m | \u001b[35m0.8295   \u001b[39m | \u001b[35m0.2248   \u001b[39m | \u001b[35m60.76    \u001b[39m | \u001b[35m27.41    \u001b[39m | \u001b[35m0.3601   \u001b[39m | \u001b[35m0.1409   \u001b[39m | \u001b[35m0.105    \u001b[39m | \u001b[35m138.7    \u001b[39m | \u001b[35m0.4376   \u001b[39m | \u001b[35m128.9    \u001b[39m | \u001b[35m78.79    \u001b[39m | \u001b[35m14.83    \u001b[39m | \u001b[35m83.38    \u001b[39m | \u001b[35m92.37    \u001b[39m | \u001b[35m23.03    \u001b[39m | \u001b[35m0.2033   \u001b[39m | \u001b[35m0.2358   \u001b[39m | \u001b[35m0.7119   \u001b[39m | \u001b[35m9.907    \u001b[39m | \u001b[35m4.874    \u001b[39m | \u001b[35m61.8     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:05,730 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8373, R²: 0.4719\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m13       \u001b[39m | \u001b[39m-0.8373  \u001b[39m | \u001b[39m2.915e+04\u001b[39m | \u001b[39m42.47    \u001b[39m | \u001b[39m0.2366   \u001b[39m | \u001b[39m0.3992   \u001b[39m | \u001b[39m2.462    \u001b[39m | \u001b[39m3.4      \u001b[39m | \u001b[39m2.433    \u001b[39m | \u001b[39m68.13    \u001b[39m | \u001b[39m1.812    \u001b[39m | \u001b[39m4.675    \u001b[39m | \u001b[39m7.838    \u001b[39m | \u001b[39m1.199    \u001b[39m | \u001b[39m6.919    \u001b[39m | \u001b[39m8.735    \u001b[39m | \u001b[39m24.86    \u001b[39m | \u001b[39m12.97    \u001b[39m | \u001b[39m0.9672   \u001b[39m | \u001b[39m0.03522  \u001b[39m | \u001b[39m66.85    \u001b[39m | \u001b[39m13.06    \u001b[39m | \u001b[39m0.4754   \u001b[39m | \u001b[39m0.4925   \u001b[39m | \u001b[39m0.3831   \u001b[39m | \u001b[39m64.46    \u001b[39m | \u001b[39m0.6319   \u001b[39m | \u001b[39m78.98    \u001b[39m | \u001b[39m33.41    \u001b[39m | \u001b[39m8.051    \u001b[39m | \u001b[39m94.44    \u001b[39m | \u001b[39m83.61    \u001b[39m | \u001b[39m13.33    \u001b[39m | \u001b[39m0.4336   \u001b[39m | \u001b[39m0.6207   \u001b[39m | \u001b[39m0.516    \u001b[39m | \u001b[39m7.585    \u001b[39m | \u001b[39m4.276    \u001b[39m | \u001b[39m82.98    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:06,025 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2551, R²: 0.9510\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m14       \u001b[39m | \u001b[39m-0.2551  \u001b[39m | \u001b[39m1.883e+04\u001b[39m | \u001b[39m39.31    \u001b[39m | \u001b[39m0.08323  \u001b[39m | \u001b[39m0.3521   \u001b[39m | \u001b[39m4.894    \u001b[39m | \u001b[39m3.957    \u001b[39m | \u001b[39m2.709    \u001b[39m | \u001b[39m24.91    \u001b[39m | \u001b[39m5.743    \u001b[39m | \u001b[39m11.2     \u001b[39m | \u001b[39m8.79     \u001b[39m | \u001b[39m0.1904   \u001b[39m | \u001b[39m42.12    \u001b[39m | \u001b[39m22.09    \u001b[39m | \u001b[39m28.05    \u001b[39m | \u001b[39m11.92    \u001b[39m | \u001b[39m0.6706   \u001b[39m | \u001b[39m0.2351   \u001b[39m | \u001b[39m75.06    \u001b[39m | \u001b[39m36.09    \u001b[39m | \u001b[39m0.6448   \u001b[39m | \u001b[39m0.3199   \u001b[39m | \u001b[39m0.7903   \u001b[39m | \u001b[39m13.34    \u001b[39m | \u001b[39m0.5523   \u001b[39m | \u001b[39m128.1    \u001b[39m | \u001b[39m27.51    \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m93.15    \u001b[39m | \u001b[39m94.72    \u001b[39m | \u001b[39m7.791    \u001b[39m | \u001b[39m0.9411   \u001b[39m | \u001b[39m0.4153   \u001b[39m | \u001b[39m1.487    \u001b[39m | \u001b[39m11.33    \u001b[39m | \u001b[39m3.262    \u001b[39m | \u001b[39m59.97    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:06,324 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1440, R²: 0.0143\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m15       \u001b[39m | \u001b[39m-1.144   \u001b[39m | \u001b[39m4.929e+04\u001b[39m | \u001b[39m21.12    \u001b[39m | \u001b[39m0.1096   \u001b[39m | \u001b[39m0.9315   \u001b[39m | \u001b[39m3.495    \u001b[39m | \u001b[39m4.328    \u001b[39m | \u001b[39m1.099    \u001b[39m | \u001b[39m93.77    \u001b[39m | \u001b[39m5.971    \u001b[39m | \u001b[39m15.21    \u001b[39m | \u001b[39m7.039    \u001b[39m | \u001b[39m1.003    \u001b[39m | \u001b[39m28.86    \u001b[39m | \u001b[39m16.15    \u001b[39m | \u001b[39m6.351    \u001b[39m | \u001b[39m11.74    \u001b[39m | \u001b[39m0.6854   \u001b[39m | \u001b[39m0.02176  \u001b[39m | \u001b[39m29.8     \u001b[39m | \u001b[39m20.36    \u001b[39m | \u001b[39m0.5294   \u001b[39m | \u001b[39m0.622    \u001b[39m | \u001b[39m0.1426   \u001b[39m | \u001b[39m197.7    \u001b[39m | \u001b[39m0.6552   \u001b[39m | \u001b[39m129.6    \u001b[39m | \u001b[39m11.77    \u001b[39m | \u001b[39m5.534    \u001b[39m | \u001b[39m94.77    \u001b[39m | \u001b[39m78.97    \u001b[39m | \u001b[39m10.15    \u001b[39m | \u001b[39m0.2771   \u001b[39m | \u001b[39m0.2541   \u001b[39m | \u001b[39m2.124    \u001b[39m | \u001b[39m11.36    \u001b[39m | \u001b[39m4.899    \u001b[39m | \u001b[39m10.43    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:06,859 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1436, R²: 0.0149\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m16       \u001b[39m | \u001b[39m-1.144   \u001b[39m | \u001b[39m7.889e+04\u001b[39m | \u001b[39m27.22    \u001b[39m | \u001b[39m0.09916  \u001b[39m | \u001b[39m0.9286   \u001b[39m | \u001b[39m2.56     \u001b[39m | \u001b[39m1.589    \u001b[39m | \u001b[39m0.7866   \u001b[39m | \u001b[39m90.67    \u001b[39m | \u001b[39m8.743    \u001b[39m | \u001b[39m33.26    \u001b[39m | \u001b[39m9.504    \u001b[39m | \u001b[39m1.009    \u001b[39m | \u001b[39m33.61    \u001b[39m | \u001b[39m28.6     \u001b[39m | \u001b[39m11.13    \u001b[39m | \u001b[39m7.884    \u001b[39m | \u001b[39m0.9894   \u001b[39m | \u001b[39m0.3914   \u001b[39m | \u001b[39m24.79    \u001b[39m | \u001b[39m16.27    \u001b[39m | \u001b[39m0.6104   \u001b[39m | \u001b[39m0.692    \u001b[39m | \u001b[39m0.7222   \u001b[39m | \u001b[39m99.55    \u001b[39m | \u001b[39m0.06552  \u001b[39m | \u001b[39m196.9    \u001b[39m | \u001b[39m63.25    \u001b[39m | \u001b[39m17.62    \u001b[39m | \u001b[39m83.84    \u001b[39m | \u001b[39m85.3     \u001b[39m | \u001b[39m22.86    \u001b[39m | \u001b[39m0.1002   \u001b[39m | \u001b[39m0.1623   \u001b[39m | \u001b[39m0.7095   \u001b[39m | \u001b[39m7.067    \u001b[39m | \u001b[39m1.358    \u001b[39m | \u001b[39m67.45    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:36:07,157 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1532, R²: -0.0017\n"
     ]
    },
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      "| \u001b[39m17       \u001b[39m | \u001b[39m-1.153   \u001b[39m | \u001b[39m9.736e+04\u001b[39m | \u001b[39m39.02    \u001b[39m | \u001b[39m0.2573   \u001b[39m | \u001b[39m0.01199  \u001b[39m | \u001b[39m4.034    \u001b[39m | \u001b[39m4.118    \u001b[39m | \u001b[39m0.3147   \u001b[39m | \u001b[39m43.97    \u001b[39m | \u001b[39m3.756    \u001b[39m | \u001b[39m37.64    \u001b[39m | \u001b[39m1.511    \u001b[39m | \u001b[39m1.076    \u001b[39m | \u001b[39m26.47    \u001b[39m | \u001b[39m29.61    \u001b[39m | \u001b[39m14.79    \u001b[39m | \u001b[39m8.166    \u001b[39m | \u001b[39m0.9282   \u001b[39m | \u001b[39m0.1268   \u001b[39m | \u001b[39m54.17    \u001b[39m | \u001b[39m20.15    \u001b[39m | \u001b[39m0.5781   \u001b[39m | \u001b[39m0.5851   \u001b[39m | \u001b[39m0.225    \u001b[39m | \u001b[39m31.93    \u001b[39m | \u001b[39m0.337    \u001b[39m | \u001b[39m195.2    \u001b[39m | \u001b[39m69.61    \u001b[39m | \u001b[39m9.637    \u001b[39m | \u001b[39m83.03    \u001b[39m | \u001b[39m75.25    \u001b[39m | \u001b[39m7.391    \u001b[39m | \u001b[39m0.6589   \u001b[39m | \u001b[39m0.5491   \u001b[39m | \u001b[39m2.856    \u001b[39m | \u001b[39m9.749    \u001b[39m | \u001b[39m4.502    \u001b[39m | \u001b[39m60.17    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:07,702 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.1774, R²: 0.9763\n"
     ]
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      "| \u001b[35m18       \u001b[39m | \u001b[35m-0.1774  \u001b[39m | \u001b[35m4.178e+03\u001b[39m | \u001b[35m12.76    \u001b[39m | \u001b[35m0.07231  \u001b[39m | \u001b[35m0.8953   \u001b[39m | \u001b[35m3.012    \u001b[39m | \u001b[35m1.368    \u001b[39m | \u001b[35m0.74     \u001b[39m | \u001b[35m16.64    \u001b[39m | \u001b[35m6.105    \u001b[39m | \u001b[35m43.1     \u001b[39m | \u001b[35m3.009    \u001b[39m | \u001b[35m2.967    \u001b[39m | \u001b[35m16.9     \u001b[39m | \u001b[35m21.93    \u001b[39m | \u001b[35m29.98    \u001b[39m | \u001b[35m9.047    \u001b[39m | \u001b[35m0.6279   \u001b[39m | \u001b[35m0.06597  \u001b[39m | \u001b[35m10.04    \u001b[39m | \u001b[35m22.88    \u001b[39m | \u001b[35m0.9463   \u001b[39m | \u001b[35m0.2202   \u001b[39m | \u001b[35m0.03529  \u001b[39m | \u001b[35m77.13    \u001b[39m | \u001b[35m0.3872   \u001b[39m | \u001b[35m32.53    \u001b[39m | \u001b[35m59.13    \u001b[39m | \u001b[35m5.301    \u001b[39m | \u001b[35m94.4     \u001b[39m | \u001b[35m92.9     \u001b[39m | \u001b[35m10.9     \u001b[39m | \u001b[35m0.07541  \u001b[39m | \u001b[35m0.3315   \u001b[39m | \u001b[35m1.608    \u001b[39m | \u001b[35m7.828    \u001b[39m | \u001b[35m1.071    \u001b[39m | \u001b[35m21.16    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:07,974 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.7745, R²: 0.5482\n"
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      "| \u001b[39m19       \u001b[39m | \u001b[39m-0.7745  \u001b[39m | \u001b[39m4.609e+04\u001b[39m | \u001b[39m33.9     \u001b[39m | \u001b[39m0.133    \u001b[39m | \u001b[39m0.2254   \u001b[39m | \u001b[39m4.925    \u001b[39m | \u001b[39m3.717    \u001b[39m | \u001b[39m2.776    \u001b[39m | \u001b[39m99.41    \u001b[39m | \u001b[39m4.777    \u001b[39m | \u001b[39m41.99    \u001b[39m | \u001b[39m2.41     \u001b[39m | \u001b[39m0.3012   \u001b[39m | \u001b[39m7.144    \u001b[39m | \u001b[39m17.87    \u001b[39m | \u001b[39m17.26    \u001b[39m | \u001b[39m7.981    \u001b[39m | \u001b[39m0.7717   \u001b[39m | \u001b[39m0.2315   \u001b[39m | \u001b[39m16.89    \u001b[39m | \u001b[39m6.151    \u001b[39m | \u001b[39m0.6349   \u001b[39m | \u001b[39m0.04559  \u001b[39m | \u001b[39m0.7926   \u001b[39m | \u001b[39m59.0     \u001b[39m | \u001b[39m0.2066   \u001b[39m | \u001b[39m12.07    \u001b[39m | \u001b[39m23.36    \u001b[39m | \u001b[39m5.047    \u001b[39m | \u001b[39m84.15    \u001b[39m | \u001b[39m82.47    \u001b[39m | \u001b[39m23.6     \u001b[39m | \u001b[39m0.3523   \u001b[39m | \u001b[39m0.03672  \u001b[39m | \u001b[39m2.984    \u001b[39m | \u001b[39m9.974    \u001b[39m | \u001b[39m3.256    \u001b[39m | \u001b[39m41.87    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:08,340 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1361, R²: 0.0278\n"
     ]
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      "| \u001b[39m20       \u001b[39m | \u001b[39m-1.136   \u001b[39m | \u001b[39m6.017e+04\u001b[39m | \u001b[39m38.13    \u001b[39m | \u001b[39m0.1927   \u001b[39m | \u001b[39m0.9012   \u001b[39m | \u001b[39m2.907    \u001b[39m | \u001b[39m1.398    \u001b[39m | \u001b[39m0.7929   \u001b[39m | \u001b[39m92.89    \u001b[39m | \u001b[39m4.673    \u001b[39m | \u001b[39m8.156    \u001b[39m | \u001b[39m8.96     \u001b[39m | \u001b[39m2.316    \u001b[39m | \u001b[39m21.09    \u001b[39m | \u001b[39m3.949    \u001b[39m | \u001b[39m13.52    \u001b[39m | \u001b[39m10.43    \u001b[39m | \u001b[39m0.936    \u001b[39m | \u001b[39m0.3622   \u001b[39m | \u001b[39m85.76    \u001b[39m | \u001b[39m17.54    \u001b[39m | \u001b[39m0.5623   \u001b[39m | \u001b[39m0.06045  \u001b[39m | \u001b[39m0.325    \u001b[39m | \u001b[39m80.75    \u001b[39m | \u001b[39m0.7395   \u001b[39m | \u001b[39m94.66    \u001b[39m | \u001b[39m46.92    \u001b[39m | \u001b[39m12.53    \u001b[39m | \u001b[39m83.4     \u001b[39m | \u001b[39m89.85    \u001b[39m | \u001b[39m11.59    \u001b[39m | \u001b[39m0.934    \u001b[39m | \u001b[39m0.2138   \u001b[39m | \u001b[39m1.412    \u001b[39m | \u001b[39m8.435    \u001b[39m | \u001b[39m2.807    \u001b[39m | \u001b[39m23.99    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:08,789 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.3276, R²: 0.9192\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m21       \u001b[39m | \u001b[39m-0.3276  \u001b[39m | \u001b[39m2.826e+04\u001b[39m | \u001b[39m17.52    \u001b[39m | \u001b[39m0.1713   \u001b[39m | \u001b[39m0.357    \u001b[39m | \u001b[39m1.181    \u001b[39m | \u001b[39m4.985    \u001b[39m | \u001b[39m0.7974   \u001b[39m | \u001b[39m21.5     \u001b[39m | \u001b[39m3.098    \u001b[39m | \u001b[39m12.13    \u001b[39m | \u001b[39m6.92     \u001b[39m | \u001b[39m2.895    \u001b[39m | \u001b[39m9.309    \u001b[39m | \u001b[39m16.39    \u001b[39m | \u001b[39m6.105    \u001b[39m | \u001b[39m9.999    \u001b[39m | \u001b[39m0.7884   \u001b[39m | \u001b[39m0.1656   \u001b[39m | \u001b[39m93.49    \u001b[39m | \u001b[39m4.344    \u001b[39m | \u001b[39m0.09279  \u001b[39m | \u001b[39m0.4926   \u001b[39m | \u001b[39m0.8301   \u001b[39m | \u001b[39m62.07    \u001b[39m | \u001b[39m0.3672   \u001b[39m | \u001b[39m115.9    \u001b[39m | \u001b[39m27.45    \u001b[39m | \u001b[39m19.55    \u001b[39m | \u001b[39m87.15    \u001b[39m | \u001b[39m94.86    \u001b[39m | \u001b[39m6.739    \u001b[39m | \u001b[39m0.6475   \u001b[39m | \u001b[39m0.8845   \u001b[39m | \u001b[39m2.646    \u001b[39m | \u001b[39m9.19     \u001b[39m | \u001b[39m3.018    \u001b[39m | \u001b[39m82.16    \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:09,251 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.7714, R²: 0.5517\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m22       \u001b[39m | \u001b[39m-0.7714  \u001b[39m | \u001b[39m2.086e+04\u001b[39m | \u001b[39m25.51    \u001b[39m | \u001b[39m0.08638  \u001b[39m | \u001b[39m0.5058   \u001b[39m | \u001b[39m1.383    \u001b[39m | \u001b[39m2.203    \u001b[39m | \u001b[39m2.391    \u001b[39m | \u001b[39m44.05    \u001b[39m | \u001b[39m7.098    \u001b[39m | \u001b[39m36.04    \u001b[39m | \u001b[39m8.73     \u001b[39m | \u001b[39m1.399    \u001b[39m | \u001b[39m17.25    \u001b[39m | \u001b[39m6.711    \u001b[39m | \u001b[39m16.77    \u001b[39m | \u001b[39m9.596    \u001b[39m | \u001b[39m0.7052   \u001b[39m | \u001b[39m0.1823   \u001b[39m | \u001b[39m28.22    \u001b[39m | \u001b[39m26.04    \u001b[39m | \u001b[39m0.1157   \u001b[39m | \u001b[39m0.9601   \u001b[39m | \u001b[39m0.249    \u001b[39m | \u001b[39m76.76    \u001b[39m | \u001b[39m0.5676   \u001b[39m | \u001b[39m163.1    \u001b[39m | \u001b[39m20.26    \u001b[39m | \u001b[39m12.4     \u001b[39m | \u001b[39m89.16    \u001b[39m | \u001b[39m76.47    \u001b[39m | \u001b[39m15.2     \u001b[39m | \u001b[39m0.4666   \u001b[39m | \u001b[39m0.6297   \u001b[39m | \u001b[39m2.659    \u001b[39m | \u001b[39m11.15    \u001b[39m | \u001b[39m4.903    \u001b[39m | \u001b[39m77.7     \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:09,679 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.3427, R²: 0.9115\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m23       \u001b[39m | \u001b[39m-0.3427  \u001b[39m | \u001b[39m3.928e+04\u001b[39m | \u001b[39m25.93    \u001b[39m | \u001b[39m0.1433   \u001b[39m | \u001b[39m0.2232   \u001b[39m | \u001b[39m1.732    \u001b[39m | \u001b[39m3.684    \u001b[39m | \u001b[39m1.194    \u001b[39m | \u001b[39m68.24    \u001b[39m | \u001b[39m1.278    \u001b[39m | \u001b[39m29.84    \u001b[39m | \u001b[39m3.736    \u001b[39m | \u001b[39m0.9549   \u001b[39m | \u001b[39m14.73    \u001b[39m | \u001b[39m14.52    \u001b[39m | \u001b[39m9.783    \u001b[39m | \u001b[39m9.472    \u001b[39m | \u001b[39m0.9654   \u001b[39m | \u001b[39m0.005922 \u001b[39m | \u001b[39m12.81    \u001b[39m | \u001b[39m32.47    \u001b[39m | \u001b[39m0.2578   \u001b[39m | \u001b[39m0.621    \u001b[39m | \u001b[39m0.9878   \u001b[39m | \u001b[39m181.8    \u001b[39m | \u001b[39m0.3656   \u001b[39m | \u001b[39m75.15    \u001b[39m | \u001b[39m87.5     \u001b[39m | \u001b[39m13.06    \u001b[39m | \u001b[39m88.53    \u001b[39m | \u001b[39m79.63    \u001b[39m | \u001b[39m8.309    \u001b[39m | \u001b[39m0.7651   \u001b[39m | \u001b[39m0.781    \u001b[39m | \u001b[39m2.604    \u001b[39m | \u001b[39m9.337    \u001b[39m | \u001b[39m2.855    \u001b[39m | \u001b[39m94.98    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:09,950 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1489, R²: 0.0058\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m24       \u001b[39m | \u001b[39m-1.149   \u001b[39m | \u001b[39m1.865e+04\u001b[39m | \u001b[39m17.12    \u001b[39m | \u001b[39m0.04     \u001b[39m | \u001b[39m0.0618   \u001b[39m | \u001b[39m2.628    \u001b[39m | \u001b[39m4.873    \u001b[39m | \u001b[39m1.096    \u001b[39m | \u001b[39m45.28    \u001b[39m | \u001b[39m7.255    \u001b[39m | \u001b[39m27.32    \u001b[39m | \u001b[39m9.237    \u001b[39m | \u001b[39m0.9109   \u001b[39m | \u001b[39m17.92    \u001b[39m | \u001b[39m14.2     \u001b[39m | \u001b[39m16.36    \u001b[39m | \u001b[39m12.33    \u001b[39m | \u001b[39m0.9092   \u001b[39m | \u001b[39m0.2812   \u001b[39m | \u001b[39m21.92    \u001b[39m | \u001b[39m0.6393   \u001b[39m | \u001b[39m0.3957   \u001b[39m | \u001b[39m0.2878   \u001b[39m | \u001b[39m0.2597   \u001b[39m | \u001b[39m12.09    \u001b[39m | \u001b[39m0.1533   \u001b[39m | \u001b[39m146.5    \u001b[39m | \u001b[39m89.21    \u001b[39m | \u001b[39m18.17    \u001b[39m | \u001b[39m84.79    \u001b[39m | \u001b[39m81.66    \u001b[39m | \u001b[39m24.73    \u001b[39m | \u001b[39m0.8948   \u001b[39m | \u001b[39m0.1706   \u001b[39m | \u001b[39m0.6468   \u001b[39m | \u001b[39m10.4     \u001b[39m | \u001b[39m1.01     \u001b[39m | \u001b[39m35.09    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:36:10,438 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2904, R²: 0.9365\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m25       \u001b[39m | \u001b[39m-0.2904  \u001b[39m | \u001b[39m4.569e+04\u001b[39m | \u001b[39m42.67    \u001b[39m | \u001b[39m0.0143   \u001b[39m | \u001b[39m0.7919   \u001b[39m | \u001b[39m2.743    \u001b[39m | \u001b[39m3.574    \u001b[39m | \u001b[39m1.6      \u001b[39m | \u001b[39m37.99    \u001b[39m | \u001b[39m1.056    \u001b[39m | \u001b[39m33.04    \u001b[39m | \u001b[39m9.208    \u001b[39m | \u001b[39m3.681    \u001b[39m | \u001b[39m24.16    \u001b[39m | \u001b[39m22.43    \u001b[39m | \u001b[39m21.45    \u001b[39m | \u001b[39m10.07    \u001b[39m | \u001b[39m0.6284   \u001b[39m | \u001b[39m0.3613   \u001b[39m | \u001b[39m70.76    \u001b[39m | \u001b[39m28.52    \u001b[39m | \u001b[39m0.1624   \u001b[39m | \u001b[39m0.2511   \u001b[39m | \u001b[39m0.3452   \u001b[39m | \u001b[39m69.08    \u001b[39m | \u001b[39m0.005692 \u001b[39m | \u001b[39m124.2    \u001b[39m | \u001b[39m81.94    \u001b[39m | \u001b[39m6.391    \u001b[39m | \u001b[39m94.34    \u001b[39m | \u001b[39m82.93    \u001b[39m | \u001b[39m16.42    \u001b[39m | \u001b[39m0.5861   \u001b[39m | \u001b[39m0.7918   \u001b[39m | \u001b[39m2.659    \u001b[39m | \u001b[39m7.435    \u001b[39m | \u001b[39m4.32     \u001b[39m | \u001b[39m41.51    \u001b[39m |\n"
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      "2025-04-09 17:36:10,853 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8311, R²: 0.4797\n"
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    },
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      "| \u001b[39m26       \u001b[39m | \u001b[39m-0.8311  \u001b[39m | \u001b[39m9.614e+04\u001b[39m | \u001b[39m26.47    \u001b[39m | \u001b[39m0.2193   \u001b[39m | \u001b[39m0.2101   \u001b[39m | \u001b[39m2.77     \u001b[39m | \u001b[39m3.371    \u001b[39m | \u001b[39m0.6426   \u001b[39m | \u001b[39m71.38    \u001b[39m | \u001b[39m7.575    \u001b[39m | \u001b[39m15.42    \u001b[39m | \u001b[39m7.272    \u001b[39m | \u001b[39m2.215    \u001b[39m | \u001b[39m34.83    \u001b[39m | \u001b[39m17.26    \u001b[39m | \u001b[39m5.38     \u001b[39m | \u001b[39m12.35    \u001b[39m | \u001b[39m0.9341   \u001b[39m | \u001b[39m0.1036   \u001b[39m | \u001b[39m23.54    \u001b[39m | \u001b[39m4.588    \u001b[39m | \u001b[39m0.7889   \u001b[39m | \u001b[39m0.856    \u001b[39m | \u001b[39m0.8358   \u001b[39m | \u001b[39m126.2    \u001b[39m | \u001b[39m0.3668   \u001b[39m | \u001b[39m196.3    \u001b[39m | \u001b[39m67.88    \u001b[39m | \u001b[39m11.8     \u001b[39m | \u001b[39m89.67    \u001b[39m | \u001b[39m91.55    \u001b[39m | \u001b[39m18.18    \u001b[39m | \u001b[39m0.861    \u001b[39m | \u001b[39m0.1404   \u001b[39m | \u001b[39m0.7174   \u001b[39m | \u001b[39m7.034    \u001b[39m | \u001b[39m4.933    \u001b[39m | \u001b[39m60.44    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:11,289 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.9108, R²: 0.3751\n"
     ]
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      "| \u001b[39m27       \u001b[39m | \u001b[39m-0.9108  \u001b[39m | \u001b[39m2.586e+04\u001b[39m | \u001b[39m15.86    \u001b[39m | \u001b[39m0.2442   \u001b[39m | \u001b[39m0.5738   \u001b[39m | \u001b[39m1.019    \u001b[39m | \u001b[39m1.598    \u001b[39m | \u001b[39m2.605    \u001b[39m | \u001b[39m57.59    \u001b[39m | \u001b[39m4.526    \u001b[39m | \u001b[39m48.63    \u001b[39m | \u001b[39m7.073    \u001b[39m | \u001b[39m3.272    \u001b[39m | \u001b[39m33.07    \u001b[39m | \u001b[39m19.23    \u001b[39m | \u001b[39m5.156    \u001b[39m | \u001b[39m11.42    \u001b[39m | \u001b[39m0.922    \u001b[39m | \u001b[39m0.3204   \u001b[39m | \u001b[39m39.44    \u001b[39m | \u001b[39m31.09    \u001b[39m | \u001b[39m0.8889   \u001b[39m | \u001b[39m0.4325   \u001b[39m | \u001b[39m0.3382   \u001b[39m | \u001b[39m84.51    \u001b[39m | \u001b[39m0.7302   \u001b[39m | \u001b[39m49.18    \u001b[39m | \u001b[39m43.16    \u001b[39m | \u001b[39m19.76    \u001b[39m | \u001b[39m81.52    \u001b[39m | \u001b[39m85.11    \u001b[39m | \u001b[39m5.899    \u001b[39m | \u001b[39m0.5075   \u001b[39m | \u001b[39m0.06279  \u001b[39m | \u001b[39m0.1247   \u001b[39m | \u001b[39m10.03    \u001b[39m | \u001b[39m4.581    \u001b[39m | \u001b[39m74.55    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:11,580 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1530, R²: -0.0013\n"
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      "| \u001b[39m28       \u001b[39m | \u001b[39m-1.153   \u001b[39m | \u001b[39m8.384e+04\u001b[39m | \u001b[39m11.16    \u001b[39m | \u001b[39m0.1265   \u001b[39m | \u001b[39m0.8119   \u001b[39m | \u001b[39m1.873    \u001b[39m | \u001b[39m1.814    \u001b[39m | \u001b[39m2.127    \u001b[39m | \u001b[39m83.04    \u001b[39m | \u001b[39m2.378    \u001b[39m | \u001b[39m44.88    \u001b[39m | \u001b[39m5.321    \u001b[39m | \u001b[39m3.239    \u001b[39m | \u001b[39m28.1     \u001b[39m | \u001b[39m23.73    \u001b[39m | \u001b[39m9.607    \u001b[39m | \u001b[39m7.938    \u001b[39m | \u001b[39m0.9576   \u001b[39m | \u001b[39m0.04514  \u001b[39m | \u001b[39m39.36    \u001b[39m | \u001b[39m18.27    \u001b[39m | \u001b[39m0.441    \u001b[39m | \u001b[39m0.9792   \u001b[39m | \u001b[39m0.5311   \u001b[39m | \u001b[39m188.1    \u001b[39m | \u001b[39m0.1748   \u001b[39m | \u001b[39m123.3    \u001b[39m | \u001b[39m84.04    \u001b[39m | \u001b[39m6.891    \u001b[39m | \u001b[39m85.67    \u001b[39m | \u001b[39m89.51    \u001b[39m | \u001b[39m6.96     \u001b[39m | \u001b[39m0.4013   \u001b[39m | \u001b[39m0.373    \u001b[39m | \u001b[39m2.433    \u001b[39m | \u001b[39m9.833    \u001b[39m | \u001b[39m4.733    \u001b[39m | \u001b[39m55.54    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:11,975 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.9011, R²: 0.3884\n"
     ]
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      "| \u001b[39m29       \u001b[39m | \u001b[39m-0.9011  \u001b[39m | \u001b[39m1.619e+04\u001b[39m | \u001b[39m26.39    \u001b[39m | \u001b[39m0.2359   \u001b[39m | \u001b[39m0.1701   \u001b[39m | \u001b[39m2.874    \u001b[39m | \u001b[39m1.162    \u001b[39m | \u001b[39m2.738    \u001b[39m | \u001b[39m6.606    \u001b[39m | \u001b[39m7.285    \u001b[39m | \u001b[39m26.95    \u001b[39m | \u001b[39m8.663    \u001b[39m | \u001b[39m0.5733   \u001b[39m | \u001b[39m20.7     \u001b[39m | \u001b[39m18.26    \u001b[39m | \u001b[39m20.85    \u001b[39m | \u001b[39m8.458    \u001b[39m | \u001b[39m0.9839   \u001b[39m | \u001b[39m0.1511   \u001b[39m | \u001b[39m79.84    \u001b[39m | \u001b[39m24.77    \u001b[39m | \u001b[39m0.4552   \u001b[39m | \u001b[39m0.4057   \u001b[39m | \u001b[39m0.5421   \u001b[39m | \u001b[39m91.63    \u001b[39m | \u001b[39m0.02731  \u001b[39m | \u001b[39m107.3    \u001b[39m | \u001b[39m93.32    \u001b[39m | \u001b[39m12.2     \u001b[39m | \u001b[39m81.57    \u001b[39m | \u001b[39m78.81    \u001b[39m | \u001b[39m9.646    \u001b[39m | \u001b[39m0.523    \u001b[39m | \u001b[39m0.8488   \u001b[39m | \u001b[39m0.3448   \u001b[39m | \u001b[39m11.92    \u001b[39m | \u001b[39m3.542    \u001b[39m | \u001b[39m69.66    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:12,267 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0913, R²: 0.9937\n"
     ]
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      "| \u001b[35m30       \u001b[39m | \u001b[35m-0.09129 \u001b[39m | \u001b[35m7.153e+03\u001b[39m | \u001b[35m36.76    \u001b[39m | \u001b[35m0.1231   \u001b[39m | \u001b[35m0.6628   \u001b[39m | \u001b[35m1.084    \u001b[39m | \u001b[35m2.488    \u001b[39m | \u001b[35m0.5766   \u001b[39m | \u001b[35m78.02    \u001b[39m | \u001b[35m9.71     \u001b[39m | \u001b[35m49.1     \u001b[39m | \u001b[35m6.255    \u001b[39m | \u001b[35m0.7739   \u001b[39m | \u001b[35m30.54    \u001b[39m | \u001b[35m5.681    \u001b[39m | \u001b[35m22.67    \u001b[39m | \u001b[35m12.78    \u001b[39m | \u001b[35m0.7371   \u001b[39m | \u001b[35m0.1783   \u001b[39m | \u001b[35m49.44    \u001b[39m | \u001b[35m16.54    \u001b[39m | \u001b[35m0.8048   \u001b[39m | \u001b[35m0.7242   \u001b[39m | \u001b[35m0.3548   \u001b[39m | \u001b[35m110.2    \u001b[39m | \u001b[35m0.8179   \u001b[39m | \u001b[35m118.4    \u001b[39m | \u001b[35m77.24    \u001b[39m | \u001b[35m7.916    \u001b[39m | \u001b[35m82.61    \u001b[39m | \u001b[35m84.65    \u001b[39m | \u001b[35m22.89    \u001b[39m | \u001b[35m0.5878   \u001b[39m | \u001b[35m0.09744  \u001b[39m | \u001b[35m0.9913   \u001b[39m | \u001b[35m12.85    \u001b[39m | \u001b[35m2.059    \u001b[39m | \u001b[35m90.11    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:36:12,990 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 1.0843, R²: 0.1145\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m31       \u001b[39m | \u001b[39m-1.084   \u001b[39m | \u001b[39m7.242e+04\u001b[39m | \u001b[39m10.37    \u001b[39m | \u001b[39m0.03109  \u001b[39m | \u001b[39m0.7863   \u001b[39m | \u001b[39m4.215    \u001b[39m | \u001b[39m3.361    \u001b[39m | \u001b[39m2.525    \u001b[39m | \u001b[39m51.71    \u001b[39m | \u001b[39m9.289    \u001b[39m | \u001b[39m29.93    \u001b[39m | \u001b[39m4.048    \u001b[39m | \u001b[39m0.0405   \u001b[39m | \u001b[39m28.71    \u001b[39m | \u001b[39m7.31     \u001b[39m | \u001b[39m17.44    \u001b[39m | \u001b[39m9.941    \u001b[39m | \u001b[39m0.6984   \u001b[39m | \u001b[39m0.09884  \u001b[39m | \u001b[39m31.61    \u001b[39m | \u001b[39m24.76    \u001b[39m | \u001b[39m0.9858   \u001b[39m | \u001b[39m0.4311   \u001b[39m | \u001b[39m0.7179   \u001b[39m | \u001b[39m172.5    \u001b[39m | \u001b[39m0.8826   \u001b[39m | \u001b[39m156.4    \u001b[39m | \u001b[39m40.61    \u001b[39m | \u001b[39m14.24    \u001b[39m | \u001b[39m87.46    \u001b[39m | \u001b[39m79.71    \u001b[39m | \u001b[39m23.45    \u001b[39m | \u001b[39m0.5315   \u001b[39m | \u001b[39m0.02578  \u001b[39m | \u001b[39m2.462    \u001b[39m | \u001b[39m12.34    \u001b[39m | \u001b[39m2.926    \u001b[39m | \u001b[39m85.44    \u001b[39m |\n"
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      "2025-04-09 17:36:13,419 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.8933, R²: 0.3989\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m32       \u001b[39m | \u001b[39m-0.8933  \u001b[39m | \u001b[39m3.495e+03\u001b[39m | \u001b[39m27.98    \u001b[39m | \u001b[39m0.1108   \u001b[39m | \u001b[39m0.1981   \u001b[39m | \u001b[39m4.362    \u001b[39m | \u001b[39m1.955    \u001b[39m | \u001b[39m2.523    \u001b[39m | \u001b[39m84.06    \u001b[39m | \u001b[39m3.426    \u001b[39m | \u001b[39m18.61    \u001b[39m | \u001b[39m9.136    \u001b[39m | \u001b[39m1.633    \u001b[39m | \u001b[39m39.45    \u001b[39m | \u001b[39m6.435    \u001b[39m | \u001b[39m8.225    \u001b[39m | \u001b[39m9.41     \u001b[39m | \u001b[39m0.8044   \u001b[39m | \u001b[39m0.2965   \u001b[39m | \u001b[39m63.45    \u001b[39m | \u001b[39m25.1     \u001b[39m | \u001b[39m0.009119 \u001b[39m | \u001b[39m0.1715   \u001b[39m | \u001b[39m0.736    \u001b[39m | \u001b[39m48.32    \u001b[39m | \u001b[39m0.9268   \u001b[39m | \u001b[39m117.7    \u001b[39m | \u001b[39m89.09    \u001b[39m | \u001b[39m8.696    \u001b[39m | \u001b[39m84.2     \u001b[39m | \u001b[39m77.82    \u001b[39m | \u001b[39m18.53    \u001b[39m | \u001b[39m0.7713   \u001b[39m | \u001b[39m0.3019   \u001b[39m | \u001b[39m2.306    \u001b[39m | \u001b[39m11.06    \u001b[39m | \u001b[39m4.114    \u001b[39m | \u001b[39m17.09    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:13,831 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.1977, R²: 0.9706\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m33       \u001b[39m | \u001b[39m-0.1977  \u001b[39m | \u001b[39m4.776e+04\u001b[39m | \u001b[39m37.21    \u001b[39m | \u001b[39m0.2441   \u001b[39m | \u001b[39m0.2338   \u001b[39m | \u001b[39m1.931    \u001b[39m | \u001b[39m3.467    \u001b[39m | \u001b[39m1.24     \u001b[39m | \u001b[39m99.91    \u001b[39m | \u001b[39m1.083    \u001b[39m | \u001b[39m9.914    \u001b[39m | \u001b[39m8.391    \u001b[39m | \u001b[39m2.763    \u001b[39m | \u001b[39m20.33    \u001b[39m | \u001b[39m13.43    \u001b[39m | \u001b[39m18.58    \u001b[39m | \u001b[39m7.354    \u001b[39m | \u001b[39m0.9851   \u001b[39m | \u001b[39m0.2169   \u001b[39m | \u001b[39m68.52    \u001b[39m | \u001b[39m13.99    \u001b[39m | \u001b[39m0.003539 \u001b[39m | \u001b[39m0.1825   \u001b[39m | \u001b[39m0.5546   \u001b[39m | \u001b[39m143.2    \u001b[39m | \u001b[39m0.8386   \u001b[39m | \u001b[39m12.48    \u001b[39m | \u001b[39m28.28    \u001b[39m | \u001b[39m19.8     \u001b[39m | \u001b[39m82.32    \u001b[39m | \u001b[39m79.16    \u001b[39m | \u001b[39m17.92    \u001b[39m | \u001b[39m0.9608   \u001b[39m | \u001b[39m0.06961  \u001b[39m | \u001b[39m1.864    \u001b[39m | \u001b[39m7.483    \u001b[39m | \u001b[39m4.593    \u001b[39m | \u001b[39m6.441    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:14,300 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.7388, R²: 0.5888\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m34       \u001b[39m | \u001b[39m-0.7388  \u001b[39m | \u001b[39m5.076e+04\u001b[39m | \u001b[39m39.86    \u001b[39m | \u001b[39m0.2869   \u001b[39m | \u001b[39m0.9872   \u001b[39m | \u001b[39m4.719    \u001b[39m | \u001b[39m2.188    \u001b[39m | \u001b[39m0.9228   \u001b[39m | \u001b[39m62.47    \u001b[39m | \u001b[39m3.505    \u001b[39m | \u001b[39m22.68    \u001b[39m | \u001b[39m2.268    \u001b[39m | \u001b[39m3.863    \u001b[39m | \u001b[39m28.99    \u001b[39m | \u001b[39m26.11    \u001b[39m | \u001b[39m12.19    \u001b[39m | \u001b[39m8.118    \u001b[39m | \u001b[39m0.6632   \u001b[39m | \u001b[39m0.08442  \u001b[39m | \u001b[39m36.04    \u001b[39m | \u001b[39m11.76    \u001b[39m | \u001b[39m0.08497  \u001b[39m | \u001b[39m0.7579   \u001b[39m | \u001b[39m0.5075   \u001b[39m | \u001b[39m90.55    \u001b[39m | \u001b[39m0.286    \u001b[39m | \u001b[39m43.03    \u001b[39m | \u001b[39m11.01    \u001b[39m | \u001b[39m15.51    \u001b[39m | \u001b[39m82.91    \u001b[39m | \u001b[39m81.44    \u001b[39m | \u001b[39m22.15    \u001b[39m | \u001b[39m0.7526   \u001b[39m | \u001b[39m0.2499   \u001b[39m | \u001b[39m0.7812   \u001b[39m | \u001b[39m9.997    \u001b[39m | \u001b[39m1.884    \u001b[39m | \u001b[39m98.56    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:36:14,577 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1220, R²: 0.0517\n"
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    },
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      "| \u001b[39m35       \u001b[39m | \u001b[39m-1.122   \u001b[39m | \u001b[39m8.669e+03\u001b[39m | \u001b[39m45.47    \u001b[39m | \u001b[39m0.1647   \u001b[39m | \u001b[39m0.06581  \u001b[39m | \u001b[39m3.294    \u001b[39m | \u001b[39m2.89     \u001b[39m | \u001b[39m1.23     \u001b[39m | \u001b[39m14.39    \u001b[39m | \u001b[39m9.118    \u001b[39m | \u001b[39m40.02    \u001b[39m | \u001b[39m0.4932   \u001b[39m | \u001b[39m0.6124   \u001b[39m | \u001b[39m17.6     \u001b[39m | \u001b[39m7.233    \u001b[39m | \u001b[39m28.13    \u001b[39m | \u001b[39m10.97    \u001b[39m | \u001b[39m0.8043   \u001b[39m | \u001b[39m0.3832   \u001b[39m | \u001b[39m64.46    \u001b[39m | \u001b[39m1.199    \u001b[39m | \u001b[39m0.2129   \u001b[39m | \u001b[39m0.4122   \u001b[39m | \u001b[39m0.6384   \u001b[39m | \u001b[39m46.7     \u001b[39m | \u001b[39m0.2519   \u001b[39m | \u001b[39m35.08    \u001b[39m | \u001b[39m25.73    \u001b[39m | \u001b[39m5.932    \u001b[39m | \u001b[39m83.84    \u001b[39m | \u001b[39m92.06    \u001b[39m | \u001b[39m24.93    \u001b[39m | \u001b[39m0.6811   \u001b[39m | \u001b[39m0.7926   \u001b[39m | \u001b[39m1.007    \u001b[39m | \u001b[39m8.277    \u001b[39m | \u001b[39m4.653    \u001b[39m | \u001b[39m29.56    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:14,853 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.0426, R²: 0.1813\n"
     ]
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      "| \u001b[39m36       \u001b[39m | \u001b[39m-1.043   \u001b[39m | \u001b[39m4.218e+04\u001b[39m | \u001b[39m45.13    \u001b[39m | \u001b[39m0.03629  \u001b[39m | \u001b[39m0.5255   \u001b[39m | \u001b[39m1.216    \u001b[39m | \u001b[39m3.068    \u001b[39m | \u001b[39m2.315    \u001b[39m | \u001b[39m25.12    \u001b[39m | \u001b[39m6.851    \u001b[39m | \u001b[39m18.62    \u001b[39m | \u001b[39m5.557    \u001b[39m | \u001b[39m2.801    \u001b[39m | \u001b[39m40.76    \u001b[39m | \u001b[39m16.41    \u001b[39m | \u001b[39m21.42    \u001b[39m | \u001b[39m9.099    \u001b[39m | \u001b[39m0.9693   \u001b[39m | \u001b[39m0.3104   \u001b[39m | \u001b[39m96.78    \u001b[39m | \u001b[39m22.19    \u001b[39m | \u001b[39m0.07969  \u001b[39m | \u001b[39m0.8664   \u001b[39m | \u001b[39m0.03604  \u001b[39m | \u001b[39m23.72    \u001b[39m | \u001b[39m0.146    \u001b[39m | \u001b[39m66.89    \u001b[39m | \u001b[39m66.47    \u001b[39m | \u001b[39m15.81    \u001b[39m | \u001b[39m88.58    \u001b[39m | \u001b[39m82.79    \u001b[39m | \u001b[39m13.33    \u001b[39m | \u001b[39m0.1362   \u001b[39m | \u001b[39m0.8896   \u001b[39m | \u001b[39m1.151    \u001b[39m | \u001b[39m9.627    \u001b[39m | \u001b[39m2.513    \u001b[39m | \u001b[39m86.95    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:15,442 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 1.0482, R²: 0.1724\n"
     ]
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      "| \u001b[39m37       \u001b[39m | \u001b[39m-1.048   \u001b[39m | \u001b[39m3.462e+04\u001b[39m | \u001b[39m26.62    \u001b[39m | \u001b[39m0.08615  \u001b[39m | \u001b[39m0.8296   \u001b[39m | \u001b[39m4.973    \u001b[39m | \u001b[39m2.815    \u001b[39m | \u001b[39m1.269    \u001b[39m | \u001b[39m71.71    \u001b[39m | \u001b[39m7.119    \u001b[39m | \u001b[39m34.53    \u001b[39m | \u001b[39m7.586    \u001b[39m | \u001b[39m2.148    \u001b[39m | \u001b[39m30.22    \u001b[39m | \u001b[39m6.714    \u001b[39m | \u001b[39m20.5     \u001b[39m | \u001b[39m10.62    \u001b[39m | \u001b[39m0.6082   \u001b[39m | \u001b[39m0.002158 \u001b[39m | \u001b[39m72.46    \u001b[39m | \u001b[39m25.8     \u001b[39m | \u001b[39m0.5306   \u001b[39m | \u001b[39m0.255    \u001b[39m | \u001b[39m0.1137   \u001b[39m | \u001b[39m157.2    \u001b[39m | \u001b[39m0.3837   \u001b[39m | \u001b[39m49.23    \u001b[39m | \u001b[39m46.76    \u001b[39m | \u001b[39m16.04    \u001b[39m | \u001b[39m90.15    \u001b[39m | \u001b[39m83.91    \u001b[39m | \u001b[39m15.17    \u001b[39m | \u001b[39m0.9009   \u001b[39m | \u001b[39m0.2726   \u001b[39m | \u001b[39m1.802    \u001b[39m | \u001b[39m11.39    \u001b[39m | \u001b[39m2.54     \u001b[39m | \u001b[39m44.72    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:15,702 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.5080, R²: 0.8056\n"
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    },
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      "| \u001b[39m38       \u001b[39m | \u001b[39m-0.508   \u001b[39m | \u001b[39m8.807e+03\u001b[39m | \u001b[39m34.47    \u001b[39m | \u001b[39m0.2223   \u001b[39m | \u001b[39m0.146    \u001b[39m | \u001b[39m2.068    \u001b[39m | \u001b[39m4.537    \u001b[39m | \u001b[39m1.022    \u001b[39m | \u001b[39m61.09    \u001b[39m | \u001b[39m2.308    \u001b[39m | \u001b[39m3.263    \u001b[39m | \u001b[39m2.329    \u001b[39m | \u001b[39m2.86     \u001b[39m | \u001b[39m42.25    \u001b[39m | \u001b[39m8.656    \u001b[39m | \u001b[39m17.83    \u001b[39m | \u001b[39m11.44    \u001b[39m | \u001b[39m0.847    \u001b[39m | \u001b[39m0.1951   \u001b[39m | \u001b[39m88.31    \u001b[39m | \u001b[39m7.517    \u001b[39m | \u001b[39m0.2409   \u001b[39m | \u001b[39m0.1408   \u001b[39m | \u001b[39m0.3994   \u001b[39m | \u001b[39m94.66    \u001b[39m | \u001b[39m0.456    \u001b[39m | \u001b[39m105.2    \u001b[39m | \u001b[39m9.96     \u001b[39m | \u001b[39m14.72    \u001b[39m | \u001b[39m88.48    \u001b[39m | \u001b[39m77.18    \u001b[39m | \u001b[39m6.972    \u001b[39m | \u001b[39m0.7766   \u001b[39m | \u001b[39m0.7975   \u001b[39m | \u001b[39m1.401    \u001b[39m | \u001b[39m10.98    \u001b[39m | \u001b[39m3.36     \u001b[39m | \u001b[39m62.78    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:15,994 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.4966, R²: 0.8142\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m39       \u001b[39m | \u001b[39m-0.4966  \u001b[39m | \u001b[39m2.032e+04\u001b[39m | \u001b[39m12.31    \u001b[39m | \u001b[39m0.2878   \u001b[39m | \u001b[39m0.4143   \u001b[39m | \u001b[39m2.728    \u001b[39m | \u001b[39m4.962    \u001b[39m | \u001b[39m2.203    \u001b[39m | \u001b[39m4.733    \u001b[39m | \u001b[39m6.172    \u001b[39m | \u001b[39m45.03    \u001b[39m | \u001b[39m6.795    \u001b[39m | \u001b[39m3.629    \u001b[39m | \u001b[39m5.957    \u001b[39m | \u001b[39m15.98    \u001b[39m | \u001b[39m21.14    \u001b[39m | \u001b[39m11.76    \u001b[39m | \u001b[39m0.6853   \u001b[39m | \u001b[39m0.2884   \u001b[39m | \u001b[39m74.04    \u001b[39m | \u001b[39m28.12    \u001b[39m | \u001b[39m0.5271   \u001b[39m | \u001b[39m0.6472   \u001b[39m | \u001b[39m0.6853   \u001b[39m | \u001b[39m52.99    \u001b[39m | \u001b[39m0.6086   \u001b[39m | \u001b[39m56.68    \u001b[39m | \u001b[39m54.84    \u001b[39m | \u001b[39m15.62    \u001b[39m | \u001b[39m89.99    \u001b[39m | \u001b[39m79.26    \u001b[39m | \u001b[39m10.46    \u001b[39m | \u001b[39m0.1591   \u001b[39m | \u001b[39m0.2873   \u001b[39m | \u001b[39m0.05243  \u001b[39m | \u001b[39m9.741    \u001b[39m | \u001b[39m1.904    \u001b[39m | \u001b[39m87.59    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:16,303 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.2834, R²: 0.9395\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m40       \u001b[39m | \u001b[39m-0.2834  \u001b[39m | \u001b[39m6.033e+04\u001b[39m | \u001b[39m44.25    \u001b[39m | \u001b[39m0.2847   \u001b[39m | \u001b[39m0.5223   \u001b[39m | \u001b[39m4.706    \u001b[39m | \u001b[39m4.23     \u001b[39m | \u001b[39m2.0      \u001b[39m | \u001b[39m4.024    \u001b[39m | \u001b[39m4.925    \u001b[39m | \u001b[39m8.602    \u001b[39m | \u001b[39m4.781    \u001b[39m | \u001b[39m2.673    \u001b[39m | \u001b[39m28.93    \u001b[39m | \u001b[39m21.13    \u001b[39m | \u001b[39m7.653    \u001b[39m | \u001b[39m8.111    \u001b[39m | \u001b[39m0.8158   \u001b[39m | \u001b[39m0.007242 \u001b[39m | \u001b[39m10.42    \u001b[39m | \u001b[39m16.63    \u001b[39m | \u001b[39m0.8682   \u001b[39m | \u001b[39m0.2716   \u001b[39m | \u001b[39m0.8982   \u001b[39m | \u001b[39m25.03    \u001b[39m | \u001b[39m0.2938   \u001b[39m | \u001b[39m198.9    \u001b[39m | \u001b[39m65.81    \u001b[39m | \u001b[39m12.83    \u001b[39m | \u001b[39m91.84    \u001b[39m | \u001b[39m88.44    \u001b[39m | \u001b[39m6.487    \u001b[39m | \u001b[39m0.8858   \u001b[39m | \u001b[39m0.7336   \u001b[39m | \u001b[39m0.3046   \u001b[39m | \u001b[39m8.211    \u001b[39m | \u001b[39m4.911    \u001b[39m | \u001b[39m22.08    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:16,744 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.1091, R²: 0.9910\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m41       \u001b[39m | \u001b[39m-0.1091  \u001b[39m | \u001b[39m3.692e+04\u001b[39m | \u001b[39m21.27    \u001b[39m | \u001b[39m0.0194   \u001b[39m | \u001b[39m0.8479   \u001b[39m | \u001b[39m1.194    \u001b[39m | \u001b[39m4.388    \u001b[39m | \u001b[39m1.475    \u001b[39m | \u001b[39m27.5     \u001b[39m | \u001b[39m7.426    \u001b[39m | \u001b[39m30.6     \u001b[39m | \u001b[39m3.474    \u001b[39m | \u001b[39m0.813    \u001b[39m | \u001b[39m23.17    \u001b[39m | \u001b[39m23.3     \u001b[39m | \u001b[39m21.3     \u001b[39m | \u001b[39m12.78    \u001b[39m | \u001b[39m0.7644   \u001b[39m | \u001b[39m0.07156  \u001b[39m | \u001b[39m60.77    \u001b[39m | \u001b[39m26.71    \u001b[39m | \u001b[39m0.9815   \u001b[39m | \u001b[39m0.921    \u001b[39m | \u001b[39m0.5368   \u001b[39m | \u001b[39m145.5    \u001b[39m | \u001b[39m0.7222   \u001b[39m | \u001b[39m194.7    \u001b[39m | \u001b[39m8.81     \u001b[39m | \u001b[39m6.454    \u001b[39m | \u001b[39m94.0     \u001b[39m | \u001b[39m75.69    \u001b[39m | \u001b[39m18.42    \u001b[39m | \u001b[39m0.1397   \u001b[39m | \u001b[39m0.825    \u001b[39m | \u001b[39m0.4094   \u001b[39m | \u001b[39m10.5     \u001b[39m | \u001b[39m3.179    \u001b[39m | \u001b[39m27.89    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:17,635 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 1.0024, R²: 0.2432\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m42       \u001b[39m | \u001b[39m-1.002   \u001b[39m | \u001b[39m1.501e+03\u001b[39m | \u001b[39m14.16    \u001b[39m | \u001b[39m0.2216   \u001b[39m | \u001b[39m0.7048   \u001b[39m | \u001b[39m4.617    \u001b[39m | \u001b[39m4.819    \u001b[39m | \u001b[39m0.0189   \u001b[39m | \u001b[39m89.91    \u001b[39m | \u001b[39m9.412    \u001b[39m | \u001b[39m3.687    \u001b[39m | \u001b[39m4.062    \u001b[39m | \u001b[39m3.962    \u001b[39m | \u001b[39m37.5     \u001b[39m | \u001b[39m6.702    \u001b[39m | \u001b[39m9.357    \u001b[39m | \u001b[39m7.29     \u001b[39m | \u001b[39m0.9544   \u001b[39m | \u001b[39m0.2586   \u001b[39m | \u001b[39m23.92    \u001b[39m | \u001b[39m24.78    \u001b[39m | \u001b[39m0.9502   \u001b[39m | \u001b[39m0.4798   \u001b[39m | \u001b[39m0.3432   \u001b[39m | \u001b[39m132.7    \u001b[39m | \u001b[39m0.805    \u001b[39m | \u001b[39m82.86    \u001b[39m | \u001b[39m11.19    \u001b[39m | \u001b[39m6.03     \u001b[39m | \u001b[39m81.45    \u001b[39m | \u001b[39m80.23    \u001b[39m | \u001b[39m22.42    \u001b[39m | \u001b[39m0.2668   \u001b[39m | \u001b[39m0.5885   \u001b[39m | \u001b[39m2.788    \u001b[39m | \u001b[39m10.61    \u001b[39m | \u001b[39m3.273    \u001b[39m | \u001b[39m31.82    \u001b[39m |\n"
     ]
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     "output_type": "stream",
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      "2025-04-09 17:36:18,123 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 0.7259, R²: 0.6031\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m43       \u001b[39m | \u001b[39m-0.7259  \u001b[39m | \u001b[39m2.577e+04\u001b[39m | \u001b[39m17.58    \u001b[39m | \u001b[39m0.1064   \u001b[39m | \u001b[39m0.08581  \u001b[39m | \u001b[39m1.08     \u001b[39m | \u001b[39m4.106    \u001b[39m | \u001b[39m0.5475   \u001b[39m | \u001b[39m82.27    \u001b[39m | \u001b[39m5.795    \u001b[39m | \u001b[39m5.893    \u001b[39m | \u001b[39m6.067    \u001b[39m | \u001b[39m3.944    \u001b[39m | \u001b[39m27.43    \u001b[39m | \u001b[39m13.64    \u001b[39m | \u001b[39m29.03    \u001b[39m | \u001b[39m7.858    \u001b[39m | \u001b[39m0.6716   \u001b[39m | \u001b[39m0.3287   \u001b[39m | \u001b[39m74.49    \u001b[39m | \u001b[39m19.37    \u001b[39m | \u001b[39m0.3931   \u001b[39m | \u001b[39m0.08027  \u001b[39m | \u001b[39m0.2142   \u001b[39m | \u001b[39m155.7    \u001b[39m | \u001b[39m0.1983   \u001b[39m | \u001b[39m134.6    \u001b[39m | \u001b[39m15.36    \u001b[39m | \u001b[39m14.49    \u001b[39m | \u001b[39m86.57    \u001b[39m | \u001b[39m81.84    \u001b[39m | \u001b[39m9.237    \u001b[39m | \u001b[39m0.3382   \u001b[39m | \u001b[39m0.04237  \u001b[39m | \u001b[39m0.2901   \u001b[39m | \u001b[39m12.95    \u001b[39m | \u001b[39m4.026    \u001b[39m | \u001b[39m7.824    \u001b[39m |\n"
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    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:18,442 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.8463, R²: 0.4605\n"
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    },
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      "| \u001b[39m44       \u001b[39m | \u001b[39m-0.8463  \u001b[39m | \u001b[39m6.208e+04\u001b[39m | \u001b[39m42.87    \u001b[39m | \u001b[39m0.2903   \u001b[39m | \u001b[39m0.4317   \u001b[39m | \u001b[39m3.991    \u001b[39m | \u001b[39m4.472    \u001b[39m | \u001b[39m2.448    \u001b[39m | \u001b[39m68.47    \u001b[39m | \u001b[39m2.838    \u001b[39m | \u001b[39m26.6     \u001b[39m | \u001b[39m8.949    \u001b[39m | \u001b[39m0.02407  \u001b[39m | \u001b[39m41.86    \u001b[39m | \u001b[39m20.19    \u001b[39m | \u001b[39m27.15    \u001b[39m | \u001b[39m10.49    \u001b[39m | \u001b[39m0.7228   \u001b[39m | \u001b[39m0.2001   \u001b[39m | \u001b[39m44.02    \u001b[39m | \u001b[39m3.91     \u001b[39m | \u001b[39m0.03201  \u001b[39m | \u001b[39m0.3788   \u001b[39m | \u001b[39m0.4259   \u001b[39m | \u001b[39m63.65    \u001b[39m | \u001b[39m0.3772   \u001b[39m | \u001b[39m27.49    \u001b[39m | \u001b[39m74.85    \u001b[39m | \u001b[39m11.25    \u001b[39m | \u001b[39m86.3     \u001b[39m | \u001b[39m93.75    \u001b[39m | \u001b[39m9.66     \u001b[39m | \u001b[39m0.7078   \u001b[39m | \u001b[39m0.3559   \u001b[39m | \u001b[39m2.648    \u001b[39m | \u001b[39m8.793    \u001b[39m | \u001b[39m3.292    \u001b[39m | \u001b[39m86.85    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:18,874 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.5234, R²: 0.7936\n"
     ]
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      "| \u001b[39m45       \u001b[39m | \u001b[39m-0.5234  \u001b[39m | \u001b[39m8.913e+04\u001b[39m | \u001b[39m20.14    \u001b[39m | \u001b[39m0.2207   \u001b[39m | \u001b[39m0.7453   \u001b[39m | \u001b[39m1.312    \u001b[39m | \u001b[39m1.871    \u001b[39m | \u001b[39m1.148    \u001b[39m | \u001b[39m31.53    \u001b[39m | \u001b[39m2.266    \u001b[39m | \u001b[39m6.528    \u001b[39m | \u001b[39m7.475    \u001b[39m | \u001b[39m1.659    \u001b[39m | \u001b[39m10.65    \u001b[39m | \u001b[39m20.63    \u001b[39m | \u001b[39m28.46    \u001b[39m | \u001b[39m10.34    \u001b[39m | \u001b[39m0.9538   \u001b[39m | \u001b[39m0.2947   \u001b[39m | \u001b[39m90.36    \u001b[39m | \u001b[39m28.11    \u001b[39m | \u001b[39m0.3028   \u001b[39m | \u001b[39m0.9925   \u001b[39m | \u001b[39m0.6842   \u001b[39m | \u001b[39m57.78    \u001b[39m | \u001b[39m0.9214   \u001b[39m | \u001b[39m142.8    \u001b[39m | \u001b[39m10.42    \u001b[39m | \u001b[39m7.2      \u001b[39m | \u001b[39m92.16    \u001b[39m | \u001b[39m89.2     \u001b[39m | \u001b[39m13.48    \u001b[39m | \u001b[39m0.5349   \u001b[39m | \u001b[39m0.4532   \u001b[39m | \u001b[39m1.627    \u001b[39m | \u001b[39m11.23    \u001b[39m | \u001b[39m2.453    \u001b[39m | \u001b[39m93.53    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:19,170 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.0391, R²: 0.1867\n"
     ]
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      "| \u001b[39m46       \u001b[39m | \u001b[39m-1.039   \u001b[39m | \u001b[39m1.474e+04\u001b[39m | \u001b[39m42.96    \u001b[39m | \u001b[39m0.1961   \u001b[39m | \u001b[39m0.4105   \u001b[39m | \u001b[39m4.122    \u001b[39m | \u001b[39m1.283    \u001b[39m | \u001b[39m0.002301 \u001b[39m | \u001b[39m44.7     \u001b[39m | \u001b[39m7.786    \u001b[39m | \u001b[39m15.42    \u001b[39m | \u001b[39m1.026    \u001b[39m | \u001b[39m1.183    \u001b[39m | \u001b[39m10.69    \u001b[39m | \u001b[39m13.78    \u001b[39m | \u001b[39m8.582    \u001b[39m | \u001b[39m8.673    \u001b[39m | \u001b[39m0.7215   \u001b[39m | \u001b[39m0.2423   \u001b[39m | \u001b[39m91.8     \u001b[39m | \u001b[39m21.63    \u001b[39m | \u001b[39m0.4601   \u001b[39m | \u001b[39m0.7964   \u001b[39m | \u001b[39m0.1581   \u001b[39m | \u001b[39m89.2     \u001b[39m | \u001b[39m0.7487   \u001b[39m | \u001b[39m110.8    \u001b[39m | \u001b[39m44.5     \u001b[39m | \u001b[39m12.73    \u001b[39m | \u001b[39m88.29    \u001b[39m | \u001b[39m87.45    \u001b[39m | \u001b[39m11.82    \u001b[39m | \u001b[39m0.9415   \u001b[39m | \u001b[39m0.6482   \u001b[39m | \u001b[39m0.8707   \u001b[39m | \u001b[39m9.384    \u001b[39m | \u001b[39m2.123    \u001b[39m | \u001b[39m17.36    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:19,539 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.2823, R²: 0.9400\n"
     ]
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      "| \u001b[39m47       \u001b[39m | \u001b[39m-0.2823  \u001b[39m | \u001b[39m9.067e+04\u001b[39m | \u001b[39m45.0     \u001b[39m | \u001b[39m0.08015  \u001b[39m | \u001b[39m0.546    \u001b[39m | \u001b[39m2.825    \u001b[39m | \u001b[39m1.867    \u001b[39m | \u001b[39m0.236    \u001b[39m | \u001b[39m10.68    \u001b[39m | \u001b[39m8.067    \u001b[39m | \u001b[39m42.83    \u001b[39m | \u001b[39m4.4      \u001b[39m | \u001b[39m0.2254   \u001b[39m | \u001b[39m8.501    \u001b[39m | \u001b[39m24.71    \u001b[39m | \u001b[39m17.7     \u001b[39m | \u001b[39m8.833    \u001b[39m | \u001b[39m0.6055   \u001b[39m | \u001b[39m0.2373   \u001b[39m | \u001b[39m21.2     \u001b[39m | \u001b[39m3.77     \u001b[39m | \u001b[39m0.7516   \u001b[39m | \u001b[39m0.9078   \u001b[39m | \u001b[39m0.8322   \u001b[39m | \u001b[39m107.9    \u001b[39m | \u001b[39m0.6337   \u001b[39m | \u001b[39m31.06    \u001b[39m | \u001b[39m22.08    \u001b[39m | \u001b[39m10.19    \u001b[39m | \u001b[39m88.97    \u001b[39m | \u001b[39m92.21    \u001b[39m | \u001b[39m24.43    \u001b[39m | \u001b[39m0.2547   \u001b[39m | \u001b[39m0.8295   \u001b[39m | \u001b[39m1.919    \u001b[39m | \u001b[39m7.402    \u001b[39m | \u001b[39m4.122    \u001b[39m | \u001b[39m34.45    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:19,875 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.7334, R²: 0.5948\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m48       \u001b[39m | \u001b[39m-0.7334  \u001b[39m | \u001b[39m7.968e+04\u001b[39m | \u001b[39m29.74    \u001b[39m | \u001b[39m0.1163   \u001b[39m | \u001b[39m0.2484   \u001b[39m | \u001b[39m1.831    \u001b[39m | \u001b[39m2.769    \u001b[39m | \u001b[39m2.175    \u001b[39m | \u001b[39m87.73    \u001b[39m | \u001b[39m3.787    \u001b[39m | \u001b[39m5.511    \u001b[39m | \u001b[39m4.707    \u001b[39m | \u001b[39m1.726    \u001b[39m | \u001b[39m31.64    \u001b[39m | \u001b[39m23.56    \u001b[39m | \u001b[39m26.54    \u001b[39m | \u001b[39m9.229    \u001b[39m | \u001b[39m0.8749   \u001b[39m | \u001b[39m0.3379   \u001b[39m | \u001b[39m87.71    \u001b[39m | \u001b[39m1.762    \u001b[39m | \u001b[39m0.6856   \u001b[39m | \u001b[39m0.02576  \u001b[39m | \u001b[39m0.2902   \u001b[39m | \u001b[39m16.95    \u001b[39m | \u001b[39m0.9093   \u001b[39m | \u001b[39m100.9    \u001b[39m | \u001b[39m21.19    \u001b[39m | \u001b[39m17.21    \u001b[39m | \u001b[39m82.21    \u001b[39m | \u001b[39m77.91    \u001b[39m | \u001b[39m24.48    \u001b[39m | \u001b[39m0.2262   \u001b[39m | \u001b[39m0.1228   \u001b[39m | \u001b[39m1.843    \u001b[39m | \u001b[39m10.45    \u001b[39m | \u001b[39m3.699    \u001b[39m | \u001b[39m85.84    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:36:20,354 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.9848, R²: 0.2694\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m49       \u001b[39m | \u001b[39m-0.9848  \u001b[39m | \u001b[39m3.642e+04\u001b[39m | \u001b[39m20.21    \u001b[39m | \u001b[39m0.2219   \u001b[39m | \u001b[39m0.7655   \u001b[39m | \u001b[39m4.978    \u001b[39m | \u001b[39m2.611    \u001b[39m | \u001b[39m2.598    \u001b[39m | \u001b[39m49.15    \u001b[39m | \u001b[39m3.524    \u001b[39m | \u001b[39m16.42    \u001b[39m | \u001b[39m6.477    \u001b[39m | \u001b[39m0.8383   \u001b[39m | \u001b[39m34.33    \u001b[39m | \u001b[39m2.938    \u001b[39m | \u001b[39m25.28    \u001b[39m | \u001b[39m11.78    \u001b[39m | \u001b[39m0.8092   \u001b[39m | \u001b[39m0.1009   \u001b[39m | \u001b[39m55.14    \u001b[39m | \u001b[39m31.29    \u001b[39m | \u001b[39m0.6294   \u001b[39m | \u001b[39m0.5062   \u001b[39m | \u001b[39m0.4642   \u001b[39m | \u001b[39m26.59    \u001b[39m | \u001b[39m0.002736 \u001b[39m | \u001b[39m183.9    \u001b[39m | \u001b[39m81.76    \u001b[39m | \u001b[39m7.283    \u001b[39m | \u001b[39m80.59    \u001b[39m | \u001b[39m93.11    \u001b[39m | \u001b[39m5.356    \u001b[39m | \u001b[39m0.9838   \u001b[39m | \u001b[39m0.4754   \u001b[39m | \u001b[39m0.1542   \u001b[39m | \u001b[39m12.11    \u001b[39m | \u001b[39m2.445    \u001b[39m | \u001b[39m74.98    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:20,745 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8441, R²: 0.4633\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m50       \u001b[39m | \u001b[39m-0.8441  \u001b[39m | \u001b[39m6.113e+04\u001b[39m | \u001b[39m16.64    \u001b[39m | \u001b[39m0.2265   \u001b[39m | \u001b[39m0.2148   \u001b[39m | \u001b[39m1.288    \u001b[39m | \u001b[39m1.37     \u001b[39m | \u001b[39m2.826    \u001b[39m | \u001b[39m99.97    \u001b[39m | \u001b[39m4.161    \u001b[39m | \u001b[39m32.02    \u001b[39m | \u001b[39m9.839    \u001b[39m | \u001b[39m3.14     \u001b[39m | \u001b[39m20.0     \u001b[39m | \u001b[39m12.96    \u001b[39m | \u001b[39m7.162    \u001b[39m | \u001b[39m9.071    \u001b[39m | \u001b[39m0.7959   \u001b[39m | \u001b[39m0.2892   \u001b[39m | \u001b[39m51.05    \u001b[39m | \u001b[39m13.09    \u001b[39m | \u001b[39m0.9002   \u001b[39m | \u001b[39m0.4314   \u001b[39m | \u001b[39m0.2436   \u001b[39m | \u001b[39m93.0     \u001b[39m | \u001b[39m0.7472   \u001b[39m | \u001b[39m59.96    \u001b[39m | \u001b[39m37.41    \u001b[39m | \u001b[39m5.61     \u001b[39m | \u001b[39m85.23    \u001b[39m | \u001b[39m82.95    \u001b[39m | \u001b[39m22.67    \u001b[39m | \u001b[39m0.2506   \u001b[39m | \u001b[39m0.7842   \u001b[39m | \u001b[39m1.777    \u001b[39m | \u001b[39m10.53    \u001b[39m | \u001b[39m2.87     \u001b[39m | \u001b[39m8.129    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:21,238 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.9611, R²: 0.3042\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m51       \u001b[39m | \u001b[39m-0.9611  \u001b[39m | \u001b[39m6.495e+04\u001b[39m | \u001b[39m12.66    \u001b[39m | \u001b[39m0.2372   \u001b[39m | \u001b[39m0.7567   \u001b[39m | \u001b[39m1.658    \u001b[39m | \u001b[39m2.435    \u001b[39m | \u001b[39m1.411    \u001b[39m | \u001b[39m51.71    \u001b[39m | \u001b[39m3.382    \u001b[39m | \u001b[39m26.88    \u001b[39m | \u001b[39m9.235    \u001b[39m | \u001b[39m1.755    \u001b[39m | \u001b[39m29.75    \u001b[39m | \u001b[39m22.97    \u001b[39m | \u001b[39m21.26    \u001b[39m | \u001b[39m11.21    \u001b[39m | \u001b[39m0.9633   \u001b[39m | \u001b[39m0.3825   \u001b[39m | \u001b[39m11.84    \u001b[39m | \u001b[39m26.19    \u001b[39m | \u001b[39m0.6521   \u001b[39m | \u001b[39m0.1714   \u001b[39m | \u001b[39m0.8742   \u001b[39m | \u001b[39m62.98    \u001b[39m | \u001b[39m0.07736  \u001b[39m | \u001b[39m193.6    \u001b[39m | \u001b[39m13.09    \u001b[39m | \u001b[39m8.094    \u001b[39m | \u001b[39m80.75    \u001b[39m | \u001b[39m81.97    \u001b[39m | \u001b[39m19.55    \u001b[39m | \u001b[39m0.4047   \u001b[39m | \u001b[39m0.2342   \u001b[39m | \u001b[39m0.5062   \u001b[39m | \u001b[39m11.47    \u001b[39m | \u001b[39m4.132    \u001b[39m | \u001b[39m39.14    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:36:22,008 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.2313, R²: 0.9597\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m52       \u001b[39m | \u001b[39m-0.2313  \u001b[39m | \u001b[39m4.972e+03\u001b[39m | \u001b[39m37.66    \u001b[39m | \u001b[39m0.06814  \u001b[39m | \u001b[39m0.5728   \u001b[39m | \u001b[39m3.224    \u001b[39m | \u001b[39m4.738    \u001b[39m | \u001b[39m1.8      \u001b[39m | \u001b[39m40.22    \u001b[39m | \u001b[39m9.811    \u001b[39m | \u001b[39m19.04    \u001b[39m | \u001b[39m7.332    \u001b[39m | \u001b[39m3.724    \u001b[39m | \u001b[39m11.69    \u001b[39m | \u001b[39m14.49    \u001b[39m | \u001b[39m18.33    \u001b[39m | \u001b[39m10.36    \u001b[39m | \u001b[39m0.7493   \u001b[39m | \u001b[39m0.09415  \u001b[39m | \u001b[39m86.52    \u001b[39m | \u001b[39m24.26    \u001b[39m | \u001b[39m0.8392   \u001b[39m | \u001b[39m0.3656   \u001b[39m | \u001b[39m0.7261   \u001b[39m | \u001b[39m130.7    \u001b[39m | \u001b[39m0.2796   \u001b[39m | \u001b[39m156.9    \u001b[39m | \u001b[39m44.3     \u001b[39m | \u001b[39m19.55    \u001b[39m | \u001b[39m84.76    \u001b[39m | \u001b[39m80.97    \u001b[39m | \u001b[39m8.234    \u001b[39m | \u001b[39m0.5014   \u001b[39m | \u001b[39m0.7157   \u001b[39m | \u001b[39m0.8548   \u001b[39m | \u001b[39m11.97    \u001b[39m | \u001b[39m3.606    \u001b[39m | \u001b[39m71.88    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:36:22,391 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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      "| \u001b[39m53       \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m3.698e+04\u001b[39m | \u001b[39m24.26    \u001b[39m | \u001b[39m0.122    \u001b[39m | \u001b[39m0.3974   \u001b[39m | \u001b[39m2.084    \u001b[39m | \u001b[39m2.852    \u001b[39m | \u001b[39m0.7684   \u001b[39m | \u001b[39m4.361    \u001b[39m | \u001b[39m9.51     \u001b[39m | \u001b[39m38.14    \u001b[39m | \u001b[39m6.309    \u001b[39m | \u001b[39m0.4525   \u001b[39m | \u001b[39m5.215    \u001b[39m | \u001b[39m18.17    \u001b[39m | \u001b[39m21.3     \u001b[39m | \u001b[39m11.33    \u001b[39m | \u001b[39m0.9893   \u001b[39m | \u001b[39m0.1503   \u001b[39m | \u001b[39m54.74    \u001b[39m | \u001b[39m19.97    \u001b[39m | \u001b[39m0.3405   \u001b[39m | \u001b[39m0.3822   \u001b[39m | \u001b[39m0.2079   \u001b[39m | \u001b[39m162.6    \u001b[39m | \u001b[39m0.276    \u001b[39m | \u001b[39m150.1    \u001b[39m | \u001b[39m23.68    \u001b[39m | \u001b[39m15.38    \u001b[39m | \u001b[39m94.15    \u001b[39m | \u001b[39m88.4     \u001b[39m | \u001b[39m18.34    \u001b[39m | \u001b[39m0.8617   \u001b[39m | \u001b[39m0.1236   \u001b[39m | \u001b[39m1.921    \u001b[39m | \u001b[39m9.642    \u001b[39m | \u001b[39m1.251    \u001b[39m | \u001b[39m35.7     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:22,967 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.1996, R²: 0.9700\n"
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      "| \u001b[39m54       \u001b[39m | \u001b[39m-0.1996  \u001b[39m | \u001b[39m9.705e+04\u001b[39m | \u001b[39m31.68    \u001b[39m | \u001b[39m0.2809   \u001b[39m | \u001b[39m0.315    \u001b[39m | \u001b[39m2.646    \u001b[39m | \u001b[39m3.36     \u001b[39m | \u001b[39m0.3699   \u001b[39m | \u001b[39m77.9     \u001b[39m | \u001b[39m8.024    \u001b[39m | \u001b[39m49.72    \u001b[39m | \u001b[39m7.854    \u001b[39m | \u001b[39m1.892    \u001b[39m | \u001b[39m7.091    \u001b[39m | \u001b[39m27.15    \u001b[39m | \u001b[39m18.33    \u001b[39m | \u001b[39m7.256    \u001b[39m | \u001b[39m0.8227   \u001b[39m | \u001b[39m0.3795   \u001b[39m | \u001b[39m29.13    \u001b[39m | \u001b[39m11.41    \u001b[39m | \u001b[39m0.5434   \u001b[39m | \u001b[39m0.8034   \u001b[39m | \u001b[39m0.4176   \u001b[39m | \u001b[39m29.15    \u001b[39m | \u001b[39m0.6973   \u001b[39m | \u001b[39m28.69    \u001b[39m | \u001b[39m29.58    \u001b[39m | \u001b[39m13.1     \u001b[39m | \u001b[39m94.33    \u001b[39m | \u001b[39m82.12    \u001b[39m | \u001b[39m21.45    \u001b[39m | \u001b[39m0.5331   \u001b[39m | \u001b[39m0.5751   \u001b[39m | \u001b[39m1.05     \u001b[39m | \u001b[39m11.27    \u001b[39m | \u001b[39m1.175    \u001b[39m | \u001b[39m92.49    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:24,389 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2610, R²: 0.9487\n"
     ]
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      "| \u001b[39m55       \u001b[39m | \u001b[39m-0.261   \u001b[39m | \u001b[39m7.002e+03\u001b[39m | \u001b[39m13.57    \u001b[39m | \u001b[39m0.2315   \u001b[39m | \u001b[39m0.2348   \u001b[39m | \u001b[39m4.781    \u001b[39m | \u001b[39m1.443    \u001b[39m | \u001b[39m0.5394   \u001b[39m | \u001b[39m35.81    \u001b[39m | \u001b[39m8.751    \u001b[39m | \u001b[39m34.19    \u001b[39m | \u001b[39m5.401    \u001b[39m | \u001b[39m0.07146  \u001b[39m | \u001b[39m12.35    \u001b[39m | \u001b[39m15.17    \u001b[39m | \u001b[39m13.52    \u001b[39m | \u001b[39m7.242    \u001b[39m | \u001b[39m0.8748   \u001b[39m | \u001b[39m0.2317   \u001b[39m | \u001b[39m49.13    \u001b[39m | \u001b[39m30.07    \u001b[39m | \u001b[39m0.4117   \u001b[39m | \u001b[39m0.08855  \u001b[39m | \u001b[39m0.3757   \u001b[39m | \u001b[39m186.7    \u001b[39m | \u001b[39m0.9433   \u001b[39m | \u001b[39m143.9    \u001b[39m | \u001b[39m34.27    \u001b[39m | \u001b[39m14.88    \u001b[39m | \u001b[39m88.19    \u001b[39m | \u001b[39m83.45    \u001b[39m | \u001b[39m6.604    \u001b[39m | \u001b[39m0.1503   \u001b[39m | \u001b[39m0.123    \u001b[39m | \u001b[39m2.425    \u001b[39m | \u001b[39m9.3      \u001b[39m | \u001b[39m4.525    \u001b[39m | \u001b[39m40.33    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:25,243 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.5071, R²: 0.8063\n"
     ]
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      "| \u001b[39m56       \u001b[39m | \u001b[39m-0.5071  \u001b[39m | \u001b[39m7.108e+03\u001b[39m | \u001b[39m28.94    \u001b[39m | \u001b[39m0.02611  \u001b[39m | \u001b[39m0.4786   \u001b[39m | \u001b[39m2.21     \u001b[39m | \u001b[39m2.966    \u001b[39m | \u001b[39m2.425    \u001b[39m | \u001b[39m68.9     \u001b[39m | \u001b[39m1.913    \u001b[39m | \u001b[39m36.0     \u001b[39m | \u001b[39m4.084    \u001b[39m | \u001b[39m2.249    \u001b[39m | \u001b[39m10.65    \u001b[39m | \u001b[39m15.97    \u001b[39m | \u001b[39m14.89    \u001b[39m | \u001b[39m9.435    \u001b[39m | \u001b[39m0.8884   \u001b[39m | \u001b[39m0.33     \u001b[39m | \u001b[39m40.09    \u001b[39m | \u001b[39m23.62    \u001b[39m | \u001b[39m0.8524   \u001b[39m | \u001b[39m0.3614   \u001b[39m | \u001b[39m0.3016   \u001b[39m | \u001b[39m148.8    \u001b[39m | \u001b[39m0.1294   \u001b[39m | \u001b[39m125.4    \u001b[39m | \u001b[39m75.03    \u001b[39m | \u001b[39m8.203    \u001b[39m | \u001b[39m91.44    \u001b[39m | \u001b[39m94.17    \u001b[39m | \u001b[39m19.68    \u001b[39m | \u001b[39m0.9749   \u001b[39m | \u001b[39m0.5712   \u001b[39m | \u001b[39m0.1521   \u001b[39m | \u001b[39m10.69    \u001b[39m | \u001b[39m3.531    \u001b[39m | \u001b[39m62.84    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:25,774 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.3599, R²: 0.9025\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m57       \u001b[39m | \u001b[39m-0.3599  \u001b[39m | \u001b[39m5.011e+03\u001b[39m | \u001b[39m39.65    \u001b[39m | \u001b[39m0.1642   \u001b[39m | \u001b[39m0.8657   \u001b[39m | \u001b[39m1.579    \u001b[39m | \u001b[39m1.757    \u001b[39m | \u001b[39m0.6268   \u001b[39m | \u001b[39m54.51    \u001b[39m | \u001b[39m2.33     \u001b[39m | \u001b[39m4.592    \u001b[39m | \u001b[39m9.964    \u001b[39m | \u001b[39m2.437    \u001b[39m | \u001b[39m14.64    \u001b[39m | \u001b[39m19.67    \u001b[39m | \u001b[39m18.59    \u001b[39m | \u001b[39m10.89    \u001b[39m | \u001b[39m0.7512   \u001b[39m | \u001b[39m0.05384  \u001b[39m | \u001b[39m76.39    \u001b[39m | \u001b[39m4.027    \u001b[39m | \u001b[39m0.9259   \u001b[39m | \u001b[39m0.6038   \u001b[39m | \u001b[39m0.7805   \u001b[39m | \u001b[39m136.1    \u001b[39m | \u001b[39m0.1358   \u001b[39m | \u001b[39m138.7    \u001b[39m | \u001b[39m47.83    \u001b[39m | \u001b[39m13.66    \u001b[39m | \u001b[39m85.44    \u001b[39m | \u001b[39m94.84    \u001b[39m | \u001b[39m23.58    \u001b[39m | \u001b[39m0.8471   \u001b[39m | \u001b[39m0.7163   \u001b[39m | \u001b[39m1.955    \u001b[39m | \u001b[39m10.28    \u001b[39m | \u001b[39m3.165    \u001b[39m | \u001b[39m66.41    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:36:26,108 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1432, R²: 0.0155\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m58       \u001b[39m | \u001b[39m-1.143   \u001b[39m | \u001b[39m4.997e+03\u001b[39m | \u001b[39m43.04    \u001b[39m | \u001b[39m0.02121  \u001b[39m | \u001b[39m0.1598   \u001b[39m | \u001b[39m4.729    \u001b[39m | \u001b[39m2.027    \u001b[39m | \u001b[39m1.436    \u001b[39m | \u001b[39m27.75    \u001b[39m | \u001b[39m8.857    \u001b[39m | \u001b[39m24.71    \u001b[39m | \u001b[39m7.893    \u001b[39m | \u001b[39m1.331    \u001b[39m | \u001b[39m5.956    \u001b[39m | \u001b[39m13.96    \u001b[39m | \u001b[39m25.62    \u001b[39m | \u001b[39m11.3     \u001b[39m | \u001b[39m0.7049   \u001b[39m | \u001b[39m0.123    \u001b[39m | \u001b[39m67.44    \u001b[39m | \u001b[39m20.03    \u001b[39m | \u001b[39m0.816    \u001b[39m | \u001b[39m0.2856   \u001b[39m | \u001b[39m0.06935  \u001b[39m | \u001b[39m150.0    \u001b[39m | \u001b[39m0.1948   \u001b[39m | \u001b[39m190.6    \u001b[39m | \u001b[39m74.95    \u001b[39m | \u001b[39m13.65    \u001b[39m | \u001b[39m92.95    \u001b[39m | \u001b[39m77.86    \u001b[39m | \u001b[39m12.8     \u001b[39m | \u001b[39m0.635    \u001b[39m | \u001b[39m0.4179   \u001b[39m | \u001b[39m1.095    \u001b[39m | \u001b[39m10.21    \u001b[39m | \u001b[39m3.328    \u001b[39m | \u001b[39m51.54    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:26,431 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2457, R²: 0.9545\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m59       \u001b[39m | \u001b[39m-0.2457  \u001b[39m | \u001b[39m1.127e+04\u001b[39m | \u001b[39m13.11    \u001b[39m | \u001b[39m0.1751   \u001b[39m | \u001b[39m0.3855   \u001b[39m | \u001b[39m4.282    \u001b[39m | \u001b[39m2.024    \u001b[39m | \u001b[39m0.6968   \u001b[39m | \u001b[39m25.59    \u001b[39m | \u001b[39m1.492    \u001b[39m | \u001b[39m49.41    \u001b[39m | \u001b[39m4.377    \u001b[39m | \u001b[39m1.391    \u001b[39m | \u001b[39m38.51    \u001b[39m | \u001b[39m19.77    \u001b[39m | \u001b[39m22.81    \u001b[39m | \u001b[39m10.39    \u001b[39m | \u001b[39m0.9484   \u001b[39m | \u001b[39m0.3359   \u001b[39m | \u001b[39m78.14    \u001b[39m | \u001b[39m3.112    \u001b[39m | \u001b[39m0.1723   \u001b[39m | \u001b[39m0.7214   \u001b[39m | \u001b[39m0.521    \u001b[39m | \u001b[39m143.0    \u001b[39m | \u001b[39m0.8194   \u001b[39m | \u001b[39m45.38    \u001b[39m | \u001b[39m19.15    \u001b[39m | \u001b[39m14.98    \u001b[39m | \u001b[39m88.61    \u001b[39m | \u001b[39m93.16    \u001b[39m | \u001b[39m15.86    \u001b[39m | \u001b[39m0.5733   \u001b[39m | \u001b[39m0.6792   \u001b[39m | \u001b[39m1.348    \u001b[39m | \u001b[39m10.09    \u001b[39m | \u001b[39m3.989    \u001b[39m | \u001b[39m38.07    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:26,749 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2809, R²: 0.9406\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m60       \u001b[39m | \u001b[39m-0.2809  \u001b[39m | \u001b[39m1.534e+04\u001b[39m | \u001b[39m40.35    \u001b[39m | \u001b[39m0.1043   \u001b[39m | \u001b[39m0.6615   \u001b[39m | \u001b[39m1.946    \u001b[39m | \u001b[39m1.244    \u001b[39m | \u001b[39m0.3844   \u001b[39m | \u001b[39m14.5     \u001b[39m | \u001b[39m3.261    \u001b[39m | \u001b[39m8.825    \u001b[39m | \u001b[39m9.765    \u001b[39m | \u001b[39m2.26     \u001b[39m | \u001b[39m25.12    \u001b[39m | \u001b[39m20.31    \u001b[39m | \u001b[39m14.14    \u001b[39m | \u001b[39m12.02    \u001b[39m | \u001b[39m0.6974   \u001b[39m | \u001b[39m0.2706   \u001b[39m | \u001b[39m68.99    \u001b[39m | \u001b[39m2.795    \u001b[39m | \u001b[39m0.8333   \u001b[39m | \u001b[39m0.2078   \u001b[39m | \u001b[39m0.9541   \u001b[39m | \u001b[39m146.2    \u001b[39m | \u001b[39m0.4861   \u001b[39m | \u001b[39m30.88    \u001b[39m | \u001b[39m64.18    \u001b[39m | \u001b[39m16.91    \u001b[39m | \u001b[39m92.8     \u001b[39m | \u001b[39m77.56    \u001b[39m | \u001b[39m16.01    \u001b[39m | \u001b[39m0.09002  \u001b[39m | \u001b[39m0.6223   \u001b[39m | \u001b[39m2.008    \u001b[39m | \u001b[39m9.509    \u001b[39m | \u001b[39m4.766    \u001b[39m | \u001b[39m68.05    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:36:27,222 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8786, R²: 0.4185\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m61       \u001b[39m | \u001b[39m-0.8786  \u001b[39m | \u001b[39m4.567e+04\u001b[39m | \u001b[39m43.14    \u001b[39m | \u001b[39m0.09112  \u001b[39m | \u001b[39m0.7501   \u001b[39m | \u001b[39m1.223    \u001b[39m | \u001b[39m3.791    \u001b[39m | \u001b[39m1.901    \u001b[39m | \u001b[39m70.04    \u001b[39m | \u001b[39m5.4      \u001b[39m | \u001b[39m26.56    \u001b[39m | \u001b[39m6.328    \u001b[39m | \u001b[39m1.956    \u001b[39m | \u001b[39m30.11    \u001b[39m | \u001b[39m27.25    \u001b[39m | \u001b[39m13.36    \u001b[39m | \u001b[39m9.334    \u001b[39m | \u001b[39m0.9843   \u001b[39m | \u001b[39m0.01967  \u001b[39m | \u001b[39m46.22    \u001b[39m | \u001b[39m12.74    \u001b[39m | \u001b[39m0.2434   \u001b[39m | \u001b[39m0.5491   \u001b[39m | \u001b[39m0.5745   \u001b[39m | \u001b[39m57.56    \u001b[39m | \u001b[39m0.08931  \u001b[39m | \u001b[39m118.9    \u001b[39m | \u001b[39m71.91    \u001b[39m | \u001b[39m18.94    \u001b[39m | \u001b[39m83.16    \u001b[39m | \u001b[39m82.95    \u001b[39m | \u001b[39m6.894    \u001b[39m | \u001b[39m0.7057   \u001b[39m | \u001b[39m0.2168   \u001b[39m | \u001b[39m2.556    \u001b[39m | \u001b[39m8.455    \u001b[39m | \u001b[39m3.109    \u001b[39m | \u001b[39m48.94    \u001b[39m |\n"
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    },
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      "2025-04-09 17:36:27,693 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.7206, R²: 0.6089\n"
     ]
    },
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      "| \u001b[39m62       \u001b[39m | \u001b[39m-0.7206  \u001b[39m | \u001b[39m8.023e+04\u001b[39m | \u001b[39m45.88    \u001b[39m | \u001b[39m0.1242   \u001b[39m | \u001b[39m0.3823   \u001b[39m | \u001b[39m2.044    \u001b[39m | \u001b[39m3.842    \u001b[39m | \u001b[39m0.0498   \u001b[39m | \u001b[39m93.71    \u001b[39m | \u001b[39m7.096    \u001b[39m | \u001b[39m45.66    \u001b[39m | \u001b[39m2.493    \u001b[39m | \u001b[39m1.826    \u001b[39m | \u001b[39m3.159    \u001b[39m | \u001b[39m6.719    \u001b[39m | \u001b[39m6.857    \u001b[39m | \u001b[39m7.551    \u001b[39m | \u001b[39m0.8139   \u001b[39m | \u001b[39m0.1686   \u001b[39m | \u001b[39m15.93    \u001b[39m | \u001b[39m9.843    \u001b[39m | \u001b[39m0.07355  \u001b[39m | \u001b[39m0.06966  \u001b[39m | \u001b[39m0.1608   \u001b[39m | \u001b[39m181.2    \u001b[39m | \u001b[39m0.178    \u001b[39m | \u001b[39m172.7    \u001b[39m | \u001b[39m14.76    \u001b[39m | \u001b[39m11.35    \u001b[39m | \u001b[39m93.67    \u001b[39m | \u001b[39m77.48    \u001b[39m | \u001b[39m12.3     \u001b[39m | \u001b[39m0.9876   \u001b[39m | \u001b[39m0.9257   \u001b[39m | \u001b[39m2.632    \u001b[39m | \u001b[39m7.104    \u001b[39m | \u001b[39m4.698    \u001b[39m | \u001b[39m83.44    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:28,275 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.2748, R²: 0.9431\n"
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      "| \u001b[39m63       \u001b[39m | \u001b[39m-0.2748  \u001b[39m | \u001b[39m7.758e+04\u001b[39m | \u001b[39m19.22    \u001b[39m | \u001b[39m0.0493   \u001b[39m | \u001b[39m0.2913   \u001b[39m | \u001b[39m1.806    \u001b[39m | \u001b[39m4.623    \u001b[39m | \u001b[39m0.3008   \u001b[39m | \u001b[39m59.66    \u001b[39m | \u001b[39m7.273    \u001b[39m | \u001b[39m44.23    \u001b[39m | \u001b[39m1.124    \u001b[39m | \u001b[39m2.552    \u001b[39m | \u001b[39m44.77    \u001b[39m | \u001b[39m22.37    \u001b[39m | \u001b[39m24.92    \u001b[39m | \u001b[39m7.984    \u001b[39m | \u001b[39m0.7491   \u001b[39m | \u001b[39m0.2506   \u001b[39m | \u001b[39m65.27    \u001b[39m | \u001b[39m11.76    \u001b[39m | \u001b[39m0.2533   \u001b[39m | \u001b[39m0.1092   \u001b[39m | \u001b[39m0.9012   \u001b[39m | \u001b[39m121.7    \u001b[39m | \u001b[39m0.7864   \u001b[39m | \u001b[39m137.9    \u001b[39m | \u001b[39m67.99    \u001b[39m | \u001b[39m10.59    \u001b[39m | \u001b[39m85.72    \u001b[39m | \u001b[39m85.73    \u001b[39m | \u001b[39m19.69    \u001b[39m | \u001b[39m0.08772  \u001b[39m | \u001b[39m0.7409   \u001b[39m | \u001b[39m0.482    \u001b[39m | \u001b[39m9.814    \u001b[39m | \u001b[39m2.328    \u001b[39m | \u001b[39m24.23    \u001b[39m |\n"
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      "2025-04-09 17:36:28,680 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.8119, R²: 0.5034\n"
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      "| \u001b[39m64       \u001b[39m | \u001b[39m-0.8119  \u001b[39m | \u001b[39m5.537e+04\u001b[39m | \u001b[39m26.59    \u001b[39m | \u001b[39m0.1756   \u001b[39m | \u001b[39m0.09771  \u001b[39m | \u001b[39m1.916    \u001b[39m | \u001b[39m3.786    \u001b[39m | \u001b[39m2.541    \u001b[39m | \u001b[39m22.99    \u001b[39m | \u001b[39m1.716    \u001b[39m | \u001b[39m39.78    \u001b[39m | \u001b[39m2.669    \u001b[39m | \u001b[39m0.7112   \u001b[39m | \u001b[39m22.81    \u001b[39m | \u001b[39m6.255    \u001b[39m | \u001b[39m15.23    \u001b[39m | \u001b[39m11.65    \u001b[39m | \u001b[39m0.9723   \u001b[39m | \u001b[39m0.2977   \u001b[39m | \u001b[39m28.63    \u001b[39m | \u001b[39m4.079    \u001b[39m | \u001b[39m0.946    \u001b[39m | \u001b[39m0.7519   \u001b[39m | \u001b[39m0.4099   \u001b[39m | \u001b[39m178.9    \u001b[39m | \u001b[39m0.06151  \u001b[39m | \u001b[39m27.06    \u001b[39m | \u001b[39m41.55    \u001b[39m | \u001b[39m6.428    \u001b[39m | \u001b[39m84.92    \u001b[39m | \u001b[39m83.12    \u001b[39m | \u001b[39m16.17    \u001b[39m | \u001b[39m0.2035   \u001b[39m | \u001b[39m0.4356   \u001b[39m | \u001b[39m0.4217   \u001b[39m | \u001b[39m11.91    \u001b[39m | \u001b[39m1.21     \u001b[39m | \u001b[39m36.34    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:29,162 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2884, R²: 0.9373\n"
     ]
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      "| \u001b[39m65       \u001b[39m | \u001b[39m-0.2884  \u001b[39m | \u001b[39m7.094e+03\u001b[39m | \u001b[39m28.81    \u001b[39m | \u001b[39m0.1142   \u001b[39m | \u001b[39m0.9033   \u001b[39m | \u001b[39m2.114    \u001b[39m | \u001b[39m2.61     \u001b[39m | \u001b[39m1.702    \u001b[39m | \u001b[39m57.3     \u001b[39m | \u001b[39m3.8      \u001b[39m | \u001b[39m48.54    \u001b[39m | \u001b[39m0.7558   \u001b[39m | \u001b[39m3.005    \u001b[39m | \u001b[39m25.73    \u001b[39m | \u001b[39m2.628    \u001b[39m | \u001b[39m16.0     \u001b[39m | \u001b[39m7.705    \u001b[39m | \u001b[39m0.9647   \u001b[39m | \u001b[39m0.3512   \u001b[39m | \u001b[39m63.14    \u001b[39m | \u001b[39m29.04    \u001b[39m | \u001b[39m0.705    \u001b[39m | \u001b[39m0.5878   \u001b[39m | \u001b[39m0.4979   \u001b[39m | \u001b[39m138.1    \u001b[39m | \u001b[39m0.7134   \u001b[39m | \u001b[39m95.77    \u001b[39m | \u001b[39m78.04    \u001b[39m | \u001b[39m11.59    \u001b[39m | \u001b[39m94.32    \u001b[39m | \u001b[39m93.72    \u001b[39m | \u001b[39m16.49    \u001b[39m | \u001b[39m0.5157   \u001b[39m | \u001b[39m0.1028   \u001b[39m | \u001b[39m1.717    \u001b[39m | \u001b[39m12.93    \u001b[39m | \u001b[39m4.618    \u001b[39m | \u001b[39m34.53    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:29,727 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.6684, R²: 0.6635\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m66       \u001b[39m | \u001b[39m-0.6684  \u001b[39m | \u001b[39m8.888e+04\u001b[39m | \u001b[39m24.69    \u001b[39m | \u001b[39m0.2652   \u001b[39m | \u001b[39m0.7365   \u001b[39m | \u001b[39m2.787    \u001b[39m | \u001b[39m4.605    \u001b[39m | \u001b[39m1.636    \u001b[39m | \u001b[39m29.95    \u001b[39m | \u001b[39m8.3      \u001b[39m | \u001b[39m13.86    \u001b[39m | \u001b[39m7.213    \u001b[39m | \u001b[39m1.687    \u001b[39m | \u001b[39m11.5     \u001b[39m | \u001b[39m13.89    \u001b[39m | \u001b[39m14.13    \u001b[39m | \u001b[39m9.003    \u001b[39m | \u001b[39m0.7955   \u001b[39m | \u001b[39m0.3823   \u001b[39m | \u001b[39m34.92    \u001b[39m | \u001b[39m27.54    \u001b[39m | \u001b[39m0.1263   \u001b[39m | \u001b[39m0.09124  \u001b[39m | \u001b[39m0.4715   \u001b[39m | \u001b[39m88.02    \u001b[39m | \u001b[39m0.4009   \u001b[39m | \u001b[39m154.7    \u001b[39m | \u001b[39m70.25    \u001b[39m | \u001b[39m19.48    \u001b[39m | \u001b[39m86.75    \u001b[39m | \u001b[39m76.44    \u001b[39m | \u001b[39m15.65    \u001b[39m | \u001b[39m0.4265   \u001b[39m | \u001b[39m0.1759   \u001b[39m | \u001b[39m2.898    \u001b[39m | \u001b[39m8.094    \u001b[39m | \u001b[39m4.795    \u001b[39m | \u001b[39m91.79    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:36:30,412 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.1010, R²: 0.9923\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m67       \u001b[39m | \u001b[39m-0.101   \u001b[39m | \u001b[39m1.443e+04\u001b[39m | \u001b[39m31.13    \u001b[39m | \u001b[39m0.1424   \u001b[39m | \u001b[39m0.5459   \u001b[39m | \u001b[39m4.911    \u001b[39m | \u001b[39m3.931    \u001b[39m | \u001b[39m2.8      \u001b[39m | \u001b[39m86.09    \u001b[39m | \u001b[39m6.38     \u001b[39m | \u001b[39m30.55    \u001b[39m | \u001b[39m1.845    \u001b[39m | \u001b[39m0.8923   \u001b[39m | \u001b[39m27.41    \u001b[39m | \u001b[39m8.639    \u001b[39m | \u001b[39m22.25    \u001b[39m | \u001b[39m9.037    \u001b[39m | \u001b[39m0.8289   \u001b[39m | \u001b[39m0.2868   \u001b[39m | \u001b[39m10.78    \u001b[39m | \u001b[39m26.61    \u001b[39m | \u001b[39m0.3436   \u001b[39m | \u001b[39m0.1061   \u001b[39m | \u001b[39m0.09781  \u001b[39m | \u001b[39m73.98    \u001b[39m | \u001b[39m0.008529 \u001b[39m | \u001b[39m124.6    \u001b[39m | \u001b[39m4.386    \u001b[39m | \u001b[39m19.33    \u001b[39m | \u001b[39m93.29    \u001b[39m | \u001b[39m75.49    \u001b[39m | \u001b[39m23.89    \u001b[39m | \u001b[39m0.9294   \u001b[39m | \u001b[39m0.5499   \u001b[39m | \u001b[39m1.723    \u001b[39m | \u001b[39m12.69    \u001b[39m | \u001b[39m1.142    \u001b[39m | \u001b[39m93.17    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:36:30,732 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2855, R²: 0.9386\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m68       \u001b[39m | \u001b[39m-0.2855  \u001b[39m | \u001b[39m4.543e+04\u001b[39m | \u001b[39m43.74    \u001b[39m | \u001b[39m0.08082  \u001b[39m | \u001b[39m0.4806   \u001b[39m | \u001b[39m2.002    \u001b[39m | \u001b[39m4.513    \u001b[39m | \u001b[39m1.908    \u001b[39m | \u001b[39m47.53    \u001b[39m | \u001b[39m3.044    \u001b[39m | \u001b[39m32.0     \u001b[39m | \u001b[39m3.494    \u001b[39m | \u001b[39m3.967    \u001b[39m | \u001b[39m46.53    \u001b[39m | \u001b[39m6.043    \u001b[39m | \u001b[39m14.64    \u001b[39m | \u001b[39m9.494    \u001b[39m | \u001b[39m0.6662   \u001b[39m | \u001b[39m0.2422   \u001b[39m | \u001b[39m28.46    \u001b[39m | \u001b[39m6.79     \u001b[39m | \u001b[39m0.06949  \u001b[39m | \u001b[39m0.7577   \u001b[39m | \u001b[39m0.4166   \u001b[39m | \u001b[39m14.85    \u001b[39m | \u001b[39m0.1156   \u001b[39m | \u001b[39m139.8    \u001b[39m | \u001b[39m72.5     \u001b[39m | \u001b[39m15.37    \u001b[39m | \u001b[39m80.07    \u001b[39m | \u001b[39m76.45    \u001b[39m | \u001b[39m21.04    \u001b[39m | \u001b[39m0.5469   \u001b[39m | \u001b[39m0.488    \u001b[39m | \u001b[39m0.7549   \u001b[39m | \u001b[39m8.031    \u001b[39m | \u001b[39m1.9      \u001b[39m | \u001b[39m14.65    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:31,107 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.8203, R²: 0.4931\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m69       \u001b[39m | \u001b[39m-0.8203  \u001b[39m | \u001b[39m1.863e+04\u001b[39m | \u001b[39m48.88    \u001b[39m | \u001b[39m0.1563   \u001b[39m | \u001b[39m0.6568   \u001b[39m | \u001b[39m1.454    \u001b[39m | \u001b[39m3.005    \u001b[39m | \u001b[39m0.4193   \u001b[39m | \u001b[39m34.97    \u001b[39m | \u001b[39m2.13     \u001b[39m | \u001b[39m40.11    \u001b[39m | \u001b[39m3.545    \u001b[39m | \u001b[39m2.066    \u001b[39m | \u001b[39m37.24    \u001b[39m | \u001b[39m17.97    \u001b[39m | \u001b[39m24.42    \u001b[39m | \u001b[39m12.6     \u001b[39m | \u001b[39m0.8479   \u001b[39m | \u001b[39m0.3255   \u001b[39m | \u001b[39m9.126    \u001b[39m | \u001b[39m4.139    \u001b[39m | \u001b[39m0.548    \u001b[39m | \u001b[39m0.0002334\u001b[39m | \u001b[39m0.6678   \u001b[39m | \u001b[39m93.04    \u001b[39m | \u001b[39m0.699    \u001b[39m | \u001b[39m126.4    \u001b[39m | \u001b[39m47.9     \u001b[39m | \u001b[39m13.81    \u001b[39m | \u001b[39m92.1     \u001b[39m | \u001b[39m82.13    \u001b[39m | \u001b[39m11.22    \u001b[39m | \u001b[39m0.5312   \u001b[39m | \u001b[39m0.4608   \u001b[39m | \u001b[39m1.141    \u001b[39m | \u001b[39m11.91    \u001b[39m | \u001b[39m3.513    \u001b[39m | \u001b[39m69.63    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:31,550 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.3360, R²: 0.9149\n"
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    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m70       \u001b[39m | \u001b[39m-0.336   \u001b[39m | \u001b[39m2.457e+04\u001b[39m | \u001b[39m40.15    \u001b[39m | \u001b[39m0.1008   \u001b[39m | \u001b[39m0.4849   \u001b[39m | \u001b[39m2.541    \u001b[39m | \u001b[39m2.922    \u001b[39m | \u001b[39m1.978    \u001b[39m | \u001b[39m77.34    \u001b[39m | \u001b[39m4.449    \u001b[39m | \u001b[39m48.74    \u001b[39m | \u001b[39m2.985    \u001b[39m | \u001b[39m0.01455  \u001b[39m | \u001b[39m19.29    \u001b[39m | \u001b[39m4.618    \u001b[39m | \u001b[39m24.68    \u001b[39m | \u001b[39m11.97    \u001b[39m | \u001b[39m0.6098   \u001b[39m | \u001b[39m0.03575  \u001b[39m | \u001b[39m90.11    \u001b[39m | \u001b[39m32.08    \u001b[39m | \u001b[39m0.1365   \u001b[39m | \u001b[39m0.4578   \u001b[39m | \u001b[39m0.7814   \u001b[39m | \u001b[39m194.2    \u001b[39m | \u001b[39m0.8654   \u001b[39m | \u001b[39m119.1    \u001b[39m | \u001b[39m59.65    \u001b[39m | \u001b[39m12.86    \u001b[39m | \u001b[39m90.81    \u001b[39m | \u001b[39m90.1     \u001b[39m | \u001b[39m23.0     \u001b[39m | \u001b[39m0.1779   \u001b[39m | \u001b[39m0.8336   \u001b[39m | \u001b[39m1.731    \u001b[39m | \u001b[39m10.74    \u001b[39m | \u001b[39m1.337    \u001b[39m | \u001b[39m97.55    \u001b[39m |\n"
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    },
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     "output_type": "stream",
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      "2025-04-09 17:36:31,896 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0886, R²: 0.9941\n"
     ]
    },
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      "| \u001b[35m71       \u001b[39m | \u001b[35m-0.08862 \u001b[39m | \u001b[35m7.759e+04\u001b[39m | \u001b[35m46.09    \u001b[39m | \u001b[35m0.2072   \u001b[39m | \u001b[35m0.5987   \u001b[39m | \u001b[35m2.233    \u001b[39m | \u001b[35m2.516    \u001b[39m | \u001b[35m1.25     \u001b[39m | \u001b[35m72.89    \u001b[39m | \u001b[35m9.65     \u001b[39m | \u001b[35m49.23    \u001b[39m | \u001b[35m6.487    \u001b[39m | \u001b[35m2.749    \u001b[39m | \u001b[35m21.89    \u001b[39m | \u001b[35m14.85    \u001b[39m | \u001b[35m21.02    \u001b[39m | \u001b[35m11.68    \u001b[39m | \u001b[35m0.8342   \u001b[39m | \u001b[35m0.0498   \u001b[39m | \u001b[35m88.5     \u001b[39m | \u001b[35m20.85    \u001b[39m | \u001b[35m0.175    \u001b[39m | \u001b[35m0.3286   \u001b[39m | \u001b[35m0.5954   \u001b[39m | \u001b[35m127.9    \u001b[39m | \u001b[35m0.7205   \u001b[39m | \u001b[35m141.6    \u001b[39m | \u001b[35m52.53    \u001b[39m | \u001b[35m6.12     \u001b[39m | \u001b[35m84.09    \u001b[39m | \u001b[35m76.76    \u001b[39m | \u001b[35m8.746    \u001b[39m | \u001b[35m0.1327   \u001b[39m | \u001b[35m0.5236   \u001b[39m | \u001b[35m0.9488   \u001b[39m | \u001b[35m11.65    \u001b[39m | \u001b[35m4.137    \u001b[39m | \u001b[35m47.16    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:32,358 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.1852, R²: 0.9742\n"
     ]
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      "| \u001b[39m72       \u001b[39m | \u001b[39m-0.1852  \u001b[39m | \u001b[39m6.395e+04\u001b[39m | \u001b[39m25.48    \u001b[39m | \u001b[39m0.09888  \u001b[39m | \u001b[39m0.8426   \u001b[39m | \u001b[39m3.29     \u001b[39m | \u001b[39m2.229    \u001b[39m | \u001b[39m2.493    \u001b[39m | \u001b[39m9.434    \u001b[39m | \u001b[39m8.181    \u001b[39m | \u001b[39m30.3     \u001b[39m | \u001b[39m0.4388   \u001b[39m | \u001b[39m3.807    \u001b[39m | \u001b[39m45.27    \u001b[39m | \u001b[39m13.51    \u001b[39m | \u001b[39m12.74    \u001b[39m | \u001b[39m12.59    \u001b[39m | \u001b[39m0.9807   \u001b[39m | \u001b[39m0.2034   \u001b[39m | \u001b[39m15.26    \u001b[39m | \u001b[39m14.13    \u001b[39m | \u001b[39m0.6999   \u001b[39m | \u001b[39m0.757    \u001b[39m | \u001b[39m0.1105   \u001b[39m | \u001b[39m188.8    \u001b[39m | \u001b[39m0.4449   \u001b[39m | \u001b[39m166.2    \u001b[39m | \u001b[39m21.31    \u001b[39m | \u001b[39m18.88    \u001b[39m | \u001b[39m80.6     \u001b[39m | \u001b[39m90.06    \u001b[39m | \u001b[39m18.48    \u001b[39m | \u001b[39m0.8768   \u001b[39m | \u001b[39m0.3797   \u001b[39m | \u001b[39m2.733    \u001b[39m | \u001b[39m9.83     \u001b[39m | \u001b[39m1.783    \u001b[39m | \u001b[39m34.52    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:32,678 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2932, R²: 0.9352\n"
     ]
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      "| \u001b[39m73       \u001b[39m | \u001b[39m-0.2932  \u001b[39m | \u001b[39m4.109e+04\u001b[39m | \u001b[39m38.57    \u001b[39m | \u001b[39m0.05983  \u001b[39m | \u001b[39m0.007959 \u001b[39m | \u001b[39m1.153    \u001b[39m | \u001b[39m1.923    \u001b[39m | \u001b[39m0.598    \u001b[39m | \u001b[39m17.37    \u001b[39m | \u001b[39m2.762    \u001b[39m | \u001b[39m31.41    \u001b[39m | \u001b[39m5.675    \u001b[39m | \u001b[39m3.193    \u001b[39m | \u001b[39m47.6     \u001b[39m | \u001b[39m14.68    \u001b[39m | \u001b[39m9.477    \u001b[39m | \u001b[39m11.9     \u001b[39m | \u001b[39m0.7385   \u001b[39m | \u001b[39m0.1619   \u001b[39m | \u001b[39m84.34    \u001b[39m | \u001b[39m35.58    \u001b[39m | \u001b[39m0.3235   \u001b[39m | \u001b[39m0.5913   \u001b[39m | \u001b[39m0.1921   \u001b[39m | \u001b[39m24.11    \u001b[39m | \u001b[39m0.255    \u001b[39m | \u001b[39m64.22    \u001b[39m | \u001b[39m87.52    \u001b[39m | \u001b[39m11.7     \u001b[39m | \u001b[39m86.67    \u001b[39m | \u001b[39m94.52    \u001b[39m | \u001b[39m21.93    \u001b[39m | \u001b[39m0.41     \u001b[39m | \u001b[39m0.03857  \u001b[39m | \u001b[39m0.9068   \u001b[39m | \u001b[39m10.63    \u001b[39m | \u001b[39m4.142    \u001b[39m | \u001b[39m10.49    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:33,021 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2975, R²: 0.9333\n"
     ]
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     "text": [
      "| \u001b[39m74       \u001b[39m | \u001b[39m-0.2975  \u001b[39m | \u001b[39m4.25e+04 \u001b[39m | \u001b[39m16.17    \u001b[39m | \u001b[39m0.03337  \u001b[39m | \u001b[39m0.4227   \u001b[39m | \u001b[39m1.395    \u001b[39m | \u001b[39m2.783    \u001b[39m | \u001b[39m2.152    \u001b[39m | \u001b[39m77.48    \u001b[39m | \u001b[39m5.847    \u001b[39m | \u001b[39m49.79    \u001b[39m | \u001b[39m7.596    \u001b[39m | \u001b[39m0.3709   \u001b[39m | \u001b[39m43.95    \u001b[39m | \u001b[39m8.668    \u001b[39m | \u001b[39m17.95    \u001b[39m | \u001b[39m10.35    \u001b[39m | \u001b[39m0.8599   \u001b[39m | \u001b[39m0.08405  \u001b[39m | \u001b[39m58.94    \u001b[39m | \u001b[39m35.74    \u001b[39m | \u001b[39m0.7183   \u001b[39m | \u001b[39m0.8574   \u001b[39m | \u001b[39m0.5357   \u001b[39m | \u001b[39m42.0     \u001b[39m | \u001b[39m0.8869   \u001b[39m | \u001b[39m195.5    \u001b[39m | \u001b[39m96.3     \u001b[39m | \u001b[39m11.21    \u001b[39m | \u001b[39m81.95    \u001b[39m | \u001b[39m86.97    \u001b[39m | \u001b[39m9.055    \u001b[39m | \u001b[39m0.5924   \u001b[39m | \u001b[39m0.05705  \u001b[39m | \u001b[39m2.495    \u001b[39m | \u001b[39m11.22    \u001b[39m | \u001b[39m3.356    \u001b[39m | \u001b[39m26.85    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:33,722 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.3578, R²: 0.9036\n"
     ]
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      "| \u001b[39m75       \u001b[39m | \u001b[39m-0.3578  \u001b[39m | \u001b[39m7.76e+04 \u001b[39m | \u001b[39m26.05    \u001b[39m | \u001b[39m0.1493   \u001b[39m | \u001b[39m0.634    \u001b[39m | \u001b[39m1.395    \u001b[39m | \u001b[39m4.676    \u001b[39m | \u001b[39m0.9664   \u001b[39m | \u001b[39m50.03    \u001b[39m | \u001b[39m2.014    \u001b[39m | \u001b[39m44.58    \u001b[39m | \u001b[39m5.678    \u001b[39m | \u001b[39m2.721    \u001b[39m | \u001b[39m25.15    \u001b[39m | \u001b[39m20.71    \u001b[39m | \u001b[39m22.85    \u001b[39m | \u001b[39m10.84    \u001b[39m | \u001b[39m0.7557   \u001b[39m | \u001b[39m0.2073   \u001b[39m | \u001b[39m28.87    \u001b[39m | \u001b[39m31.05    \u001b[39m | \u001b[39m0.09422  \u001b[39m | \u001b[39m0.6026   \u001b[39m | \u001b[39m0.2313   \u001b[39m | \u001b[39m114.1    \u001b[39m | \u001b[39m0.9504   \u001b[39m | \u001b[39m107.8    \u001b[39m | \u001b[39m75.64    \u001b[39m | \u001b[39m18.37    \u001b[39m | \u001b[39m81.72    \u001b[39m | \u001b[39m89.85    \u001b[39m | \u001b[39m23.05    \u001b[39m | \u001b[39m0.4094   \u001b[39m | \u001b[39m0.5629   \u001b[39m | \u001b[39m1.056    \u001b[39m | \u001b[39m11.63    \u001b[39m | \u001b[39m4.184    \u001b[39m | \u001b[39m53.22    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:36:34,170 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8089, R²: 0.5072\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m76       \u001b[39m | \u001b[39m-0.8089  \u001b[39m | \u001b[39m7.286e+03\u001b[39m | \u001b[39m19.04    \u001b[39m | \u001b[39m0.2357   \u001b[39m | \u001b[39m0.8571   \u001b[39m | \u001b[39m1.917    \u001b[39m | \u001b[39m4.483    \u001b[39m | \u001b[39m0.04799  \u001b[39m | \u001b[39m31.32    \u001b[39m | \u001b[39m8.43     \u001b[39m | \u001b[39m26.99    \u001b[39m | \u001b[39m3.285    \u001b[39m | \u001b[39m0.1629   \u001b[39m | \u001b[39m42.19    \u001b[39m | \u001b[39m17.39    \u001b[39m | \u001b[39m25.98    \u001b[39m | \u001b[39m7.273    \u001b[39m | \u001b[39m0.7703   \u001b[39m | \u001b[39m0.002168 \u001b[39m | \u001b[39m73.74    \u001b[39m | \u001b[39m13.4     \u001b[39m | \u001b[39m0.4261   \u001b[39m | \u001b[39m0.7268   \u001b[39m | \u001b[39m0.549    \u001b[39m | \u001b[39m146.2    \u001b[39m | \u001b[39m0.6622   \u001b[39m | \u001b[39m48.54    \u001b[39m | \u001b[39m22.24    \u001b[39m | \u001b[39m15.25    \u001b[39m | \u001b[39m87.43    \u001b[39m | \u001b[39m75.03    \u001b[39m | \u001b[39m13.38    \u001b[39m | \u001b[39m0.4173   \u001b[39m | \u001b[39m0.2402   \u001b[39m | \u001b[39m1.612    \u001b[39m | \u001b[39m9.01     \u001b[39m | \u001b[39m2.304    \u001b[39m | \u001b[39m13.58    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:34,497 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m77       \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m1.528e+04\u001b[39m | \u001b[39m36.44    \u001b[39m | \u001b[39m0.2217   \u001b[39m | \u001b[39m0.08029  \u001b[39m | \u001b[39m2.203    \u001b[39m | \u001b[39m2.691    \u001b[39m | \u001b[39m2.459    \u001b[39m | \u001b[39m47.92    \u001b[39m | \u001b[39m5.787    \u001b[39m | \u001b[39m14.2     \u001b[39m | \u001b[39m8.781    \u001b[39m | \u001b[39m1.467    \u001b[39m | \u001b[39m35.79    \u001b[39m | \u001b[39m26.81    \u001b[39m | \u001b[39m6.622    \u001b[39m | \u001b[39m10.48    \u001b[39m | \u001b[39m0.7708   \u001b[39m | \u001b[39m0.1656   \u001b[39m | \u001b[39m6.592    \u001b[39m | \u001b[39m20.47    \u001b[39m | \u001b[39m0.1142   \u001b[39m | \u001b[39m0.9144   \u001b[39m | \u001b[39m0.02537  \u001b[39m | \u001b[39m44.92    \u001b[39m | \u001b[39m0.1997   \u001b[39m | \u001b[39m72.8     \u001b[39m | \u001b[39m3.895    \u001b[39m | \u001b[39m9.311    \u001b[39m | \u001b[39m90.1     \u001b[39m | \u001b[39m90.62    \u001b[39m | \u001b[39m7.717    \u001b[39m | \u001b[39m0.8193   \u001b[39m | \u001b[39m0.99     \u001b[39m | \u001b[39m2.675    \u001b[39m | \u001b[39m11.47    \u001b[39m | \u001b[39m1.235    \u001b[39m | \u001b[39m56.84    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:35,208 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.1742, R²: 0.9771\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m78       \u001b[39m | \u001b[39m-0.1742  \u001b[39m | \u001b[39m7.759e+04\u001b[39m | \u001b[39m31.64    \u001b[39m | \u001b[39m0.08079  \u001b[39m | \u001b[39m0.831    \u001b[39m | \u001b[39m1.155    \u001b[39m | \u001b[39m3.187    \u001b[39m | \u001b[39m2.198    \u001b[39m | \u001b[39m23.56    \u001b[39m | \u001b[39m7.622    \u001b[39m | \u001b[39m25.79    \u001b[39m | \u001b[39m0.723    \u001b[39m | \u001b[39m1.136    \u001b[39m | \u001b[39m34.15    \u001b[39m | \u001b[39m13.15    \u001b[39m | \u001b[39m16.94    \u001b[39m | \u001b[39m9.693    \u001b[39m | \u001b[39m0.9713   \u001b[39m | \u001b[39m0.269    \u001b[39m | \u001b[39m74.51    \u001b[39m | \u001b[39m24.17    \u001b[39m | \u001b[39m0.1726   \u001b[39m | \u001b[39m0.2208   \u001b[39m | \u001b[39m0.9638   \u001b[39m | \u001b[39m101.1    \u001b[39m | \u001b[39m0.6556   \u001b[39m | \u001b[39m138.0    \u001b[39m | \u001b[39m15.07    \u001b[39m | \u001b[39m11.08    \u001b[39m | \u001b[39m94.57    \u001b[39m | \u001b[39m82.14    \u001b[39m | \u001b[39m15.6     \u001b[39m | \u001b[39m0.1464   \u001b[39m | \u001b[39m0.5799   \u001b[39m | \u001b[39m1.751    \u001b[39m | \u001b[39m11.26    \u001b[39m | \u001b[39m3.114    \u001b[39m | \u001b[39m48.37    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:36:35,674 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.2553, R²: 0.9509\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m79       \u001b[39m | \u001b[39m-0.2553  \u001b[39m | \u001b[39m4.956e+03\u001b[39m | \u001b[39m45.66    \u001b[39m | \u001b[39m0.07878  \u001b[39m | \u001b[39m0.1739   \u001b[39m | \u001b[39m1.463    \u001b[39m | \u001b[39m1.124    \u001b[39m | \u001b[39m0.8239   \u001b[39m | \u001b[39m65.85    \u001b[39m | \u001b[39m1.397    \u001b[39m | \u001b[39m8.275    \u001b[39m | \u001b[39m1.959    \u001b[39m | \u001b[39m1.612    \u001b[39m | \u001b[39m24.23    \u001b[39m | \u001b[39m20.55    \u001b[39m | \u001b[39m9.696    \u001b[39m | \u001b[39m9.235    \u001b[39m | \u001b[39m0.909    \u001b[39m | \u001b[39m0.2492   \u001b[39m | \u001b[39m69.73    \u001b[39m | \u001b[39m17.75    \u001b[39m | \u001b[39m0.3963   \u001b[39m | \u001b[39m0.4789   \u001b[39m | \u001b[39m0.01831  \u001b[39m | \u001b[39m138.6    \u001b[39m | \u001b[39m0.1151   \u001b[39m | \u001b[39m106.6    \u001b[39m | \u001b[39m10.81    \u001b[39m | \u001b[39m16.35    \u001b[39m | \u001b[39m81.74    \u001b[39m | \u001b[39m86.54    \u001b[39m | \u001b[39m22.32    \u001b[39m | \u001b[39m0.3826   \u001b[39m | \u001b[39m0.6667   \u001b[39m | \u001b[39m0.2621   \u001b[39m | \u001b[39m7.928    \u001b[39m | \u001b[39m1.557    \u001b[39m | \u001b[39m99.86    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:36:36,310 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1554, R²: -0.0055\n"
     ]
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      "| \u001b[39m80       \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m2.998e+04\u001b[39m | \u001b[39m22.07    \u001b[39m | \u001b[39m0.1811   \u001b[39m | \u001b[39m0.7805   \u001b[39m | \u001b[39m1.468    \u001b[39m | \u001b[39m1.183    \u001b[39m | \u001b[39m1.039    \u001b[39m | \u001b[39m93.9     \u001b[39m | \u001b[39m9.559    \u001b[39m | \u001b[39m33.98    \u001b[39m | \u001b[39m1.845    \u001b[39m | \u001b[39m3.335    \u001b[39m | \u001b[39m7.188    \u001b[39m | \u001b[39m7.974    \u001b[39m | \u001b[39m13.16    \u001b[39m | \u001b[39m7.895    \u001b[39m | \u001b[39m0.6721   \u001b[39m | \u001b[39m0.08993  \u001b[39m | \u001b[39m85.34    \u001b[39m | \u001b[39m18.47    \u001b[39m | \u001b[39m0.1391   \u001b[39m | \u001b[39m0.3787   \u001b[39m | \u001b[39m0.8971   \u001b[39m | \u001b[39m94.82    \u001b[39m | \u001b[39m0.5322   \u001b[39m | \u001b[39m196.1    \u001b[39m | \u001b[39m66.02    \u001b[39m | \u001b[39m7.759    \u001b[39m | \u001b[39m80.09    \u001b[39m | \u001b[39m88.42    \u001b[39m | \u001b[39m11.82    \u001b[39m | \u001b[39m0.8475   \u001b[39m | \u001b[39m0.2681   \u001b[39m | \u001b[39m2.833    \u001b[39m | \u001b[39m9.924    \u001b[39m | \u001b[39m1.426    \u001b[39m | \u001b[39m70.23    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:36:36,820 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8734, R²: 0.4254\n"
     ]
    },
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     "text": [
      "| \u001b[39m81       \u001b[39m | \u001b[39m-0.8734  \u001b[39m | \u001b[39m4.939e+03\u001b[39m | \u001b[39m38.92    \u001b[39m | \u001b[39m0.1611   \u001b[39m | \u001b[39m0.9747   \u001b[39m | \u001b[39m2.269    \u001b[39m | \u001b[39m3.658    \u001b[39m | \u001b[39m2.025    \u001b[39m | \u001b[39m36.31    \u001b[39m | \u001b[39m8.937    \u001b[39m | \u001b[39m10.04    \u001b[39m | \u001b[39m5.053    \u001b[39m | \u001b[39m0.7322   \u001b[39m | \u001b[39m10.39    \u001b[39m | \u001b[39m12.27    \u001b[39m | \u001b[39m8.278    \u001b[39m | \u001b[39m8.799    \u001b[39m | \u001b[39m0.7849   \u001b[39m | \u001b[39m0.01978  \u001b[39m | \u001b[39m52.4     \u001b[39m | \u001b[39m12.58    \u001b[39m | \u001b[39m0.6463   \u001b[39m | \u001b[39m0.6618   \u001b[39m | \u001b[39m0.9937   \u001b[39m | \u001b[39m142.9    \u001b[39m | \u001b[39m0.7761   \u001b[39m | \u001b[39m98.68    \u001b[39m | \u001b[39m64.89    \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m87.5     \u001b[39m | \u001b[39m85.87    \u001b[39m | \u001b[39m17.85    \u001b[39m | \u001b[39m0.5254   \u001b[39m | \u001b[39m0.4043   \u001b[39m | \u001b[39m1.407    \u001b[39m | \u001b[39m7.579    \u001b[39m | \u001b[39m1.584    \u001b[39m | \u001b[39m72.35    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:37,187 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1435, R²: 0.0150\n"
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      "| \u001b[39m82       \u001b[39m | \u001b[39m-1.144   \u001b[39m | \u001b[39m7.763e+04\u001b[39m | \u001b[39m40.36    \u001b[39m | \u001b[39m0.2371   \u001b[39m | \u001b[39m0.3892   \u001b[39m | \u001b[39m4.448    \u001b[39m | \u001b[39m1.788    \u001b[39m | \u001b[39m2.288    \u001b[39m | \u001b[39m93.35    \u001b[39m | \u001b[39m9.874    \u001b[39m | \u001b[39m37.33    \u001b[39m | \u001b[39m8.24     \u001b[39m | \u001b[39m2.596    \u001b[39m | \u001b[39m44.54    \u001b[39m | \u001b[39m7.656    \u001b[39m | \u001b[39m22.73    \u001b[39m | \u001b[39m7.185    \u001b[39m | \u001b[39m0.9672   \u001b[39m | \u001b[39m0.07215  \u001b[39m | \u001b[39m58.96    \u001b[39m | \u001b[39m0.8186   \u001b[39m | \u001b[39m0.7349   \u001b[39m | \u001b[39m0.9355   \u001b[39m | \u001b[39m0.3698   \u001b[39m | \u001b[39m143.3    \u001b[39m | \u001b[39m0.1554   \u001b[39m | \u001b[39m168.3    \u001b[39m | \u001b[39m8.31     \u001b[39m | \u001b[39m9.025    \u001b[39m | \u001b[39m81.63    \u001b[39m | \u001b[39m86.08    \u001b[39m | \u001b[39m12.51    \u001b[39m | \u001b[39m0.4427   \u001b[39m | \u001b[39m0.5331   \u001b[39m | \u001b[39m1.819    \u001b[39m | \u001b[39m7.851    \u001b[39m | \u001b[39m3.086    \u001b[39m | \u001b[39m36.82    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:36:37,623 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.4027, R²: 0.8778\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m83       \u001b[39m | \u001b[39m-0.4027  \u001b[39m | \u001b[39m5.205e+03\u001b[39m | \u001b[39m36.65    \u001b[39m | \u001b[39m0.2943   \u001b[39m | \u001b[39m0.1634   \u001b[39m | \u001b[39m3.934    \u001b[39m | \u001b[39m1.967    \u001b[39m | \u001b[39m0.3979   \u001b[39m | \u001b[39m21.94    \u001b[39m | \u001b[39m8.067    \u001b[39m | \u001b[39m49.81    \u001b[39m | \u001b[39m4.441    \u001b[39m | \u001b[39m1.064    \u001b[39m | \u001b[39m20.42    \u001b[39m | \u001b[39m4.952    \u001b[39m | \u001b[39m16.64    \u001b[39m | \u001b[39m8.223    \u001b[39m | \u001b[39m0.7051   \u001b[39m | \u001b[39m0.225    \u001b[39m | \u001b[39m98.33    \u001b[39m | \u001b[39m35.42    \u001b[39m | \u001b[39m0.9955   \u001b[39m | \u001b[39m0.3282   \u001b[39m | \u001b[39m0.6202   \u001b[39m | \u001b[39m163.4    \u001b[39m | \u001b[39m0.417    \u001b[39m | \u001b[39m26.59    \u001b[39m | \u001b[39m63.91    \u001b[39m | \u001b[39m5.79     \u001b[39m | \u001b[39m81.94    \u001b[39m | \u001b[39m79.26    \u001b[39m | \u001b[39m17.48    \u001b[39m | \u001b[39m0.1498   \u001b[39m | \u001b[39m0.6653   \u001b[39m | \u001b[39m2.111    \u001b[39m | \u001b[39m11.21    \u001b[39m | \u001b[39m3.09     \u001b[39m | \u001b[39m60.91    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:36:38,169 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.8104, R²: 0.5053\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m84       \u001b[39m | \u001b[39m-0.8104  \u001b[39m | \u001b[39m7.756e+04\u001b[39m | \u001b[39m36.02    \u001b[39m | \u001b[39m0.1941   \u001b[39m | \u001b[39m0.4643   \u001b[39m | \u001b[39m4.23     \u001b[39m | \u001b[39m1.488    \u001b[39m | \u001b[39m2.563    \u001b[39m | \u001b[39m30.95    \u001b[39m | \u001b[39m1.518    \u001b[39m | \u001b[39m14.53    \u001b[39m | \u001b[39m7.9      \u001b[39m | \u001b[39m3.81     \u001b[39m | \u001b[39m22.92    \u001b[39m | \u001b[39m9.959    \u001b[39m | \u001b[39m8.932    \u001b[39m | \u001b[39m10.07    \u001b[39m | \u001b[39m0.9144   \u001b[39m | \u001b[39m0.2129   \u001b[39m | \u001b[39m42.53    \u001b[39m | \u001b[39m15.23    \u001b[39m | \u001b[39m0.296    \u001b[39m | \u001b[39m0.08786  \u001b[39m | \u001b[39m0.174    \u001b[39m | \u001b[39m126.2    \u001b[39m | \u001b[39m0.7475   \u001b[39m | \u001b[39m151.4    \u001b[39m | \u001b[39m90.68    \u001b[39m | \u001b[39m12.68    \u001b[39m | \u001b[39m94.52    \u001b[39m | \u001b[39m88.8     \u001b[39m | \u001b[39m15.95    \u001b[39m | \u001b[39m0.1485   \u001b[39m | \u001b[39m0.02239  \u001b[39m | \u001b[39m2.588    \u001b[39m | \u001b[39m10.48    \u001b[39m | \u001b[39m4.171    \u001b[39m | \u001b[39m43.95    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:36:38,898 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.1389, R²: 0.9855\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m85       \u001b[39m | \u001b[39m-0.1389  \u001b[39m | \u001b[39m7.755e+04\u001b[39m | \u001b[39m46.14    \u001b[39m | \u001b[39m0.2133   \u001b[39m | \u001b[39m0.6878   \u001b[39m | \u001b[39m4.917    \u001b[39m | \u001b[39m3.946    \u001b[39m | \u001b[39m0.2101   \u001b[39m | \u001b[39m47.92    \u001b[39m | \u001b[39m7.209    \u001b[39m | \u001b[39m36.62    \u001b[39m | \u001b[39m9.931    \u001b[39m | \u001b[39m3.157    \u001b[39m | \u001b[39m11.71    \u001b[39m | \u001b[39m4.888    \u001b[39m | \u001b[39m23.26    \u001b[39m | \u001b[39m7.342    \u001b[39m | \u001b[39m0.7822   \u001b[39m | \u001b[39m0.0058   \u001b[39m | \u001b[39m69.01    \u001b[39m | \u001b[39m26.72    \u001b[39m | \u001b[39m0.5739   \u001b[39m | \u001b[39m0.4092   \u001b[39m | \u001b[39m0.7019   \u001b[39m | \u001b[39m160.5    \u001b[39m | \u001b[39m0.9533   \u001b[39m | \u001b[39m139.7    \u001b[39m | \u001b[39m20.78    \u001b[39m | \u001b[39m19.13    \u001b[39m | \u001b[39m91.87    \u001b[39m | \u001b[39m93.4     \u001b[39m | \u001b[39m18.08    \u001b[39m | \u001b[39m0.07579  \u001b[39m | \u001b[39m0.1696   \u001b[39m | \u001b[39m1.536    \u001b[39m | \u001b[39m9.819    \u001b[39m | \u001b[39m2.694    \u001b[39m | \u001b[39m72.38    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:39,446 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.9723, R²: 0.2880\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m86       \u001b[39m | \u001b[39m-0.9723  \u001b[39m | \u001b[39m7.329e+04\u001b[39m | \u001b[39m46.26    \u001b[39m | \u001b[39m0.1911   \u001b[39m | \u001b[39m0.2774   \u001b[39m | \u001b[39m4.441    \u001b[39m | \u001b[39m4.459    \u001b[39m | \u001b[39m1.521    \u001b[39m | \u001b[39m62.11    \u001b[39m | \u001b[39m4.477    \u001b[39m | \u001b[39m29.2     \u001b[39m | \u001b[39m2.988    \u001b[39m | \u001b[39m1.591    \u001b[39m | \u001b[39m15.56    \u001b[39m | \u001b[39m27.1     \u001b[39m | \u001b[39m25.06    \u001b[39m | \u001b[39m7.556    \u001b[39m | \u001b[39m0.6862   \u001b[39m | \u001b[39m0.1102   \u001b[39m | \u001b[39m8.266    \u001b[39m | \u001b[39m24.82    \u001b[39m | \u001b[39m0.4287   \u001b[39m | \u001b[39m0.2597   \u001b[39m | \u001b[39m0.3088   \u001b[39m | \u001b[39m188.5    \u001b[39m | \u001b[39m0.1692   \u001b[39m | \u001b[39m77.26    \u001b[39m | \u001b[39m96.8     \u001b[39m | \u001b[39m15.14    \u001b[39m | \u001b[39m91.45    \u001b[39m | \u001b[39m82.16    \u001b[39m | \u001b[39m14.15    \u001b[39m | \u001b[39m0.4303   \u001b[39m | \u001b[39m0.4167   \u001b[39m | \u001b[39m2.809    \u001b[39m | \u001b[39m12.07    \u001b[39m | \u001b[39m4.799    \u001b[39m | \u001b[39m7.709    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:39,764 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.7105, R²: 0.6198\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m87       \u001b[39m | \u001b[39m-0.7105  \u001b[39m | \u001b[39m6.601e+04\u001b[39m | \u001b[39m17.0     \u001b[39m | \u001b[39m0.1176   \u001b[39m | \u001b[39m0.5015   \u001b[39m | \u001b[39m4.771    \u001b[39m | \u001b[39m2.495    \u001b[39m | \u001b[39m0.9215   \u001b[39m | \u001b[39m19.88    \u001b[39m | \u001b[39m7.942    \u001b[39m | \u001b[39m13.2     \u001b[39m | \u001b[39m3.103    \u001b[39m | \u001b[39m2.737    \u001b[39m | \u001b[39m15.77    \u001b[39m | \u001b[39m27.76    \u001b[39m | \u001b[39m10.74    \u001b[39m | \u001b[39m12.91    \u001b[39m | \u001b[39m0.827    \u001b[39m | \u001b[39m0.281    \u001b[39m | \u001b[39m66.72    \u001b[39m | \u001b[39m5.501    \u001b[39m | \u001b[39m0.3616   \u001b[39m | \u001b[39m0.3451   \u001b[39m | \u001b[39m0.1431   \u001b[39m | \u001b[39m147.7    \u001b[39m | \u001b[39m0.4405   \u001b[39m | \u001b[39m189.0    \u001b[39m | \u001b[39m11.19    \u001b[39m | \u001b[39m18.38    \u001b[39m | \u001b[39m83.06    \u001b[39m | \u001b[39m89.17    \u001b[39m | \u001b[39m7.237    \u001b[39m | \u001b[39m0.9214   \u001b[39m | \u001b[39m0.6184   \u001b[39m | \u001b[39m0.0134   \u001b[39m | \u001b[39m11.94    \u001b[39m | \u001b[39m2.41     \u001b[39m | \u001b[39m48.18    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:40,238 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.3211, R²: 0.9223\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m88       \u001b[39m | \u001b[39m-0.3211  \u001b[39m | \u001b[39m3.962e+03\u001b[39m | \u001b[39m42.77    \u001b[39m | \u001b[39m0.1302   \u001b[39m | \u001b[39m0.9453   \u001b[39m | \u001b[39m3.556    \u001b[39m | \u001b[39m1.488    \u001b[39m | \u001b[39m2.898    \u001b[39m | \u001b[39m36.89    \u001b[39m | \u001b[39m2.831    \u001b[39m | \u001b[39m35.04    \u001b[39m | \u001b[39m1.73     \u001b[39m | \u001b[39m0.1382   \u001b[39m | \u001b[39m10.22    \u001b[39m | \u001b[39m8.347    \u001b[39m | \u001b[39m27.62    \u001b[39m | \u001b[39m10.24    \u001b[39m | \u001b[39m0.995    \u001b[39m | \u001b[39m0.1813   \u001b[39m | \u001b[39m2.247    \u001b[39m | \u001b[39m3.693    \u001b[39m | \u001b[39m0.7117   \u001b[39m | \u001b[39m0.9722   \u001b[39m | \u001b[39m0.8441   \u001b[39m | \u001b[39m40.18    \u001b[39m | \u001b[39m0.03002  \u001b[39m | \u001b[39m128.3    \u001b[39m | \u001b[39m40.04    \u001b[39m | \u001b[39m15.68    \u001b[39m | \u001b[39m92.56    \u001b[39m | \u001b[39m89.68    \u001b[39m | \u001b[39m6.219    \u001b[39m | \u001b[39m0.9273   \u001b[39m | \u001b[39m0.6411   \u001b[39m | \u001b[39m1.692    \u001b[39m | \u001b[39m12.09    \u001b[39m | \u001b[39m3.772    \u001b[39m | \u001b[39m25.18    \u001b[39m |\n"
     ]
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:40,737 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.2765, R²: 0.9424\n"
     ]
    },
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      "| \u001b[39m89       \u001b[39m | \u001b[39m-0.2765  \u001b[39m | \u001b[39m8.242e+04\u001b[39m | \u001b[39m11.84    \u001b[39m | \u001b[39m0.08411  \u001b[39m | \u001b[39m0.09505  \u001b[39m | \u001b[39m4.867    \u001b[39m | \u001b[39m4.542    \u001b[39m | \u001b[39m2.595    \u001b[39m | \u001b[39m73.41    \u001b[39m | \u001b[39m1.034    \u001b[39m | \u001b[39m24.43    \u001b[39m | \u001b[39m2.376    \u001b[39m | \u001b[39m2.393    \u001b[39m | \u001b[39m41.01    \u001b[39m | \u001b[39m28.4     \u001b[39m | \u001b[39m24.65    \u001b[39m | \u001b[39m10.1     \u001b[39m | \u001b[39m0.9398   \u001b[39m | \u001b[39m0.2333   \u001b[39m | \u001b[39m11.15    \u001b[39m | \u001b[39m24.4     \u001b[39m | \u001b[39m0.8427   \u001b[39m | \u001b[39m0.4976   \u001b[39m | \u001b[39m0.03849  \u001b[39m | \u001b[39m130.4    \u001b[39m | \u001b[39m0.3081   \u001b[39m | \u001b[39m151.7    \u001b[39m | \u001b[39m4.993    \u001b[39m | \u001b[39m18.38    \u001b[39m | \u001b[39m92.33    \u001b[39m | \u001b[39m82.21    \u001b[39m | \u001b[39m13.89    \u001b[39m | \u001b[39m0.849    \u001b[39m | \u001b[39m0.8924   \u001b[39m | \u001b[39m1.423    \u001b[39m | \u001b[39m11.16    \u001b[39m | \u001b[39m2.973    \u001b[39m | \u001b[39m80.34    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:41,277 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8171, R²: 0.4971\n"
     ]
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      "| \u001b[39m90       \u001b[39m | \u001b[39m-0.8171  \u001b[39m | \u001b[39m8.874e+04\u001b[39m | \u001b[39m22.06    \u001b[39m | \u001b[39m0.06703  \u001b[39m | \u001b[39m0.3629   \u001b[39m | \u001b[39m1.11     \u001b[39m | \u001b[39m3.715    \u001b[39m | \u001b[39m2.112    \u001b[39m | \u001b[39m28.37    \u001b[39m | \u001b[39m3.234    \u001b[39m | \u001b[39m39.84    \u001b[39m | \u001b[39m3.819    \u001b[39m | \u001b[39m1.024    \u001b[39m | \u001b[39m2.645    \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m20.46    \u001b[39m | \u001b[39m7.892    \u001b[39m | \u001b[39m0.9128   \u001b[39m | \u001b[39m0.3652   \u001b[39m | \u001b[39m50.82    \u001b[39m | \u001b[39m33.4     \u001b[39m | \u001b[39m0.3126   \u001b[39m | \u001b[39m0.5304   \u001b[39m | \u001b[39m0.7669   \u001b[39m | \u001b[39m174.5    \u001b[39m | \u001b[39m0.7385   \u001b[39m | \u001b[39m76.56    \u001b[39m | \u001b[39m64.56    \u001b[39m | \u001b[39m10.25    \u001b[39m | \u001b[39m82.82    \u001b[39m | \u001b[39m94.89    \u001b[39m | \u001b[39m15.26    \u001b[39m | \u001b[39m0.9528   \u001b[39m | \u001b[39m0.06284  \u001b[39m | \u001b[39m1.46     \u001b[39m | \u001b[39m9.591    \u001b[39m | \u001b[39m1.437    \u001b[39m | \u001b[39m86.4     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:41,602 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1425, R²: 0.0168\n"
     ]
    },
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      "| \u001b[39m91       \u001b[39m | \u001b[39m-1.143   \u001b[39m | \u001b[39m3.914e+04\u001b[39m | \u001b[39m36.34    \u001b[39m | \u001b[39m0.2187   \u001b[39m | \u001b[39m0.008597 \u001b[39m | \u001b[39m3.366    \u001b[39m | \u001b[39m3.163    \u001b[39m | \u001b[39m1.682    \u001b[39m | \u001b[39m74.48    \u001b[39m | \u001b[39m4.257    \u001b[39m | \u001b[39m47.33    \u001b[39m | \u001b[39m4.287    \u001b[39m | \u001b[39m0.7292   \u001b[39m | \u001b[39m9.78     \u001b[39m | \u001b[39m10.5     \u001b[39m | \u001b[39m26.41    \u001b[39m | \u001b[39m8.427    \u001b[39m | \u001b[39m0.8247   \u001b[39m | \u001b[39m0.2407   \u001b[39m | \u001b[39m3.696    \u001b[39m | \u001b[39m1.16     \u001b[39m | \u001b[39m0.4384   \u001b[39m | \u001b[39m0.001788 \u001b[39m | \u001b[39m0.7589   \u001b[39m | \u001b[39m144.2    \u001b[39m | \u001b[39m0.04416  \u001b[39m | \u001b[39m128.6    \u001b[39m | \u001b[39m79.4     \u001b[39m | \u001b[39m9.376    \u001b[39m | \u001b[39m91.88    \u001b[39m | \u001b[39m78.54    \u001b[39m | \u001b[39m19.91    \u001b[39m | \u001b[39m0.6957   \u001b[39m | \u001b[39m0.5309   \u001b[39m | \u001b[39m1.29     \u001b[39m | \u001b[39m7.337    \u001b[39m | \u001b[39m4.377    \u001b[39m | \u001b[39m94.88    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:42,137 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8451, R²: 0.4620\n"
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      "| \u001b[39m92       \u001b[39m | \u001b[39m-0.8451  \u001b[39m | \u001b[39m4.2e+03  \u001b[39m | \u001b[39m29.99    \u001b[39m | \u001b[39m0.2322   \u001b[39m | \u001b[39m0.2702   \u001b[39m | \u001b[39m4.252    \u001b[39m | \u001b[39m4.098    \u001b[39m | \u001b[39m1.883    \u001b[39m | \u001b[39m33.14    \u001b[39m | \u001b[39m1.896    \u001b[39m | \u001b[39m44.21    \u001b[39m | \u001b[39m4.15     \u001b[39m | \u001b[39m3.457    \u001b[39m | \u001b[39m5.515    \u001b[39m | \u001b[39m23.67    \u001b[39m | \u001b[39m16.74    \u001b[39m | \u001b[39m7.63     \u001b[39m | \u001b[39m0.9485   \u001b[39m | \u001b[39m0.2262   \u001b[39m | \u001b[39m11.5     \u001b[39m | \u001b[39m5.234    \u001b[39m | \u001b[39m0.005425 \u001b[39m | \u001b[39m0.2143   \u001b[39m | \u001b[39m0.2199   \u001b[39m | \u001b[39m52.18    \u001b[39m | \u001b[39m0.4174   \u001b[39m | \u001b[39m24.7     \u001b[39m | \u001b[39m93.47    \u001b[39m | \u001b[39m15.05    \u001b[39m | \u001b[39m82.55    \u001b[39m | \u001b[39m92.4     \u001b[39m | \u001b[39m5.948    \u001b[39m | \u001b[39m0.3854   \u001b[39m | \u001b[39m0.6503   \u001b[39m | \u001b[39m1.717    \u001b[39m | \u001b[39m10.2     \u001b[39m | \u001b[39m4.271    \u001b[39m | \u001b[39m42.47    \u001b[39m |\n"
     ]
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      "2025-04-09 17:36:42,717 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.7808, R²: 0.5408\n"
     ]
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      "| \u001b[39m93       \u001b[39m | \u001b[39m-0.7808  \u001b[39m | \u001b[39m5.021e+03\u001b[39m | \u001b[39m28.15    \u001b[39m | \u001b[39m0.1641   \u001b[39m | \u001b[39m0.09493  \u001b[39m | \u001b[39m1.949    \u001b[39m | \u001b[39m4.147    \u001b[39m | \u001b[39m0.7522   \u001b[39m | \u001b[39m72.95    \u001b[39m | \u001b[39m3.942    \u001b[39m | \u001b[39m28.17    \u001b[39m | \u001b[39m2.496    \u001b[39m | \u001b[39m2.3      \u001b[39m | \u001b[39m33.62    \u001b[39m | \u001b[39m15.21    \u001b[39m | \u001b[39m19.22    \u001b[39m | \u001b[39m10.4     \u001b[39m | \u001b[39m0.8293   \u001b[39m | \u001b[39m0.3831   \u001b[39m | \u001b[39m77.66    \u001b[39m | \u001b[39m5.187    \u001b[39m | \u001b[39m0.5665   \u001b[39m | \u001b[39m0.7135   \u001b[39m | \u001b[39m0.2403   \u001b[39m | \u001b[39m161.4    \u001b[39m | \u001b[39m0.06329  \u001b[39m | \u001b[39m113.9    \u001b[39m | \u001b[39m36.2     \u001b[39m | \u001b[39m11.31    \u001b[39m | \u001b[39m89.43    \u001b[39m | \u001b[39m75.06    \u001b[39m | \u001b[39m20.54    \u001b[39m | \u001b[39m0.2011   \u001b[39m | \u001b[39m0.8893   \u001b[39m | \u001b[39m2.857    \u001b[39m | \u001b[39m9.722    \u001b[39m | \u001b[39m3.167    \u001b[39m | \u001b[39m98.4     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:43,069 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1549, R²: -0.0046\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m94       \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m7.147e+03\u001b[39m | \u001b[39m37.69    \u001b[39m | \u001b[39m0.1172   \u001b[39m | \u001b[39m0.2381   \u001b[39m | \u001b[39m4.473    \u001b[39m | \u001b[39m1.399    \u001b[39m | \u001b[39m2.712    \u001b[39m | \u001b[39m74.89    \u001b[39m | \u001b[39m6.603    \u001b[39m | \u001b[39m40.28    \u001b[39m | \u001b[39m2.221    \u001b[39m | \u001b[39m0.4476   \u001b[39m | \u001b[39m17.41    \u001b[39m | \u001b[39m11.11    \u001b[39m | \u001b[39m19.22    \u001b[39m | \u001b[39m11.47    \u001b[39m | \u001b[39m0.9655   \u001b[39m | \u001b[39m0.3366   \u001b[39m | \u001b[39m56.94    \u001b[39m | \u001b[39m15.7     \u001b[39m | \u001b[39m0.04205  \u001b[39m | \u001b[39m0.3533   \u001b[39m | \u001b[39m0.1462   \u001b[39m | \u001b[39m91.8     \u001b[39m | \u001b[39m0.8055   \u001b[39m | \u001b[39m127.1    \u001b[39m | \u001b[39m29.2     \u001b[39m | \u001b[39m5.377    \u001b[39m | \u001b[39m92.0     \u001b[39m | \u001b[39m82.74    \u001b[39m | \u001b[39m12.52    \u001b[39m | \u001b[39m0.1665   \u001b[39m | \u001b[39m0.1967   \u001b[39m | \u001b[39m2.582    \u001b[39m | \u001b[39m10.4     \u001b[39m | \u001b[39m3.442    \u001b[39m | \u001b[39m74.18    \u001b[39m |\n"
     ]
    },
    {
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      "2025-04-09 17:36:43,551 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.7249, R²: 0.6042\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m95       \u001b[39m | \u001b[39m-0.7249  \u001b[39m | \u001b[39m7.758e+04\u001b[39m | \u001b[39m27.13    \u001b[39m | \u001b[39m0.2839   \u001b[39m | \u001b[39m0.4763   \u001b[39m | \u001b[39m2.359    \u001b[39m | \u001b[39m4.497    \u001b[39m | \u001b[39m2.167    \u001b[39m | \u001b[39m35.88    \u001b[39m | \u001b[39m5.25     \u001b[39m | \u001b[39m42.81    \u001b[39m | \u001b[39m5.194    \u001b[39m | \u001b[39m2.779    \u001b[39m | \u001b[39m26.71    \u001b[39m | \u001b[39m25.12    \u001b[39m | \u001b[39m29.57    \u001b[39m | \u001b[39m9.026    \u001b[39m | \u001b[39m0.9306   \u001b[39m | \u001b[39m0.2879   \u001b[39m | \u001b[39m90.01    \u001b[39m | \u001b[39m13.31    \u001b[39m | \u001b[39m0.2002   \u001b[39m | \u001b[39m0.1498   \u001b[39m | \u001b[39m0.6809   \u001b[39m | \u001b[39m120.5    \u001b[39m | \u001b[39m0.5857   \u001b[39m | \u001b[39m109.9    \u001b[39m | \u001b[39m9.842    \u001b[39m | \u001b[39m10.11    \u001b[39m | \u001b[39m93.01    \u001b[39m | \u001b[39m83.0     \u001b[39m | \u001b[39m14.37    \u001b[39m | \u001b[39m0.01609  \u001b[39m | \u001b[39m0.4813   \u001b[39m | \u001b[39m1.432    \u001b[39m | \u001b[39m8.085    \u001b[39m | \u001b[39m1.97     \u001b[39m | \u001b[39m92.9     \u001b[39m |\n"
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    },
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      "2025-04-09 17:36:43,885 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.4082, R²: 0.8745\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m96       \u001b[39m | \u001b[39m-0.4082  \u001b[39m | \u001b[39m6.264e+04\u001b[39m | \u001b[39m39.22    \u001b[39m | \u001b[39m0.2994   \u001b[39m | \u001b[39m0.3611   \u001b[39m | \u001b[39m1.235    \u001b[39m | \u001b[39m3.093    \u001b[39m | \u001b[39m0.3515   \u001b[39m | \u001b[39m77.41    \u001b[39m | \u001b[39m7.855    \u001b[39m | \u001b[39m3.821    \u001b[39m | \u001b[39m6.75     \u001b[39m | \u001b[39m1.131    \u001b[39m | \u001b[39m22.21    \u001b[39m | \u001b[39m4.467    \u001b[39m | \u001b[39m20.36    \u001b[39m | \u001b[39m8.597    \u001b[39m | \u001b[39m0.9081   \u001b[39m | \u001b[39m0.03753  \u001b[39m | \u001b[39m32.18    \u001b[39m | \u001b[39m28.47    \u001b[39m | \u001b[39m0.8153   \u001b[39m | \u001b[39m0.726    \u001b[39m | \u001b[39m0.01009  \u001b[39m | \u001b[39m132.5    \u001b[39m | \u001b[39m0.4268   \u001b[39m | \u001b[39m10.83    \u001b[39m | \u001b[39m27.29    \u001b[39m | \u001b[39m8.312    \u001b[39m | \u001b[39m94.2     \u001b[39m | \u001b[39m76.31    \u001b[39m | \u001b[39m12.05    \u001b[39m | \u001b[39m0.5122   \u001b[39m | \u001b[39m0.01875  \u001b[39m | \u001b[39m1.762    \u001b[39m | \u001b[39m9.209    \u001b[39m | \u001b[39m1.738    \u001b[39m | \u001b[39m11.65    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:44,430 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1526, R²: -0.0006\n",
      "2025-04-09 17:36:44,576 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m97       \u001b[39m | \u001b[39m-1.153   \u001b[39m | \u001b[39m7.758e+04\u001b[39m | \u001b[39m33.21    \u001b[39m | \u001b[39m0.2636   \u001b[39m | \u001b[39m0.3877   \u001b[39m | \u001b[39m4.466    \u001b[39m | \u001b[39m3.364    \u001b[39m | \u001b[39m1.27     \u001b[39m | \u001b[39m62.57    \u001b[39m | \u001b[39m9.436    \u001b[39m | \u001b[39m27.67    \u001b[39m | \u001b[39m6.413    \u001b[39m | \u001b[39m1.632    \u001b[39m | \u001b[39m35.87    \u001b[39m | \u001b[39m27.26    \u001b[39m | \u001b[39m18.43    \u001b[39m | \u001b[39m8.608    \u001b[39m | \u001b[39m0.9237   \u001b[39m | \u001b[39m0.211    \u001b[39m | \u001b[39m92.47    \u001b[39m | \u001b[39m19.41    \u001b[39m | \u001b[39m0.01438  \u001b[39m | \u001b[39m0.1483   \u001b[39m | \u001b[39m0.6334   \u001b[39m | \u001b[39m126.1    \u001b[39m | \u001b[39m0.431    \u001b[39m | \u001b[39m125.1    \u001b[39m | \u001b[39m64.06    \u001b[39m | \u001b[39m14.47    \u001b[39m | \u001b[39m94.08    \u001b[39m | \u001b[39m90.84    \u001b[39m | \u001b[39m10.89    \u001b[39m | \u001b[39m0.2156   \u001b[39m | \u001b[39m0.4535   \u001b[39m | \u001b[39m2.417    \u001b[39m | \u001b[39m9.753    \u001b[39m | \u001b[39m3.953    \u001b[39m | \u001b[39m45.79    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:44,673 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:36:44,768 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:36:44,769 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m98       \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m5.385e+04\u001b[39m | \u001b[39m45.84    \u001b[39m | \u001b[39m0.1388   \u001b[39m | \u001b[39m0.4327   \u001b[39m | \u001b[39m3.07     \u001b[39m | \u001b[39m2.83     \u001b[39m | \u001b[39m0.3561   \u001b[39m | \u001b[39m73.17    \u001b[39m | \u001b[39m8.793    \u001b[39m | \u001b[39m27.91    \u001b[39m | \u001b[39m1.525    \u001b[39m | \u001b[39m3.434    \u001b[39m | \u001b[39m41.08    \u001b[39m | \u001b[39m3.621    \u001b[39m | \u001b[39m17.06    \u001b[39m | \u001b[39m8.535    \u001b[39m | \u001b[39m0.9614   \u001b[39m | \u001b[39m0.3307   \u001b[39m | \u001b[39m34.55    \u001b[39m | \u001b[39m27.36    \u001b[39m | \u001b[39m0.4319   \u001b[39m | \u001b[39m0.9474   \u001b[39m | \u001b[39m0.6849   \u001b[39m | \u001b[39m77.76    \u001b[39m | \u001b[39m0.4648   \u001b[39m | \u001b[39m106.8    \u001b[39m | \u001b[39m85.75    \u001b[39m | \u001b[39m15.88    \u001b[39m | \u001b[39m86.37    \u001b[39m | \u001b[39m89.03    \u001b[39m | \u001b[39m17.97    \u001b[39m | \u001b[39m0.5912   \u001b[39m | \u001b[39m0.6316   \u001b[39m | \u001b[39m2.804    \u001b[39m | \u001b[39m7.911    \u001b[39m | \u001b[39m4.762    \u001b[39m | \u001b[39m92.85    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:45,250 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.1951, R²: 0.9713\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m99       \u001b[39m | \u001b[39m-0.1951  \u001b[39m | \u001b[39m2.683e+04\u001b[39m | \u001b[39m25.77    \u001b[39m | \u001b[39m0.08918  \u001b[39m | \u001b[39m0.4014   \u001b[39m | \u001b[39m2.823    \u001b[39m | \u001b[39m3.749    \u001b[39m | \u001b[39m0.2314   \u001b[39m | \u001b[39m69.59    \u001b[39m | \u001b[39m7.157    \u001b[39m | \u001b[39m48.72    \u001b[39m | \u001b[39m0.6182   \u001b[39m | \u001b[39m2.22     \u001b[39m | \u001b[39m41.59    \u001b[39m | \u001b[39m11.38    \u001b[39m | \u001b[39m27.04    \u001b[39m | \u001b[39m9.23     \u001b[39m | \u001b[39m0.9836   \u001b[39m | \u001b[39m0.329    \u001b[39m | \u001b[39m33.46    \u001b[39m | \u001b[39m10.58    \u001b[39m | \u001b[39m0.6229   \u001b[39m | \u001b[39m0.2276   \u001b[39m | \u001b[39m0.9814   \u001b[39m | \u001b[39m137.3    \u001b[39m | \u001b[39m0.5388   \u001b[39m | \u001b[39m122.5    \u001b[39m | \u001b[39m26.64    \u001b[39m | \u001b[39m16.67    \u001b[39m | \u001b[39m88.22    \u001b[39m | \u001b[39m82.03    \u001b[39m | \u001b[39m17.31    \u001b[39m | \u001b[39m0.4622   \u001b[39m | \u001b[39m0.5077   \u001b[39m | \u001b[39m1.647    \u001b[39m | \u001b[39m9.538    \u001b[39m | \u001b[39m1.139    \u001b[39m | \u001b[39m46.14    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:36:46,134 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8226, R²: 0.4903\n"
     ]
    },
    {
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      "| \u001b[39m100      \u001b[39m | \u001b[39m-0.8226  \u001b[39m | \u001b[39m5.684e+04\u001b[39m | \u001b[39m33.25    \u001b[39m | \u001b[39m0.142    \u001b[39m | \u001b[39m0.795    \u001b[39m | \u001b[39m1.232    \u001b[39m | \u001b[39m1.042    \u001b[39m | \u001b[39m2.944    \u001b[39m | \u001b[39m46.24    \u001b[39m | \u001b[39m3.708    \u001b[39m | \u001b[39m36.35    \u001b[39m | \u001b[39m6.086    \u001b[39m | \u001b[39m1.21     \u001b[39m | \u001b[39m30.85    \u001b[39m | \u001b[39m18.11    \u001b[39m | \u001b[39m9.287    \u001b[39m | \u001b[39m12.88    \u001b[39m | \u001b[39m0.7148   \u001b[39m | \u001b[39m0.07493  \u001b[39m | \u001b[39m61.9     \u001b[39m | \u001b[39m33.06    \u001b[39m | \u001b[39m0.544    \u001b[39m | \u001b[39m0.1125   \u001b[39m | \u001b[39m0.404    \u001b[39m | \u001b[39m148.0    \u001b[39m | \u001b[39m0.9788   \u001b[39m | \u001b[39m31.16    \u001b[39m | \u001b[39m55.8     \u001b[39m | \u001b[39m11.7     \u001b[39m | \u001b[39m85.25    \u001b[39m | \u001b[39m81.47    \u001b[39m | \u001b[39m15.42    \u001b[39m | \u001b[39m0.04116  \u001b[39m | \u001b[39m0.03197  \u001b[39m | \u001b[39m0.1652   \u001b[39m | \u001b[39m8.33     \u001b[39m | \u001b[39m3.638    \u001b[39m | \u001b[39m2.354    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:46,912 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.9011, R²: 0.3884\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m101      \u001b[39m | \u001b[39m-0.9011  \u001b[39m | \u001b[39m6.92e+04 \u001b[39m | \u001b[39m36.73    \u001b[39m | \u001b[39m0.1142   \u001b[39m | \u001b[39m0.2058   \u001b[39m | \u001b[39m4.263    \u001b[39m | \u001b[39m1.333    \u001b[39m | \u001b[39m0.3884   \u001b[39m | \u001b[39m44.81    \u001b[39m | \u001b[39m3.226    \u001b[39m | \u001b[39m5.818    \u001b[39m | \u001b[39m0.5519   \u001b[39m | \u001b[39m0.8901   \u001b[39m | \u001b[39m36.86    \u001b[39m | \u001b[39m12.66    \u001b[39m | \u001b[39m12.62    \u001b[39m | \u001b[39m8.047    \u001b[39m | \u001b[39m0.6634   \u001b[39m | \u001b[39m0.06454  \u001b[39m | \u001b[39m42.83    \u001b[39m | \u001b[39m25.92    \u001b[39m | \u001b[39m0.6365   \u001b[39m | \u001b[39m0.7228   \u001b[39m | \u001b[39m0.7172   \u001b[39m | \u001b[39m10.17    \u001b[39m | \u001b[39m0.2797   \u001b[39m | \u001b[39m177.4    \u001b[39m | \u001b[39m94.56    \u001b[39m | \u001b[39m14.21    \u001b[39m | \u001b[39m92.59    \u001b[39m | \u001b[39m89.01    \u001b[39m | \u001b[39m21.27    \u001b[39m | \u001b[39m0.4559   \u001b[39m | \u001b[39m0.8538   \u001b[39m | \u001b[39m1.449    \u001b[39m | \u001b[39m9.783    \u001b[39m | \u001b[39m1.385    \u001b[39m | \u001b[39m25.31    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:47,744 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.3108, R²: 0.9273\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m102      \u001b[39m | \u001b[39m-0.3108  \u001b[39m | \u001b[39m1e+05    \u001b[39m | \u001b[39m43.64    \u001b[39m | \u001b[39m0.1814   \u001b[39m | \u001b[39m0.2369   \u001b[39m | \u001b[39m4.602    \u001b[39m | \u001b[39m4.45     \u001b[39m | \u001b[39m0.8444   \u001b[39m | \u001b[39m84.82    \u001b[39m | \u001b[39m3.073    \u001b[39m | \u001b[39m14.02    \u001b[39m | \u001b[39m8.427    \u001b[39m | \u001b[39m1.076    \u001b[39m | \u001b[39m2.879    \u001b[39m | \u001b[39m23.75    \u001b[39m | \u001b[39m27.77    \u001b[39m | \u001b[39m12.68    \u001b[39m | \u001b[39m0.7658   \u001b[39m | \u001b[39m0.06493  \u001b[39m | \u001b[39m41.03    \u001b[39m | \u001b[39m7.976    \u001b[39m | \u001b[39m0.0399   \u001b[39m | \u001b[39m0.1671   \u001b[39m | \u001b[39m0.3559   \u001b[39m | \u001b[39m128.2    \u001b[39m | \u001b[39m0.8144   \u001b[39m | \u001b[39m58.52    \u001b[39m | \u001b[39m3.079    \u001b[39m | \u001b[39m9.803    \u001b[39m | \u001b[39m83.18    \u001b[39m | \u001b[39m90.7     \u001b[39m | \u001b[39m18.37    \u001b[39m | \u001b[39m0.6017   \u001b[39m | \u001b[39m0.8035   \u001b[39m | \u001b[39m0.0137   \u001b[39m | \u001b[39m11.04    \u001b[39m | \u001b[39m1.105    \u001b[39m | \u001b[39m25.78    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:48,088 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.8534, R²: 0.4514\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m103      \u001b[39m | \u001b[39m-0.8534  \u001b[39m | \u001b[39m3.241e+04\u001b[39m | \u001b[39m13.85    \u001b[39m | \u001b[39m0.2256   \u001b[39m | \u001b[39m0.8875   \u001b[39m | \u001b[39m3.451    \u001b[39m | \u001b[39m3.849    \u001b[39m | \u001b[39m1.531    \u001b[39m | \u001b[39m93.6     \u001b[39m | \u001b[39m3.651    \u001b[39m | \u001b[39m6.341    \u001b[39m | \u001b[39m8.799    \u001b[39m | \u001b[39m3.469    \u001b[39m | \u001b[39m32.02    \u001b[39m | \u001b[39m6.86     \u001b[39m | \u001b[39m6.593    \u001b[39m | \u001b[39m9.022    \u001b[39m | \u001b[39m0.9344   \u001b[39m | \u001b[39m0.1714   \u001b[39m | \u001b[39m94.59    \u001b[39m | \u001b[39m5.817    \u001b[39m | \u001b[39m0.3988   \u001b[39m | \u001b[39m0.9105   \u001b[39m | \u001b[39m0.8947   \u001b[39m | \u001b[39m124.7    \u001b[39m | \u001b[39m0.6329   \u001b[39m | \u001b[39m95.43    \u001b[39m | \u001b[39m84.35    \u001b[39m | \u001b[39m19.24    \u001b[39m | \u001b[39m83.01    \u001b[39m | \u001b[39m84.61    \u001b[39m | \u001b[39m12.11    \u001b[39m | \u001b[39m0.8497   \u001b[39m | \u001b[39m0.4565   \u001b[39m | \u001b[39m2.371    \u001b[39m | \u001b[39m7.266    \u001b[39m | \u001b[39m3.747    \u001b[39m | \u001b[39m64.75    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:48,824 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2873, R²: 0.9378\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m104      \u001b[39m | \u001b[39m-0.2873  \u001b[39m | \u001b[39m9.288e+04\u001b[39m | \u001b[39m45.53    \u001b[39m | \u001b[39m0.2997   \u001b[39m | \u001b[39m0.02897  \u001b[39m | \u001b[39m4.79     \u001b[39m | \u001b[39m1.658    \u001b[39m | \u001b[39m1.656    \u001b[39m | \u001b[39m74.4     \u001b[39m | \u001b[39m5.807    \u001b[39m | \u001b[39m23.67    \u001b[39m | \u001b[39m5.622    \u001b[39m | \u001b[39m1.672    \u001b[39m | \u001b[39m34.2     \u001b[39m | \u001b[39m6.936    \u001b[39m | \u001b[39m24.66    \u001b[39m | \u001b[39m7.558    \u001b[39m | \u001b[39m0.8634   \u001b[39m | \u001b[39m0.3287   \u001b[39m | \u001b[39m92.05    \u001b[39m | \u001b[39m36.03    \u001b[39m | \u001b[39m0.6381   \u001b[39m | \u001b[39m0.4156   \u001b[39m | \u001b[39m0.9025   \u001b[39m | \u001b[39m23.6     \u001b[39m | \u001b[39m0.4044   \u001b[39m | \u001b[39m76.89    \u001b[39m | \u001b[39m75.97    \u001b[39m | \u001b[39m19.05    \u001b[39m | \u001b[39m84.46    \u001b[39m | \u001b[39m80.47    \u001b[39m | \u001b[39m12.72    \u001b[39m | \u001b[39m0.8245   \u001b[39m | \u001b[39m0.2332   \u001b[39m | \u001b[39m2.604    \u001b[39m | \u001b[39m11.82    \u001b[39m | \u001b[39m4.982    \u001b[39m | \u001b[39m87.6     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:49,731 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2550, R²: 0.9510\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m105      \u001b[39m | \u001b[39m-0.255   \u001b[39m | \u001b[39m8.656e+04\u001b[39m | \u001b[39m45.02    \u001b[39m | \u001b[39m0.09627  \u001b[39m | \u001b[39m0.936    \u001b[39m | \u001b[39m2.524    \u001b[39m | \u001b[39m4.648    \u001b[39m | \u001b[39m1.971    \u001b[39m | \u001b[39m38.9     \u001b[39m | \u001b[39m9.855    \u001b[39m | \u001b[39m47.49    \u001b[39m | \u001b[39m2.456    \u001b[39m | \u001b[39m1.947    \u001b[39m | \u001b[39m31.99    \u001b[39m | \u001b[39m16.59    \u001b[39m | \u001b[39m25.7     \u001b[39m | \u001b[39m7.036    \u001b[39m | \u001b[39m0.6995   \u001b[39m | \u001b[39m0.3188   \u001b[39m | \u001b[39m36.76    \u001b[39m | \u001b[39m35.58    \u001b[39m | \u001b[39m0.695    \u001b[39m | \u001b[39m0.3188   \u001b[39m | \u001b[39m0.8616   \u001b[39m | \u001b[39m41.91    \u001b[39m | \u001b[39m0.3232   \u001b[39m | \u001b[39m149.7    \u001b[39m | \u001b[39m27.43    \u001b[39m | \u001b[39m8.308    \u001b[39m | \u001b[39m80.62    \u001b[39m | \u001b[39m89.77    \u001b[39m | \u001b[39m8.728    \u001b[39m | \u001b[39m0.8141   \u001b[39m | \u001b[39m0.6096   \u001b[39m | \u001b[39m1.176    \u001b[39m | \u001b[39m11.9     \u001b[39m | \u001b[39m3.201    \u001b[39m | \u001b[39m12.51    \u001b[39m |\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:50,692 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.0903, R²: 0.9939\n"
     ]
    },
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     "text": [
      "| \u001b[39m106      \u001b[39m | \u001b[39m-0.09028 \u001b[39m | \u001b[39m7.536e+04\u001b[39m | \u001b[39m36.08    \u001b[39m | \u001b[39m0.21     \u001b[39m | \u001b[39m0.4519   \u001b[39m | \u001b[39m4.136    \u001b[39m | \u001b[39m1.475    \u001b[39m | \u001b[39m0.286    \u001b[39m | \u001b[39m84.71    \u001b[39m | \u001b[39m5.725    \u001b[39m | \u001b[39m10.4     \u001b[39m | \u001b[39m6.209    \u001b[39m | \u001b[39m2.968    \u001b[39m | \u001b[39m35.06    \u001b[39m | \u001b[39m20.91    \u001b[39m | \u001b[39m29.76    \u001b[39m | \u001b[39m8.962    \u001b[39m | \u001b[39m0.9587   \u001b[39m | \u001b[39m0.3218   \u001b[39m | \u001b[39m34.6     \u001b[39m | \u001b[39m18.04    \u001b[39m | \u001b[39m0.9447   \u001b[39m | \u001b[39m0.5273   \u001b[39m | \u001b[39m0.3192   \u001b[39m | \u001b[39m33.13    \u001b[39m | \u001b[39m0.1434   \u001b[39m | \u001b[39m179.6    \u001b[39m | \u001b[39m38.68    \u001b[39m | \u001b[39m5.684    \u001b[39m | \u001b[39m82.65    \u001b[39m | \u001b[39m78.7     \u001b[39m | \u001b[39m16.85    \u001b[39m | \u001b[39m0.1503   \u001b[39m | \u001b[39m0.9196   \u001b[39m | \u001b[39m2.585    \u001b[39m | \u001b[39m12.84    \u001b[39m | \u001b[39m2.717    \u001b[39m | \u001b[39m24.69    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:51,363 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.6073, R²: 0.7222\n"
     ]
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      "| \u001b[39m107      \u001b[39m | \u001b[39m-0.6073  \u001b[39m | \u001b[39m8.115e+04\u001b[39m | \u001b[39m34.59    \u001b[39m | \u001b[39m0.02853  \u001b[39m | \u001b[39m0.9844   \u001b[39m | \u001b[39m1.344    \u001b[39m | \u001b[39m3.527    \u001b[39m | \u001b[39m0.6096   \u001b[39m | \u001b[39m48.77    \u001b[39m | \u001b[39m5.416    \u001b[39m | \u001b[39m49.23    \u001b[39m | \u001b[39m5.169    \u001b[39m | \u001b[39m2.641    \u001b[39m | \u001b[39m3.61     \u001b[39m | \u001b[39m26.77    \u001b[39m | \u001b[39m9.814    \u001b[39m | \u001b[39m7.648    \u001b[39m | \u001b[39m0.9512   \u001b[39m | \u001b[39m0.0123   \u001b[39m | \u001b[39m50.52    \u001b[39m | \u001b[39m24.96    \u001b[39m | \u001b[39m0.4672   \u001b[39m | \u001b[39m0.5735   \u001b[39m | \u001b[39m0.434    \u001b[39m | \u001b[39m21.42    \u001b[39m | \u001b[39m0.07438  \u001b[39m | \u001b[39m192.6    \u001b[39m | \u001b[39m6.469    \u001b[39m | \u001b[39m18.56    \u001b[39m | \u001b[39m82.11    \u001b[39m | \u001b[39m90.86    \u001b[39m | \u001b[39m14.89    \u001b[39m | \u001b[39m0.6192   \u001b[39m | \u001b[39m0.2079   \u001b[39m | \u001b[39m0.4312   \u001b[39m | \u001b[39m8.717    \u001b[39m | \u001b[39m1.151    \u001b[39m | \u001b[39m26.23    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:52,198 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.6489, R²: 0.6828\n"
     ]
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      "| \u001b[39m108      \u001b[39m | \u001b[39m-0.6489  \u001b[39m | \u001b[39m104.2    \u001b[39m | \u001b[39m40.3     \u001b[39m | \u001b[39m0.2045   \u001b[39m | \u001b[39m0.2894   \u001b[39m | \u001b[39m4.657    \u001b[39m | \u001b[39m1.765    \u001b[39m | \u001b[39m2.671    \u001b[39m | \u001b[39m68.92    \u001b[39m | \u001b[39m3.421    \u001b[39m | \u001b[39m34.51    \u001b[39m | \u001b[39m5.591    \u001b[39m | \u001b[39m1.121    \u001b[39m | \u001b[39m26.55    \u001b[39m | \u001b[39m16.19    \u001b[39m | \u001b[39m28.17    \u001b[39m | \u001b[39m11.84    \u001b[39m | \u001b[39m0.6506   \u001b[39m | \u001b[39m0.08734  \u001b[39m | \u001b[39m50.52    \u001b[39m | \u001b[39m28.0     \u001b[39m | \u001b[39m0.02206  \u001b[39m | \u001b[39m0.554    \u001b[39m | \u001b[39m0.9388   \u001b[39m | \u001b[39m34.98    \u001b[39m | \u001b[39m0.5069   \u001b[39m | \u001b[39m88.95    \u001b[39m | \u001b[39m91.71    \u001b[39m | \u001b[39m14.86    \u001b[39m | \u001b[39m92.61    \u001b[39m | \u001b[39m77.35    \u001b[39m | \u001b[39m6.285    \u001b[39m | \u001b[39m0.8599   \u001b[39m | \u001b[39m0.1931   \u001b[39m | \u001b[39m2.303    \u001b[39m | \u001b[39m10.79    \u001b[39m | \u001b[39m2.233    \u001b[39m | \u001b[39m27.81    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:52,655 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8877, R²: 0.4064\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m109      \u001b[39m | \u001b[39m-0.8877  \u001b[39m | \u001b[39m1.507e+04\u001b[39m | \u001b[39m14.45    \u001b[39m | \u001b[39m0.04142  \u001b[39m | \u001b[39m0.4235   \u001b[39m | \u001b[39m3.35     \u001b[39m | \u001b[39m4.041    \u001b[39m | \u001b[39m2.455    \u001b[39m | \u001b[39m60.01    \u001b[39m | \u001b[39m5.665    \u001b[39m | \u001b[39m6.388    \u001b[39m | \u001b[39m3.986    \u001b[39m | \u001b[39m0.494    \u001b[39m | \u001b[39m34.47    \u001b[39m | \u001b[39m21.46    \u001b[39m | \u001b[39m16.44    \u001b[39m | \u001b[39m8.178    \u001b[39m | \u001b[39m0.7323   \u001b[39m | \u001b[39m0.2445   \u001b[39m | \u001b[39m92.35    \u001b[39m | \u001b[39m13.08    \u001b[39m | \u001b[39m0.4318   \u001b[39m | \u001b[39m0.4503   \u001b[39m | \u001b[39m0.8529   \u001b[39m | \u001b[39m36.75    \u001b[39m | \u001b[39m0.3466   \u001b[39m | \u001b[39m143.8    \u001b[39m | \u001b[39m85.68    \u001b[39m | \u001b[39m19.83    \u001b[39m | \u001b[39m90.87    \u001b[39m | \u001b[39m92.87    \u001b[39m | \u001b[39m15.59    \u001b[39m | \u001b[39m0.04394  \u001b[39m | \u001b[39m0.5537   \u001b[39m | \u001b[39m2.631    \u001b[39m | \u001b[39m9.387    \u001b[39m | \u001b[39m4.614    \u001b[39m | \u001b[39m22.9     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:53,512 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.3996, R²: 0.8798\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m110      \u001b[39m | \u001b[39m-0.3996  \u001b[39m | \u001b[39m2.278e+04\u001b[39m | \u001b[39m11.16    \u001b[39m | \u001b[39m0.04603  \u001b[39m | \u001b[39m0.9841   \u001b[39m | \u001b[39m4.869    \u001b[39m | \u001b[39m1.315    \u001b[39m | \u001b[39m1.3      \u001b[39m | \u001b[39m18.53    \u001b[39m | \u001b[39m8.818    \u001b[39m | \u001b[39m22.99    \u001b[39m | \u001b[39m9.855    \u001b[39m | \u001b[39m1.189    \u001b[39m | \u001b[39m14.91    \u001b[39m | \u001b[39m13.93    \u001b[39m | \u001b[39m10.3     \u001b[39m | \u001b[39m7.366    \u001b[39m | \u001b[39m0.9111   \u001b[39m | \u001b[39m0.06749  \u001b[39m | \u001b[39m35.18    \u001b[39m | \u001b[39m8.344    \u001b[39m | \u001b[39m0.8721   \u001b[39m | \u001b[39m0.9067   \u001b[39m | \u001b[39m0.5557   \u001b[39m | \u001b[39m44.79    \u001b[39m | \u001b[39m0.4183   \u001b[39m | \u001b[39m21.03    \u001b[39m | \u001b[39m88.56    \u001b[39m | \u001b[39m5.995    \u001b[39m | \u001b[39m87.68    \u001b[39m | \u001b[39m94.9     \u001b[39m | \u001b[39m24.46    \u001b[39m | \u001b[39m0.06129  \u001b[39m | \u001b[39m0.7734   \u001b[39m | \u001b[39m2.757    \u001b[39m | \u001b[39m12.69    \u001b[39m | \u001b[39m4.89     \u001b[39m | \u001b[39m26.63    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:54,508 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.3805, R²: 0.8909\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m111      \u001b[39m | \u001b[39m-0.3805  \u001b[39m | \u001b[39m5.598e+04\u001b[39m | \u001b[39m12.31    \u001b[39m | \u001b[39m0.2977   \u001b[39m | \u001b[39m0.1789   \u001b[39m | \u001b[39m3.396    \u001b[39m | \u001b[39m1.903    \u001b[39m | \u001b[39m1.121    \u001b[39m | \u001b[39m57.04    \u001b[39m | \u001b[39m2.457    \u001b[39m | \u001b[39m5.825    \u001b[39m | \u001b[39m7.406    \u001b[39m | \u001b[39m2.073    \u001b[39m | \u001b[39m23.89    \u001b[39m | \u001b[39m6.648    \u001b[39m | \u001b[39m17.2     \u001b[39m | \u001b[39m9.056    \u001b[39m | \u001b[39m0.8623   \u001b[39m | \u001b[39m0.1133   \u001b[39m | \u001b[39m95.13    \u001b[39m | \u001b[39m24.31    \u001b[39m | \u001b[39m0.89     \u001b[39m | \u001b[39m0.4018   \u001b[39m | \u001b[39m0.4151   \u001b[39m | \u001b[39m154.8    \u001b[39m | \u001b[39m0.7749   \u001b[39m | \u001b[39m198.8    \u001b[39m | \u001b[39m21.62    \u001b[39m | \u001b[39m13.49    \u001b[39m | \u001b[39m80.38    \u001b[39m | \u001b[39m89.98    \u001b[39m | \u001b[39m21.16    \u001b[39m | \u001b[39m0.3483   \u001b[39m | \u001b[39m0.6519   \u001b[39m | \u001b[39m1.697    \u001b[39m | \u001b[39m8.688    \u001b[39m | \u001b[39m1.392    \u001b[39m | \u001b[39m46.42    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:55,451 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.1769, R²: 0.9764\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m112      \u001b[39m | \u001b[39m-0.1769  \u001b[39m | \u001b[39m5.846e+04\u001b[39m | \u001b[39m30.83    \u001b[39m | \u001b[39m0.2081   \u001b[39m | \u001b[39m0.6961   \u001b[39m | \u001b[39m2.165    \u001b[39m | \u001b[39m4.376    \u001b[39m | \u001b[39m2.155    \u001b[39m | \u001b[39m64.81    \u001b[39m | \u001b[39m6.06     \u001b[39m | \u001b[39m32.17    \u001b[39m | \u001b[39m4.174    \u001b[39m | \u001b[39m3.479    \u001b[39m | \u001b[39m43.67    \u001b[39m | \u001b[39m27.99    \u001b[39m | \u001b[39m24.58    \u001b[39m | \u001b[39m8.695    \u001b[39m | \u001b[39m0.893    \u001b[39m | \u001b[39m0.07307  \u001b[39m | \u001b[39m59.09    \u001b[39m | \u001b[39m26.6     \u001b[39m | \u001b[39m0.1582   \u001b[39m | \u001b[39m0.1743   \u001b[39m | \u001b[39m0.2767   \u001b[39m | \u001b[39m13.86    \u001b[39m | \u001b[39m0.4626   \u001b[39m | \u001b[39m18.54    \u001b[39m | \u001b[39m50.88    \u001b[39m | \u001b[39m17.91    \u001b[39m | \u001b[39m82.33    \u001b[39m | \u001b[39m76.14    \u001b[39m | \u001b[39m20.69    \u001b[39m | \u001b[39m0.4065   \u001b[39m | \u001b[39m0.5783   \u001b[39m | \u001b[39m2.252    \u001b[39m | \u001b[39m12.32    \u001b[39m | \u001b[39m3.622    \u001b[39m | \u001b[39m6.952    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:56,225 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4099, R²: 0.8734\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m113      \u001b[39m | \u001b[39m-0.4099  \u001b[39m | \u001b[39m7.073e+04\u001b[39m | \u001b[39m14.33    \u001b[39m | \u001b[39m0.2948   \u001b[39m | \u001b[39m0.09509  \u001b[39m | \u001b[39m1.537    \u001b[39m | \u001b[39m4.513    \u001b[39m | \u001b[39m2.341    \u001b[39m | \u001b[39m84.15    \u001b[39m | \u001b[39m4.858    \u001b[39m | \u001b[39m48.18    \u001b[39m | \u001b[39m8.831    \u001b[39m | \u001b[39m3.884    \u001b[39m | \u001b[39m19.53    \u001b[39m | \u001b[39m2.236    \u001b[39m | \u001b[39m17.94    \u001b[39m | \u001b[39m7.823    \u001b[39m | \u001b[39m0.6011   \u001b[39m | \u001b[39m0.01322  \u001b[39m | \u001b[39m6.715    \u001b[39m | \u001b[39m22.57    \u001b[39m | \u001b[39m0.06398  \u001b[39m | \u001b[39m0.1671   \u001b[39m | \u001b[39m0.3254   \u001b[39m | \u001b[39m43.67    \u001b[39m | \u001b[39m0.02994  \u001b[39m | \u001b[39m10.61    \u001b[39m | \u001b[39m60.43    \u001b[39m | \u001b[39m11.94    \u001b[39m | \u001b[39m83.04    \u001b[39m | \u001b[39m75.09    \u001b[39m | \u001b[39m5.493    \u001b[39m | \u001b[39m0.3449   \u001b[39m | \u001b[39m0.3974   \u001b[39m | \u001b[39m2.452    \u001b[39m | \u001b[39m10.81    \u001b[39m | \u001b[39m1.878    \u001b[39m | \u001b[39m78.94    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:57,420 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2417, R²: 0.9560\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m114      \u001b[39m | \u001b[39m-0.2417  \u001b[39m | \u001b[39m6.766e+04\u001b[39m | \u001b[39m24.67    \u001b[39m | \u001b[39m0.1232   \u001b[39m | \u001b[39m0.6062   \u001b[39m | \u001b[39m4.151    \u001b[39m | \u001b[39m1.899    \u001b[39m | \u001b[39m0.2253   \u001b[39m | \u001b[39m95.73    \u001b[39m | \u001b[39m7.991    \u001b[39m | \u001b[39m46.16    \u001b[39m | \u001b[39m3.707    \u001b[39m | \u001b[39m0.9425   \u001b[39m | \u001b[39m47.13    \u001b[39m | \u001b[39m17.28    \u001b[39m | \u001b[39m19.64    \u001b[39m | \u001b[39m10.65    \u001b[39m | \u001b[39m0.779    \u001b[39m | \u001b[39m0.2891   \u001b[39m | \u001b[39m6.384    \u001b[39m | \u001b[39m11.01    \u001b[39m | \u001b[39m0.3268   \u001b[39m | \u001b[39m0.6997   \u001b[39m | \u001b[39m0.3028   \u001b[39m | \u001b[39m176.7    \u001b[39m | \u001b[39m0.002176 \u001b[39m | \u001b[39m51.33    \u001b[39m | \u001b[39m91.22    \u001b[39m | \u001b[39m7.196    \u001b[39m | \u001b[39m89.67    \u001b[39m | \u001b[39m92.22    \u001b[39m | \u001b[39m16.81    \u001b[39m | \u001b[39m0.6197   \u001b[39m | \u001b[39m0.9106   \u001b[39m | \u001b[39m0.9962   \u001b[39m | \u001b[39m11.61    \u001b[39m | \u001b[39m4.209    \u001b[39m | \u001b[39m64.01    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:36:58,503 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 1.0646, R²: 0.1462\n"
     ]
    },
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      "| \u001b[39m115      \u001b[39m | \u001b[39m-1.065   \u001b[39m | \u001b[39m1.274e+04\u001b[39m | \u001b[39m14.8     \u001b[39m | \u001b[39m0.2996   \u001b[39m | \u001b[39m0.9922   \u001b[39m | \u001b[39m3.824    \u001b[39m | \u001b[39m2.977    \u001b[39m | \u001b[39m0.9171   \u001b[39m | \u001b[39m4.422    \u001b[39m | \u001b[39m1.623    \u001b[39m | \u001b[39m23.13    \u001b[39m | \u001b[39m1.406    \u001b[39m | \u001b[39m0.7631   \u001b[39m | \u001b[39m30.97    \u001b[39m | \u001b[39m26.69    \u001b[39m | \u001b[39m26.56    \u001b[39m | \u001b[39m8.652    \u001b[39m | \u001b[39m0.6131   \u001b[39m | \u001b[39m0.04157  \u001b[39m | \u001b[39m52.11    \u001b[39m | \u001b[39m26.41    \u001b[39m | \u001b[39m0.7427   \u001b[39m | \u001b[39m0.4921   \u001b[39m | \u001b[39m0.1659   \u001b[39m | \u001b[39m32.28    \u001b[39m | \u001b[39m0.9429   \u001b[39m | \u001b[39m132.1    \u001b[39m | \u001b[39m95.23    \u001b[39m | \u001b[39m12.87    \u001b[39m | \u001b[39m89.48    \u001b[39m | \u001b[39m77.74    \u001b[39m | \u001b[39m23.52    \u001b[39m | \u001b[39m0.9885   \u001b[39m | \u001b[39m0.6518   \u001b[39m | \u001b[39m2.13     \u001b[39m | \u001b[39m9.175    \u001b[39m | \u001b[39m4.752    \u001b[39m | \u001b[39m38.45    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:36:59,361 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.9019, R²: 0.3873\n"
     ]
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      "| \u001b[39m116      \u001b[39m | \u001b[39m-0.9019  \u001b[39m | \u001b[39m4.394e+04\u001b[39m | \u001b[39m40.47    \u001b[39m | \u001b[39m0.06403  \u001b[39m | \u001b[39m0.2271   \u001b[39m | \u001b[39m1.982    \u001b[39m | \u001b[39m3.59     \u001b[39m | \u001b[39m1.103    \u001b[39m | \u001b[39m99.05    \u001b[39m | \u001b[39m2.2      \u001b[39m | \u001b[39m2.869    \u001b[39m | \u001b[39m7.073    \u001b[39m | \u001b[39m3.739    \u001b[39m | \u001b[39m22.61    \u001b[39m | \u001b[39m13.25    \u001b[39m | \u001b[39m5.668    \u001b[39m | \u001b[39m10.99    \u001b[39m | \u001b[39m0.747    \u001b[39m | \u001b[39m0.02942  \u001b[39m | \u001b[39m64.65    \u001b[39m | \u001b[39m23.71    \u001b[39m | \u001b[39m0.3064   \u001b[39m | \u001b[39m0.9113   \u001b[39m | \u001b[39m0.5198   \u001b[39m | \u001b[39m160.8    \u001b[39m | \u001b[39m0.8161   \u001b[39m | \u001b[39m23.47    \u001b[39m | \u001b[39m95.34    \u001b[39m | \u001b[39m12.75    \u001b[39m | \u001b[39m82.88    \u001b[39m | \u001b[39m88.62    \u001b[39m | \u001b[39m12.21    \u001b[39m | \u001b[39m0.7397   \u001b[39m | \u001b[39m0.3524   \u001b[39m | \u001b[39m0.7172   \u001b[39m | \u001b[39m11.79    \u001b[39m | \u001b[39m4.351    \u001b[39m | \u001b[39m71.39    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:36:59,837 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8847, R²: 0.4104\n"
     ]
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      "| \u001b[39m117      \u001b[39m | \u001b[39m-0.8847  \u001b[39m | \u001b[39m3.799e+04\u001b[39m | \u001b[39m33.24    \u001b[39m | \u001b[39m0.2999   \u001b[39m | \u001b[39m0.2442   \u001b[39m | \u001b[39m3.046    \u001b[39m | \u001b[39m2.008    \u001b[39m | \u001b[39m1.208    \u001b[39m | \u001b[39m24.47    \u001b[39m | \u001b[39m6.34     \u001b[39m | \u001b[39m40.61    \u001b[39m | \u001b[39m6.934    \u001b[39m | \u001b[39m2.725    \u001b[39m | \u001b[39m2.388    \u001b[39m | \u001b[39m27.09    \u001b[39m | \u001b[39m23.07    \u001b[39m | \u001b[39m11.5     \u001b[39m | \u001b[39m0.9164   \u001b[39m | \u001b[39m0.04987  \u001b[39m | \u001b[39m16.42    \u001b[39m | \u001b[39m12.54    \u001b[39m | \u001b[39m0.9956   \u001b[39m | \u001b[39m0.4473   \u001b[39m | \u001b[39m0.8846   \u001b[39m | \u001b[39m95.91    \u001b[39m | \u001b[39m0.2194   \u001b[39m | \u001b[39m104.3    \u001b[39m | \u001b[39m80.97    \u001b[39m | \u001b[39m18.24    \u001b[39m | \u001b[39m88.63    \u001b[39m | \u001b[39m81.89    \u001b[39m | \u001b[39m21.7     \u001b[39m | \u001b[39m0.15     \u001b[39m | \u001b[39m0.3382   \u001b[39m | \u001b[39m0.05203  \u001b[39m | \u001b[39m9.817    \u001b[39m | \u001b[39m2.032    \u001b[39m | \u001b[39m3.911    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:37:00,710 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2428, R²: 0.9556\n"
     ]
    },
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      "| \u001b[39m118      \u001b[39m | \u001b[39m-0.2428  \u001b[39m | \u001b[39m9.875e+04\u001b[39m | \u001b[39m45.57    \u001b[39m | \u001b[39m0.1527   \u001b[39m | \u001b[39m0.2681   \u001b[39m | \u001b[39m2.503    \u001b[39m | \u001b[39m4.949    \u001b[39m | \u001b[39m1.257    \u001b[39m | \u001b[39m34.08    \u001b[39m | \u001b[39m9.125    \u001b[39m | \u001b[39m13.95    \u001b[39m | \u001b[39m9.285    \u001b[39m | \u001b[39m3.774    \u001b[39m | \u001b[39m37.31    \u001b[39m | \u001b[39m11.96    \u001b[39m | \u001b[39m29.05    \u001b[39m | \u001b[39m11.01    \u001b[39m | \u001b[39m0.8427   \u001b[39m | \u001b[39m0.2077   \u001b[39m | \u001b[39m13.78    \u001b[39m | \u001b[39m6.56     \u001b[39m | \u001b[39m0.2022   \u001b[39m | \u001b[39m0.9395   \u001b[39m | \u001b[39m0.7339   \u001b[39m | \u001b[39m188.6    \u001b[39m | \u001b[39m0.1852   \u001b[39m | \u001b[39m61.43    \u001b[39m | \u001b[39m17.15    \u001b[39m | \u001b[39m5.136    \u001b[39m | \u001b[39m81.68    \u001b[39m | \u001b[39m79.28    \u001b[39m | \u001b[39m23.23    \u001b[39m | \u001b[39m0.1496   \u001b[39m | \u001b[39m0.8915   \u001b[39m | \u001b[39m2.312    \u001b[39m | \u001b[39m10.98    \u001b[39m | \u001b[39m2.021    \u001b[39m | \u001b[39m62.74    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:01,797 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.1612, R²: 0.9804\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m119      \u001b[39m | \u001b[39m-0.1612  \u001b[39m | \u001b[39m9.184e+04\u001b[39m | \u001b[39m30.97    \u001b[39m | \u001b[39m0.2915   \u001b[39m | \u001b[39m0.7619   \u001b[39m | \u001b[39m1.133    \u001b[39m | \u001b[39m4.943    \u001b[39m | \u001b[39m1.729    \u001b[39m | \u001b[39m5.868    \u001b[39m | \u001b[39m4.617    \u001b[39m | \u001b[39m21.18    \u001b[39m | \u001b[39m1.736    \u001b[39m | \u001b[39m2.325    \u001b[39m | \u001b[39m8.773    \u001b[39m | \u001b[39m28.57    \u001b[39m | \u001b[39m18.26    \u001b[39m | \u001b[39m9.87     \u001b[39m | \u001b[39m0.966    \u001b[39m | \u001b[39m0.2346   \u001b[39m | \u001b[39m82.46    \u001b[39m | \u001b[39m11.44    \u001b[39m | \u001b[39m0.2877   \u001b[39m | \u001b[39m0.4555   \u001b[39m | \u001b[39m0.8672   \u001b[39m | \u001b[39m179.9    \u001b[39m | \u001b[39m0.2301   \u001b[39m | \u001b[39m189.9    \u001b[39m | \u001b[39m12.44    \u001b[39m | \u001b[39m11.23    \u001b[39m | \u001b[39m83.24    \u001b[39m | \u001b[39m92.47    \u001b[39m | \u001b[39m9.003    \u001b[39m | \u001b[39m0.4194   \u001b[39m | \u001b[39m0.5636   \u001b[39m | \u001b[39m0.5885   \u001b[39m | \u001b[39m10.92    \u001b[39m | \u001b[39m3.25     \u001b[39m | \u001b[39m12.02    \u001b[39m |\n"
     ]
    },
    {
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      "2025-04-09 17:37:02,749 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.1967, R²: 0.9709\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m120      \u001b[39m | \u001b[39m-0.1967  \u001b[39m | \u001b[39m3.347e+04\u001b[39m | \u001b[39m33.61    \u001b[39m | \u001b[39m0.1627   \u001b[39m | \u001b[39m0.5862   \u001b[39m | \u001b[39m4.039    \u001b[39m | \u001b[39m3.001    \u001b[39m | \u001b[39m1.714    \u001b[39m | \u001b[39m39.96    \u001b[39m | \u001b[39m8.458    \u001b[39m | \u001b[39m3.438    \u001b[39m | \u001b[39m5.454    \u001b[39m | \u001b[39m1.172    \u001b[39m | \u001b[39m40.5     \u001b[39m | \u001b[39m3.918    \u001b[39m | \u001b[39m11.94    \u001b[39m | \u001b[39m8.361    \u001b[39m | \u001b[39m0.8981   \u001b[39m | \u001b[39m0.119    \u001b[39m | \u001b[39m11.81    \u001b[39m | \u001b[39m11.05    \u001b[39m | \u001b[39m0.566    \u001b[39m | \u001b[39m0.1993   \u001b[39m | \u001b[39m0.2483   \u001b[39m | \u001b[39m12.57    \u001b[39m | \u001b[39m0.9373   \u001b[39m | \u001b[39m124.7    \u001b[39m | \u001b[39m27.62    \u001b[39m | \u001b[39m17.49    \u001b[39m | \u001b[39m87.32    \u001b[39m | \u001b[39m84.86    \u001b[39m | \u001b[39m8.003    \u001b[39m | \u001b[39m0.8095   \u001b[39m | \u001b[39m0.298    \u001b[39m | \u001b[39m2.515    \u001b[39m | \u001b[39m7.207    \u001b[39m | \u001b[39m3.418    \u001b[39m | \u001b[39m50.26    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:03,731 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.4044, R²: 0.8768\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m121      \u001b[39m | \u001b[39m-0.4044  \u001b[39m | \u001b[39m1.733e+04\u001b[39m | \u001b[39m19.28    \u001b[39m | \u001b[39m0.03835  \u001b[39m | \u001b[39m0.5828   \u001b[39m | \u001b[39m4.648    \u001b[39m | \u001b[39m4.23     \u001b[39m | \u001b[39m0.4422   \u001b[39m | \u001b[39m48.69    \u001b[39m | \u001b[39m4.898    \u001b[39m | \u001b[39m39.68    \u001b[39m | \u001b[39m4.822    \u001b[39m | \u001b[39m0.4507   \u001b[39m | \u001b[39m49.63    \u001b[39m | \u001b[39m8.223    \u001b[39m | \u001b[39m27.23    \u001b[39m | \u001b[39m10.5     \u001b[39m | \u001b[39m0.9861   \u001b[39m | \u001b[39m0.3774   \u001b[39m | \u001b[39m79.7     \u001b[39m | \u001b[39m13.48    \u001b[39m | \u001b[39m0.08054  \u001b[39m | \u001b[39m0.6963   \u001b[39m | \u001b[39m0.3637   \u001b[39m | \u001b[39m22.96    \u001b[39m | \u001b[39m0.6443   \u001b[39m | \u001b[39m22.99    \u001b[39m | \u001b[39m1.121    \u001b[39m | \u001b[39m13.12    \u001b[39m | \u001b[39m94.8     \u001b[39m | \u001b[39m76.79    \u001b[39m | \u001b[39m18.83    \u001b[39m | \u001b[39m0.8612   \u001b[39m | \u001b[39m0.7816   \u001b[39m | \u001b[39m0.024    \u001b[39m | \u001b[39m11.18    \u001b[39m | \u001b[39m1.853    \u001b[39m | \u001b[39m70.59    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:04,634 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.2277, R²: 0.9609\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m122      \u001b[39m | \u001b[39m-0.2277  \u001b[39m | \u001b[39m9.392e+04\u001b[39m | \u001b[39m26.83    \u001b[39m | \u001b[39m0.2561   \u001b[39m | \u001b[39m0.3068   \u001b[39m | \u001b[39m2.952    \u001b[39m | \u001b[39m1.563    \u001b[39m | \u001b[39m1.032    \u001b[39m | \u001b[39m48.75    \u001b[39m | \u001b[39m3.231    \u001b[39m | \u001b[39m26.86    \u001b[39m | \u001b[39m6.01     \u001b[39m | \u001b[39m1.026    \u001b[39m | \u001b[39m4.741    \u001b[39m | \u001b[39m8.175    \u001b[39m | \u001b[39m21.24    \u001b[39m | \u001b[39m12.56    \u001b[39m | \u001b[39m0.7489   \u001b[39m | \u001b[39m0.008576 \u001b[39m | \u001b[39m75.15    \u001b[39m | \u001b[39m32.2     \u001b[39m | \u001b[39m0.3375   \u001b[39m | \u001b[39m0.7182   \u001b[39m | \u001b[39m0.9869   \u001b[39m | \u001b[39m191.2    \u001b[39m | \u001b[39m0.1641   \u001b[39m | \u001b[39m198.2    \u001b[39m | \u001b[39m3.956    \u001b[39m | \u001b[39m11.58    \u001b[39m | \u001b[39m88.32    \u001b[39m | \u001b[39m85.98    \u001b[39m | \u001b[39m12.17    \u001b[39m | \u001b[39m0.2803   \u001b[39m | \u001b[39m0.6254   \u001b[39m | \u001b[39m1.384    \u001b[39m | \u001b[39m7.996    \u001b[39m | \u001b[39m1.475    \u001b[39m | \u001b[39m14.39    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:05,549 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2434, R²: 0.9554\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m123      \u001b[39m | \u001b[39m-0.2434  \u001b[39m | \u001b[39m8.549e+04\u001b[39m | \u001b[39m26.44    \u001b[39m | \u001b[39m0.1315   \u001b[39m | \u001b[39m0.1736   \u001b[39m | \u001b[39m2.543    \u001b[39m | \u001b[39m3.651    \u001b[39m | \u001b[39m0.78     \u001b[39m | \u001b[39m7.611    \u001b[39m | \u001b[39m8.572    \u001b[39m | \u001b[39m23.8     \u001b[39m | \u001b[39m9.791    \u001b[39m | \u001b[39m0.3823   \u001b[39m | \u001b[39m26.24    \u001b[39m | \u001b[39m17.05    \u001b[39m | \u001b[39m7.401    \u001b[39m | \u001b[39m12.33    \u001b[39m | \u001b[39m0.7168   \u001b[39m | \u001b[39m0.2016   \u001b[39m | \u001b[39m72.09    \u001b[39m | \u001b[39m13.57    \u001b[39m | \u001b[39m0.9517   \u001b[39m | \u001b[39m0.5832   \u001b[39m | \u001b[39m0.3487   \u001b[39m | \u001b[39m16.04    \u001b[39m | \u001b[39m0.2174   \u001b[39m | \u001b[39m176.5    \u001b[39m | \u001b[39m96.36    \u001b[39m | \u001b[39m19.32    \u001b[39m | \u001b[39m84.42    \u001b[39m | \u001b[39m88.82    \u001b[39m | \u001b[39m10.27    \u001b[39m | \u001b[39m0.4287   \u001b[39m | \u001b[39m0.8664   \u001b[39m | \u001b[39m0.1126   \u001b[39m | \u001b[39m9.576    \u001b[39m | \u001b[39m2.918    \u001b[39m | \u001b[39m80.88    \u001b[39m |\n"
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:06,594 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.7985, R²: 0.5197\n"
     ]
    },
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      "| \u001b[39m124      \u001b[39m | \u001b[39m-0.7985  \u001b[39m | \u001b[39m7.44e+04 \u001b[39m | \u001b[39m21.38    \u001b[39m | \u001b[39m0.1201   \u001b[39m | \u001b[39m0.2267   \u001b[39m | \u001b[39m1.056    \u001b[39m | \u001b[39m3.172    \u001b[39m | \u001b[39m2.169    \u001b[39m | \u001b[39m20.97    \u001b[39m | \u001b[39m2.566    \u001b[39m | \u001b[39m6.308    \u001b[39m | \u001b[39m4.38     \u001b[39m | \u001b[39m1.888    \u001b[39m | \u001b[39m27.45    \u001b[39m | \u001b[39m23.98    \u001b[39m | \u001b[39m13.23    \u001b[39m | \u001b[39m12.22    \u001b[39m | \u001b[39m0.9237   \u001b[39m | \u001b[39m0.04071  \u001b[39m | \u001b[39m69.01    \u001b[39m | \u001b[39m9.722    \u001b[39m | \u001b[39m0.2669   \u001b[39m | \u001b[39m0.1066   \u001b[39m | \u001b[39m0.1776   \u001b[39m | \u001b[39m99.37    \u001b[39m | \u001b[39m0.14     \u001b[39m | \u001b[39m26.88    \u001b[39m | \u001b[39m38.1     \u001b[39m | \u001b[39m16.16    \u001b[39m | \u001b[39m92.1     \u001b[39m | \u001b[39m83.91    \u001b[39m | \u001b[39m7.97     \u001b[39m | \u001b[39m0.7873   \u001b[39m | \u001b[39m0.1308   \u001b[39m | \u001b[39m2.63     \u001b[39m | \u001b[39m11.44    \u001b[39m | \u001b[39m2.954    \u001b[39m | \u001b[39m82.02    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:07,076 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8664, R²: 0.4345\n"
     ]
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      "| \u001b[39m125      \u001b[39m | \u001b[39m-0.8664  \u001b[39m | \u001b[39m7.19e+04 \u001b[39m | \u001b[39m43.18    \u001b[39m | \u001b[39m0.1711   \u001b[39m | \u001b[39m0.5904   \u001b[39m | \u001b[39m4.672    \u001b[39m | \u001b[39m1.039    \u001b[39m | \u001b[39m0.7781   \u001b[39m | \u001b[39m37.9     \u001b[39m | \u001b[39m3.052    \u001b[39m | \u001b[39m28.07    \u001b[39m | \u001b[39m7.351    \u001b[39m | \u001b[39m1.657    \u001b[39m | \u001b[39m11.66    \u001b[39m | \u001b[39m4.525    \u001b[39m | \u001b[39m15.57    \u001b[39m | \u001b[39m12.84    \u001b[39m | \u001b[39m0.754    \u001b[39m | \u001b[39m0.218    \u001b[39m | \u001b[39m46.53    \u001b[39m | \u001b[39m13.17    \u001b[39m | \u001b[39m0.793    \u001b[39m | \u001b[39m0.2838   \u001b[39m | \u001b[39m0.04563  \u001b[39m | \u001b[39m191.1    \u001b[39m | \u001b[39m0.859    \u001b[39m | \u001b[39m59.29    \u001b[39m | \u001b[39m56.62    \u001b[39m | \u001b[39m19.02    \u001b[39m | \u001b[39m82.18    \u001b[39m | \u001b[39m87.42    \u001b[39m | \u001b[39m11.85    \u001b[39m | \u001b[39m0.08199  \u001b[39m | \u001b[39m0.7996   \u001b[39m | \u001b[39m1.271    \u001b[39m | \u001b[39m10.45    \u001b[39m | \u001b[39m2.867    \u001b[39m | \u001b[39m24.49    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:07,633 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1451, R²: 0.0123\n"
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      "| \u001b[39m126      \u001b[39m | \u001b[39m-1.145   \u001b[39m | \u001b[39m7.754e+04\u001b[39m | \u001b[39m37.19    \u001b[39m | \u001b[39m0.1531   \u001b[39m | \u001b[39m0.4115   \u001b[39m | \u001b[39m1.505    \u001b[39m | \u001b[39m3.92     \u001b[39m | \u001b[39m2.245    \u001b[39m | \u001b[39m15.36    \u001b[39m | \u001b[39m1.66     \u001b[39m | \u001b[39m33.68    \u001b[39m | \u001b[39m6.302    \u001b[39m | \u001b[39m0.4871   \u001b[39m | \u001b[39m10.28    \u001b[39m | \u001b[39m22.06    \u001b[39m | \u001b[39m28.17    \u001b[39m | \u001b[39m7.116    \u001b[39m | \u001b[39m0.8366   \u001b[39m | \u001b[39m0.3706   \u001b[39m | \u001b[39m47.78    \u001b[39m | \u001b[39m18.76    \u001b[39m | \u001b[39m0.8086   \u001b[39m | \u001b[39m0.1694   \u001b[39m | \u001b[39m0.09232  \u001b[39m | \u001b[39m145.0    \u001b[39m | \u001b[39m0.03015  \u001b[39m | \u001b[39m171.1    \u001b[39m | \u001b[39m77.83    \u001b[39m | \u001b[39m6.117    \u001b[39m | \u001b[39m87.01    \u001b[39m | \u001b[39m83.91    \u001b[39m | \u001b[39m12.6     \u001b[39m | \u001b[39m0.9982   \u001b[39m | \u001b[39m0.6892   \u001b[39m | \u001b[39m1.247    \u001b[39m | \u001b[39m12.56    \u001b[39m | \u001b[39m2.81     \u001b[39m | \u001b[39m48.44    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:08,510 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.2764, R²: 0.9425\n"
     ]
    },
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     "text": [
      "| \u001b[39m127      \u001b[39m | \u001b[39m-0.2764  \u001b[39m | \u001b[39m8.771e+04\u001b[39m | \u001b[39m42.61    \u001b[39m | \u001b[39m0.06452  \u001b[39m | \u001b[39m0.5223   \u001b[39m | \u001b[39m3.567    \u001b[39m | \u001b[39m2.524    \u001b[39m | \u001b[39m2.242    \u001b[39m | \u001b[39m4.71     \u001b[39m | \u001b[39m2.246    \u001b[39m | \u001b[39m34.96    \u001b[39m | \u001b[39m8.201    \u001b[39m | \u001b[39m3.968    \u001b[39m | \u001b[39m25.65    \u001b[39m | \u001b[39m26.99    \u001b[39m | \u001b[39m20.02    \u001b[39m | \u001b[39m12.5     \u001b[39m | \u001b[39m0.7145   \u001b[39m | \u001b[39m0.3469   \u001b[39m | \u001b[39m69.53    \u001b[39m | \u001b[39m16.88    \u001b[39m | \u001b[39m0.4305   \u001b[39m | \u001b[39m0.5936   \u001b[39m | \u001b[39m0.3761   \u001b[39m | \u001b[39m10.39    \u001b[39m | \u001b[39m0.4067   \u001b[39m | \u001b[39m195.1    \u001b[39m | \u001b[39m51.61    \u001b[39m | \u001b[39m8.187    \u001b[39m | \u001b[39m92.93    \u001b[39m | \u001b[39m79.8     \u001b[39m | \u001b[39m19.23    \u001b[39m | \u001b[39m0.1278   \u001b[39m | \u001b[39m0.2825   \u001b[39m | \u001b[39m0.1956   \u001b[39m | \u001b[39m10.79    \u001b[39m | \u001b[39m2.369    \u001b[39m | \u001b[39m57.18    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:09,552 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2646, R²: 0.9472\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m128      \u001b[39m | \u001b[39m-0.2646  \u001b[39m | \u001b[39m7.641e+04\u001b[39m | \u001b[39m38.2     \u001b[39m | \u001b[39m0.04002  \u001b[39m | \u001b[39m0.1679   \u001b[39m | \u001b[39m1.07     \u001b[39m | \u001b[39m2.72     \u001b[39m | \u001b[39m2.717    \u001b[39m | \u001b[39m85.21    \u001b[39m | \u001b[39m9.733    \u001b[39m | \u001b[39m22.23    \u001b[39m | \u001b[39m4.986    \u001b[39m | \u001b[39m3.91     \u001b[39m | \u001b[39m40.06    \u001b[39m | \u001b[39m27.82    \u001b[39m | \u001b[39m18.32    \u001b[39m | \u001b[39m12.62    \u001b[39m | \u001b[39m0.7616   \u001b[39m | \u001b[39m0.09756  \u001b[39m | \u001b[39m63.54    \u001b[39m | \u001b[39m29.32    \u001b[39m | \u001b[39m0.9637   \u001b[39m | \u001b[39m0.9721   \u001b[39m | \u001b[39m0.7566   \u001b[39m | \u001b[39m42.5     \u001b[39m | \u001b[39m0.6998   \u001b[39m | \u001b[39m35.16    \u001b[39m | \u001b[39m38.94    \u001b[39m | \u001b[39m19.88    \u001b[39m | \u001b[39m84.84    \u001b[39m | \u001b[39m85.22    \u001b[39m | \u001b[39m10.97    \u001b[39m | \u001b[39m0.3217   \u001b[39m | \u001b[39m0.1222   \u001b[39m | \u001b[39m1.692    \u001b[39m | \u001b[39m10.41    \u001b[39m | \u001b[39m2.444    \u001b[39m | \u001b[39m22.1     \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:37:10,053 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.2072, R²: 0.9677\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m129      \u001b[39m | \u001b[39m-0.2072  \u001b[39m | \u001b[39m3.511e+03\u001b[39m | \u001b[39m26.25    \u001b[39m | \u001b[39m0.141    \u001b[39m | \u001b[39m0.9667   \u001b[39m | \u001b[39m1.325    \u001b[39m | \u001b[39m1.555    \u001b[39m | \u001b[39m2.255    \u001b[39m | \u001b[39m61.55    \u001b[39m | \u001b[39m9.614    \u001b[39m | \u001b[39m16.48    \u001b[39m | \u001b[39m5.24     \u001b[39m | \u001b[39m2.934    \u001b[39m | \u001b[39m43.86    \u001b[39m | \u001b[39m21.55    \u001b[39m | \u001b[39m22.97    \u001b[39m | \u001b[39m7.956    \u001b[39m | \u001b[39m0.9136   \u001b[39m | \u001b[39m0.2912   \u001b[39m | \u001b[39m71.31    \u001b[39m | \u001b[39m26.68    \u001b[39m | \u001b[39m0.3719   \u001b[39m | \u001b[39m0.9907   \u001b[39m | \u001b[39m0.7476   \u001b[39m | \u001b[39m26.96    \u001b[39m | \u001b[39m0.8737   \u001b[39m | \u001b[39m117.4    \u001b[39m | \u001b[39m77.2     \u001b[39m | \u001b[39m8.456    \u001b[39m | \u001b[39m84.09    \u001b[39m | \u001b[39m81.26    \u001b[39m | \u001b[39m8.403    \u001b[39m | \u001b[39m0.6826   \u001b[39m | \u001b[39m0.02052  \u001b[39m | \u001b[39m0.8834   \u001b[39m | \u001b[39m10.38    \u001b[39m | \u001b[39m2.209    \u001b[39m | \u001b[39m41.04    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:11,054 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 0.8800, R²: 0.4166\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m130      \u001b[39m | \u001b[39m-0.88    \u001b[39m | \u001b[39m5.015e+04\u001b[39m | \u001b[39m44.08    \u001b[39m | \u001b[39m0.1795   \u001b[39m | \u001b[39m0.4692   \u001b[39m | \u001b[39m1.328    \u001b[39m | \u001b[39m4.532    \u001b[39m | \u001b[39m0.2187   \u001b[39m | \u001b[39m36.68    \u001b[39m | \u001b[39m1.056    \u001b[39m | \u001b[39m8.371    \u001b[39m | \u001b[39m2.627    \u001b[39m | \u001b[39m1.342    \u001b[39m | \u001b[39m39.64    \u001b[39m | \u001b[39m11.9     \u001b[39m | \u001b[39m16.55    \u001b[39m | \u001b[39m11.98    \u001b[39m | \u001b[39m0.8968   \u001b[39m | \u001b[39m0.002423 \u001b[39m | \u001b[39m37.77    \u001b[39m | \u001b[39m9.048    \u001b[39m | \u001b[39m0.3948   \u001b[39m | \u001b[39m0.3552   \u001b[39m | \u001b[39m0.2175   \u001b[39m | \u001b[39m15.88    \u001b[39m | \u001b[39m0.2329   \u001b[39m | \u001b[39m198.0    \u001b[39m | \u001b[39m73.64    \u001b[39m | \u001b[39m14.4     \u001b[39m | \u001b[39m87.19    \u001b[39m | \u001b[39m80.31    \u001b[39m | \u001b[39m13.83    \u001b[39m | \u001b[39m0.8836   \u001b[39m | \u001b[39m0.3886   \u001b[39m | \u001b[39m0.08255  \u001b[39m | \u001b[39m11.79    \u001b[39m | \u001b[39m3.897    \u001b[39m | \u001b[39m51.77    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:11,501 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.7033, R²: 0.6275\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m131      \u001b[39m | \u001b[39m-0.7033  \u001b[39m | \u001b[39m2.025e+04\u001b[39m | \u001b[39m29.67    \u001b[39m | \u001b[39m0.2006   \u001b[39m | \u001b[39m0.5562   \u001b[39m | \u001b[39m3.769    \u001b[39m | \u001b[39m2.174    \u001b[39m | \u001b[39m2.812    \u001b[39m | \u001b[39m56.65    \u001b[39m | \u001b[39m1.673    \u001b[39m | \u001b[39m8.137    \u001b[39m | \u001b[39m3.094    \u001b[39m | \u001b[39m1.024    \u001b[39m | \u001b[39m31.3     \u001b[39m | \u001b[39m13.74    \u001b[39m | \u001b[39m13.7     \u001b[39m | \u001b[39m11.99    \u001b[39m | \u001b[39m0.6101   \u001b[39m | \u001b[39m0.3586   \u001b[39m | \u001b[39m28.28    \u001b[39m | \u001b[39m34.87    \u001b[39m | \u001b[39m0.1139   \u001b[39m | \u001b[39m0.971    \u001b[39m | \u001b[39m0.7576   \u001b[39m | \u001b[39m92.19    \u001b[39m | \u001b[39m0.145    \u001b[39m | \u001b[39m94.6     \u001b[39m | \u001b[39m50.27    \u001b[39m | \u001b[39m14.66    \u001b[39m | \u001b[39m81.06    \u001b[39m | \u001b[39m89.2     \u001b[39m | \u001b[39m15.9     \u001b[39m | \u001b[39m0.2571   \u001b[39m | \u001b[39m0.2445   \u001b[39m | \u001b[39m2.999    \u001b[39m | \u001b[39m11.49    \u001b[39m | \u001b[39m4.923    \u001b[39m | \u001b[39m75.89    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:11,844 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1518, R²: 0.0008\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m132      \u001b[39m | \u001b[39m-1.152   \u001b[39m | \u001b[39m4.111e+04\u001b[39m | \u001b[39m38.41    \u001b[39m | \u001b[39m0.1079   \u001b[39m | \u001b[39m0.4329   \u001b[39m | \u001b[39m1.737    \u001b[39m | \u001b[39m3.209    \u001b[39m | \u001b[39m0.04922  \u001b[39m | \u001b[39m71.03    \u001b[39m | \u001b[39m6.102    \u001b[39m | \u001b[39m17.15    \u001b[39m | \u001b[39m7.646    \u001b[39m | \u001b[39m3.401    \u001b[39m | \u001b[39m38.01    \u001b[39m | \u001b[39m20.67    \u001b[39m | \u001b[39m21.8     \u001b[39m | \u001b[39m8.6      \u001b[39m | \u001b[39m0.804    \u001b[39m | \u001b[39m0.3055   \u001b[39m | \u001b[39m12.07    \u001b[39m | \u001b[39m20.19    \u001b[39m | \u001b[39m0.9542   \u001b[39m | \u001b[39m0.2359   \u001b[39m | \u001b[39m0.453    \u001b[39m | \u001b[39m40.77    \u001b[39m | \u001b[39m0.9551   \u001b[39m | \u001b[39m50.16    \u001b[39m | \u001b[39m39.75    \u001b[39m | \u001b[39m19.28    \u001b[39m | \u001b[39m91.1     \u001b[39m | \u001b[39m94.29    \u001b[39m | \u001b[39m15.66    \u001b[39m | \u001b[39m0.437    \u001b[39m | \u001b[39m0.5681   \u001b[39m | \u001b[39m1.673    \u001b[39m | \u001b[39m10.13    \u001b[39m | \u001b[39m4.616    \u001b[39m | \u001b[39m86.71    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:12,205 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 0.8719, R²: 0.4274\n"
     ]
    },
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      "| \u001b[39m133      \u001b[39m | \u001b[39m-0.8719  \u001b[39m | \u001b[39m3.915e+04\u001b[39m | \u001b[39m11.3     \u001b[39m | \u001b[39m0.134    \u001b[39m | \u001b[39m0.2736   \u001b[39m | \u001b[39m2.511    \u001b[39m | \u001b[39m1.965    \u001b[39m | \u001b[39m2.776    \u001b[39m | \u001b[39m73.57    \u001b[39m | \u001b[39m9.701    \u001b[39m | \u001b[39m39.63    \u001b[39m | \u001b[39m1.726    \u001b[39m | \u001b[39m2.441    \u001b[39m | \u001b[39m7.34     \u001b[39m | \u001b[39m21.24    \u001b[39m | \u001b[39m22.81    \u001b[39m | \u001b[39m11.58    \u001b[39m | \u001b[39m0.9253   \u001b[39m | \u001b[39m0.0007523\u001b[39m | \u001b[39m27.98    \u001b[39m | \u001b[39m15.83    \u001b[39m | \u001b[39m0.7415   \u001b[39m | \u001b[39m0.7575   \u001b[39m | \u001b[39m0.8193   \u001b[39m | \u001b[39m94.49    \u001b[39m | \u001b[39m0.4173   \u001b[39m | \u001b[39m197.7    \u001b[39m | \u001b[39m71.35    \u001b[39m | \u001b[39m15.16    \u001b[39m | \u001b[39m92.56    \u001b[39m | \u001b[39m85.26    \u001b[39m | \u001b[39m18.81    \u001b[39m | \u001b[39m0.1106   \u001b[39m | \u001b[39m0.591    \u001b[39m | \u001b[39m0.3055   \u001b[39m | \u001b[39m7.432    \u001b[39m | \u001b[39m4.276    \u001b[39m | \u001b[39m3.608    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:13,298 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2236, R²: 0.9623\n"
     ]
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      "| \u001b[39m134      \u001b[39m | \u001b[39m-0.2236  \u001b[39m | \u001b[39m2.192e+04\u001b[39m | \u001b[39m23.89    \u001b[39m | \u001b[39m0.2412   \u001b[39m | \u001b[39m0.8944   \u001b[39m | \u001b[39m2.841    \u001b[39m | \u001b[39m2.261    \u001b[39m | \u001b[39m0.1525   \u001b[39m | \u001b[39m58.35    \u001b[39m | \u001b[39m8.575    \u001b[39m | \u001b[39m43.73    \u001b[39m | \u001b[39m5.463    \u001b[39m | \u001b[39m2.848    \u001b[39m | \u001b[39m16.34    \u001b[39m | \u001b[39m8.29     \u001b[39m | \u001b[39m17.56    \u001b[39m | \u001b[39m8.241    \u001b[39m | \u001b[39m0.862    \u001b[39m | \u001b[39m0.2913   \u001b[39m | \u001b[39m38.55    \u001b[39m | \u001b[39m10.86    \u001b[39m | \u001b[39m0.4848   \u001b[39m | \u001b[39m0.01629  \u001b[39m | \u001b[39m0.118    \u001b[39m | \u001b[39m192.6    \u001b[39m | \u001b[39m0.7081   \u001b[39m | \u001b[39m61.34    \u001b[39m | \u001b[39m53.96    \u001b[39m | \u001b[39m14.05    \u001b[39m | \u001b[39m84.36    \u001b[39m | \u001b[39m76.44    \u001b[39m | \u001b[39m18.94    \u001b[39m | \u001b[39m0.9404   \u001b[39m | \u001b[39m0.9475   \u001b[39m | \u001b[39m0.474    \u001b[39m | \u001b[39m7.559    \u001b[39m | \u001b[39m4.738    \u001b[39m | \u001b[39m50.03    \u001b[39m |\n"
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      "2025-04-09 17:37:14,467 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.0931, R²: 0.9935\n"
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      "| \u001b[39m135      \u001b[39m | \u001b[39m-0.09305 \u001b[39m | \u001b[39m2.365e+04\u001b[39m | \u001b[39m26.7     \u001b[39m | \u001b[39m0.1211   \u001b[39m | \u001b[39m0.6005   \u001b[39m | \u001b[39m4.997    \u001b[39m | \u001b[39m2.339    \u001b[39m | \u001b[39m2.847    \u001b[39m | \u001b[39m29.79    \u001b[39m | \u001b[39m1.895    \u001b[39m | \u001b[39m6.278    \u001b[39m | \u001b[39m2.975    \u001b[39m | \u001b[39m3.249    \u001b[39m | \u001b[39m18.16    \u001b[39m | \u001b[39m26.12    \u001b[39m | \u001b[39m7.357    \u001b[39m | \u001b[39m9.071    \u001b[39m | \u001b[39m0.9073   \u001b[39m | \u001b[39m0.371    \u001b[39m | \u001b[39m2.514    \u001b[39m | \u001b[39m22.87    \u001b[39m | \u001b[39m0.6654   \u001b[39m | \u001b[39m0.9521   \u001b[39m | \u001b[39m0.5276   \u001b[39m | \u001b[39m37.2     \u001b[39m | \u001b[39m0.6552   \u001b[39m | \u001b[39m193.1    \u001b[39m | \u001b[39m1.931    \u001b[39m | \u001b[39m17.48    \u001b[39m | \u001b[39m80.71    \u001b[39m | \u001b[39m88.74    \u001b[39m | \u001b[39m20.05    \u001b[39m | \u001b[39m0.353    \u001b[39m | \u001b[39m0.5751   \u001b[39m | \u001b[39m2.077    \u001b[39m | \u001b[39m7.789    \u001b[39m | \u001b[39m4.188    \u001b[39m | \u001b[39m76.81    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:15,230 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1384, R²: 0.0238\n"
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      "| \u001b[39m136      \u001b[39m | \u001b[39m-1.138   \u001b[39m | \u001b[39m3.56e+04 \u001b[39m | \u001b[39m20.26    \u001b[39m | \u001b[39m0.2214   \u001b[39m | \u001b[39m0.4896   \u001b[39m | \u001b[39m1.46     \u001b[39m | \u001b[39m2.258    \u001b[39m | \u001b[39m2.433    \u001b[39m | \u001b[39m3.945    \u001b[39m | \u001b[39m8.989    \u001b[39m | \u001b[39m3.293    \u001b[39m | \u001b[39m2.724    \u001b[39m | \u001b[39m3.582    \u001b[39m | \u001b[39m40.71    \u001b[39m | \u001b[39m29.23    \u001b[39m | \u001b[39m22.36    \u001b[39m | \u001b[39m10.48    \u001b[39m | \u001b[39m0.7913   \u001b[39m | \u001b[39m0.081    \u001b[39m | \u001b[39m43.49    \u001b[39m | \u001b[39m1.08     \u001b[39m | \u001b[39m0.1117   \u001b[39m | \u001b[39m0.4099   \u001b[39m | \u001b[39m0.2226   \u001b[39m | \u001b[39m173.1    \u001b[39m | \u001b[39m0.9937   \u001b[39m | \u001b[39m31.56    \u001b[39m | \u001b[39m1.944    \u001b[39m | \u001b[39m11.25    \u001b[39m | \u001b[39m92.75    \u001b[39m | \u001b[39m89.02    \u001b[39m | \u001b[39m17.87    \u001b[39m | \u001b[39m0.5013   \u001b[39m | \u001b[39m0.8973   \u001b[39m | \u001b[39m1.848    \u001b[39m | \u001b[39m12.9     \u001b[39m | \u001b[39m3.064    \u001b[39m | \u001b[39m66.25    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:16,178 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.8611, R²: 0.4415\n"
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     "output_type": "stream",
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      "| \u001b[39m137      \u001b[39m | \u001b[39m-0.8611  \u001b[39m | \u001b[39m5.924e+04\u001b[39m | \u001b[39m22.45    \u001b[39m | \u001b[39m0.2248   \u001b[39m | \u001b[39m0.7613   \u001b[39m | \u001b[39m2.51     \u001b[39m | \u001b[39m2.637    \u001b[39m | \u001b[39m2.704    \u001b[39m | \u001b[39m12.64    \u001b[39m | \u001b[39m8.909    \u001b[39m | \u001b[39m11.12    \u001b[39m | \u001b[39m2.593    \u001b[39m | \u001b[39m1.332    \u001b[39m | \u001b[39m2.355    \u001b[39m | \u001b[39m16.28    \u001b[39m | \u001b[39m24.21    \u001b[39m | \u001b[39m7.642    \u001b[39m | \u001b[39m0.8864   \u001b[39m | \u001b[39m0.3359   \u001b[39m | \u001b[39m57.58    \u001b[39m | \u001b[39m3.518    \u001b[39m | \u001b[39m0.7254   \u001b[39m | \u001b[39m0.187    \u001b[39m | \u001b[39m0.2696   \u001b[39m | \u001b[39m109.4    \u001b[39m | \u001b[39m0.6862   \u001b[39m | \u001b[39m195.4    \u001b[39m | \u001b[39m95.62    \u001b[39m | \u001b[39m13.09    \u001b[39m | \u001b[39m84.22    \u001b[39m | \u001b[39m91.9     \u001b[39m | \u001b[39m9.086    \u001b[39m | \u001b[39m0.5873   \u001b[39m | \u001b[39m0.321    \u001b[39m | \u001b[39m0.6515   \u001b[39m | \u001b[39m7.837    \u001b[39m | \u001b[39m1.854    \u001b[39m | \u001b[39m79.09    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:37:17,101 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.8541, R²: 0.4505\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m138      \u001b[39m | \u001b[39m-0.8541  \u001b[39m | \u001b[39m6.676e+04\u001b[39m | \u001b[39m49.37    \u001b[39m | \u001b[39m0.08216  \u001b[39m | \u001b[39m0.3204   \u001b[39m | \u001b[39m4.67     \u001b[39m | \u001b[39m2.06     \u001b[39m | \u001b[39m2.361    \u001b[39m | \u001b[39m4.749    \u001b[39m | \u001b[39m5.969    \u001b[39m | \u001b[39m13.74    \u001b[39m | \u001b[39m1.231    \u001b[39m | \u001b[39m1.842    \u001b[39m | \u001b[39m40.14    \u001b[39m | \u001b[39m28.9     \u001b[39m | \u001b[39m29.36    \u001b[39m | \u001b[39m7.615    \u001b[39m | \u001b[39m0.9058   \u001b[39m | \u001b[39m0.0875   \u001b[39m | \u001b[39m76.41    \u001b[39m | \u001b[39m26.23    \u001b[39m | \u001b[39m0.07638  \u001b[39m | \u001b[39m0.4218   \u001b[39m | \u001b[39m0.3691   \u001b[39m | \u001b[39m30.54    \u001b[39m | \u001b[39m0.9876   \u001b[39m | \u001b[39m14.34    \u001b[39m | \u001b[39m60.45    \u001b[39m | \u001b[39m14.07    \u001b[39m | \u001b[39m91.11    \u001b[39m | \u001b[39m85.72    \u001b[39m | \u001b[39m12.74    \u001b[39m | \u001b[39m0.1804   \u001b[39m | \u001b[39m0.32     \u001b[39m | \u001b[39m0.5666   \u001b[39m | \u001b[39m8.928    \u001b[39m | \u001b[39m2.239    \u001b[39m | \u001b[39m13.83    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:37:18,065 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0750, R²: 0.9958\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[35m139      \u001b[39m | \u001b[35m-0.07501 \u001b[39m | \u001b[35m4.016e+04\u001b[39m | \u001b[35m28.72    \u001b[39m | \u001b[35m0.1704   \u001b[39m | \u001b[35m0.2607   \u001b[39m | \u001b[35m1.778    \u001b[39m | \u001b[35m2.569    \u001b[39m | \u001b[35m2.516    \u001b[39m | \u001b[35m88.81    \u001b[39m | \u001b[35m5.032    \u001b[39m | \u001b[35m26.46    \u001b[39m | \u001b[35m0.02862  \u001b[39m | \u001b[35m3.562    \u001b[39m | \u001b[35m2.197    \u001b[39m | \u001b[35m25.65    \u001b[39m | \u001b[35m6.434    \u001b[39m | \u001b[35m8.525    \u001b[39m | \u001b[35m0.6946   \u001b[39m | \u001b[35m0.1327   \u001b[39m | \u001b[35m31.66    \u001b[39m | \u001b[35m17.45    \u001b[39m | \u001b[35m0.6394   \u001b[39m | \u001b[35m0.6956   \u001b[39m | \u001b[35m0.732    \u001b[39m | \u001b[35m26.61    \u001b[39m | \u001b[35m0.8206   \u001b[39m | \u001b[35m135.1    \u001b[39m | \u001b[35m10.62    \u001b[39m | \u001b[35m9.976    \u001b[39m | \u001b[35m87.71    \u001b[39m | \u001b[35m89.28    \u001b[39m | \u001b[35m6.105    \u001b[39m | \u001b[35m0.4966   \u001b[39m | \u001b[35m0.2706   \u001b[39m | \u001b[35m1.299    \u001b[39m | \u001b[35m10.17    \u001b[39m | \u001b[35m4.426    \u001b[39m | \u001b[35m97.93    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:18,428 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1551, R²: -0.0051\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m140      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m5.402e+04\u001b[39m | \u001b[39m39.03    \u001b[39m | \u001b[39m0.1801   \u001b[39m | \u001b[39m0.1542   \u001b[39m | \u001b[39m1.527    \u001b[39m | \u001b[39m2.408    \u001b[39m | \u001b[39m0.09335  \u001b[39m | \u001b[39m55.84    \u001b[39m | \u001b[39m4.544    \u001b[39m | \u001b[39m35.86    \u001b[39m | \u001b[39m7.756    \u001b[39m | \u001b[39m0.7782   \u001b[39m | \u001b[39m34.18    \u001b[39m | \u001b[39m4.754    \u001b[39m | \u001b[39m6.842    \u001b[39m | \u001b[39m9.208    \u001b[39m | \u001b[39m0.9401   \u001b[39m | \u001b[39m0.3448   \u001b[39m | \u001b[39m13.33    \u001b[39m | \u001b[39m15.69    \u001b[39m | \u001b[39m0.1757   \u001b[39m | \u001b[39m0.957    \u001b[39m | \u001b[39m0.5586   \u001b[39m | \u001b[39m165.2    \u001b[39m | \u001b[39m0.1846   \u001b[39m | \u001b[39m193.9    \u001b[39m | \u001b[39m54.64    \u001b[39m | \u001b[39m11.64    \u001b[39m | \u001b[39m82.92    \u001b[39m | \u001b[39m92.06    \u001b[39m | \u001b[39m19.05    \u001b[39m | \u001b[39m0.09592  \u001b[39m | \u001b[39m0.504    \u001b[39m | \u001b[39m2.624    \u001b[39m | \u001b[39m10.52    \u001b[39m | \u001b[39m4.293    \u001b[39m | \u001b[39m2.753    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:19,319 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0862, R²: 0.9944\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m141      \u001b[39m | \u001b[39m-0.08623 \u001b[39m | \u001b[39m5.424e+04\u001b[39m | \u001b[39m47.51    \u001b[39m | \u001b[39m0.04011  \u001b[39m | \u001b[39m0.5448   \u001b[39m | \u001b[39m2.261    \u001b[39m | \u001b[39m4.97     \u001b[39m | \u001b[39m1.962    \u001b[39m | \u001b[39m6.132    \u001b[39m | \u001b[39m7.579    \u001b[39m | \u001b[39m15.31    \u001b[39m | \u001b[39m8.438    \u001b[39m | \u001b[39m1.149    \u001b[39m | \u001b[39m42.58    \u001b[39m | \u001b[39m24.14    \u001b[39m | \u001b[39m26.14    \u001b[39m | \u001b[39m12.82    \u001b[39m | \u001b[39m0.7926   \u001b[39m | \u001b[39m0.1171   \u001b[39m | \u001b[39m16.84    \u001b[39m | \u001b[39m21.27    \u001b[39m | \u001b[39m0.05035  \u001b[39m | \u001b[39m0.5649   \u001b[39m | \u001b[39m0.4575   \u001b[39m | \u001b[39m132.4    \u001b[39m | \u001b[39m0.6078   \u001b[39m | \u001b[39m175.8    \u001b[39m | \u001b[39m13.2     \u001b[39m | \u001b[39m5.291    \u001b[39m | \u001b[39m85.37    \u001b[39m | \u001b[39m76.7     \u001b[39m | \u001b[39m15.42    \u001b[39m | \u001b[39m0.5139   \u001b[39m | \u001b[39m0.5566   \u001b[39m | \u001b[39m1.818    \u001b[39m | \u001b[39m9.295    \u001b[39m | \u001b[39m4.038    \u001b[39m | \u001b[39m62.11    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:37:20,616 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 1.0396, R²: 0.1858\n"
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    },
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      "| \u001b[39m142      \u001b[39m | \u001b[39m-1.04    \u001b[39m | \u001b[39m2.32e+04 \u001b[39m | \u001b[39m48.93    \u001b[39m | \u001b[39m0.03424  \u001b[39m | \u001b[39m0.559    \u001b[39m | \u001b[39m3.995    \u001b[39m | \u001b[39m4.448    \u001b[39m | \u001b[39m0.5364   \u001b[39m | \u001b[39m72.86    \u001b[39m | \u001b[39m3.814    \u001b[39m | \u001b[39m10.66    \u001b[39m | \u001b[39m4.448    \u001b[39m | \u001b[39m3.408    \u001b[39m | \u001b[39m38.79    \u001b[39m | \u001b[39m16.62    \u001b[39m | \u001b[39m15.69    \u001b[39m | \u001b[39m12.76    \u001b[39m | \u001b[39m0.7261   \u001b[39m | \u001b[39m0.2822   \u001b[39m | \u001b[39m15.97    \u001b[39m | \u001b[39m10.19    \u001b[39m | \u001b[39m0.5049   \u001b[39m | \u001b[39m0.4802   \u001b[39m | \u001b[39m0.6373   \u001b[39m | \u001b[39m13.9     \u001b[39m | \u001b[39m0.5717   \u001b[39m | \u001b[39m194.2    \u001b[39m | \u001b[39m87.31    \u001b[39m | \u001b[39m12.81    \u001b[39m | \u001b[39m86.74    \u001b[39m | \u001b[39m84.67    \u001b[39m | \u001b[39m17.45    \u001b[39m | \u001b[39m0.1436   \u001b[39m | \u001b[39m0.461    \u001b[39m | \u001b[39m0.6219   \u001b[39m | \u001b[39m10.58    \u001b[39m | \u001b[39m2.501    \u001b[39m | \u001b[39m76.31    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:20,978 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.3932, R²: 0.8835\n"
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    },
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      "| \u001b[39m143      \u001b[39m | \u001b[39m-0.3932  \u001b[39m | \u001b[39m5.114e+04\u001b[39m | \u001b[39m26.89    \u001b[39m | \u001b[39m0.03762  \u001b[39m | \u001b[39m0.4767   \u001b[39m | \u001b[39m3.639    \u001b[39m | \u001b[39m4.616    \u001b[39m | \u001b[39m2.834    \u001b[39m | \u001b[39m15.98    \u001b[39m | \u001b[39m5.111    \u001b[39m | \u001b[39m32.61    \u001b[39m | \u001b[39m4.359    \u001b[39m | \u001b[39m0.8222   \u001b[39m | \u001b[39m48.97    \u001b[39m | \u001b[39m5.576    \u001b[39m | \u001b[39m12.45    \u001b[39m | \u001b[39m11.64    \u001b[39m | \u001b[39m0.9283   \u001b[39m | \u001b[39m0.06749  \u001b[39m | \u001b[39m80.17    \u001b[39m | \u001b[39m8.044    \u001b[39m | \u001b[39m0.575    \u001b[39m | \u001b[39m0.03724  \u001b[39m | \u001b[39m0.05111  \u001b[39m | \u001b[39m107.4    \u001b[39m | \u001b[39m0.7126   \u001b[39m | \u001b[39m125.9    \u001b[39m | \u001b[39m25.78    \u001b[39m | \u001b[39m15.95    \u001b[39m | \u001b[39m93.43    \u001b[39m | \u001b[39m80.13    \u001b[39m | \u001b[39m19.39    \u001b[39m | \u001b[39m0.6883   \u001b[39m | \u001b[39m0.6256   \u001b[39m | \u001b[39m0.3452   \u001b[39m | \u001b[39m9.795    \u001b[39m | \u001b[39m1.09     \u001b[39m | \u001b[39m94.26    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:22,041 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1135, R²: 0.0661\n"
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      "| \u001b[39m144      \u001b[39m | \u001b[39m-1.113   \u001b[39m | \u001b[39m4.065e+04\u001b[39m | \u001b[39m31.94    \u001b[39m | \u001b[39m0.1652   \u001b[39m | \u001b[39m0.2167   \u001b[39m | \u001b[39m3.605    \u001b[39m | \u001b[39m4.862    \u001b[39m | \u001b[39m1.915    \u001b[39m | \u001b[39m41.85    \u001b[39m | \u001b[39m6.012    \u001b[39m | \u001b[39m35.74    \u001b[39m | \u001b[39m6.672    \u001b[39m | \u001b[39m0.432    \u001b[39m | \u001b[39m23.81    \u001b[39m | \u001b[39m26.13    \u001b[39m | \u001b[39m11.21    \u001b[39m | \u001b[39m9.174    \u001b[39m | \u001b[39m0.7191   \u001b[39m | \u001b[39m0.3868   \u001b[39m | \u001b[39m5.733    \u001b[39m | \u001b[39m21.93    \u001b[39m | \u001b[39m0.8156   \u001b[39m | \u001b[39m0.2625   \u001b[39m | \u001b[39m0.2207   \u001b[39m | \u001b[39m32.53    \u001b[39m | \u001b[39m0.7131   \u001b[39m | \u001b[39m116.9    \u001b[39m | \u001b[39m88.15    \u001b[39m | \u001b[39m10.7     \u001b[39m | \u001b[39m83.81    \u001b[39m | \u001b[39m80.88    \u001b[39m | \u001b[39m11.73    \u001b[39m | \u001b[39m0.7482   \u001b[39m | \u001b[39m0.1075   \u001b[39m | \u001b[39m1.658    \u001b[39m | \u001b[39m10.46    \u001b[39m | \u001b[39m4.454    \u001b[39m | \u001b[39m62.27    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:23,364 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.3392, R²: 0.9133\n"
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     "text": [
      "| \u001b[39m145      \u001b[39m | \u001b[39m-0.3392  \u001b[39m | \u001b[39m6.72e+04 \u001b[39m | \u001b[39m16.03    \u001b[39m | \u001b[39m0.2386   \u001b[39m | \u001b[39m0.1023   \u001b[39m | \u001b[39m3.451    \u001b[39m | \u001b[39m2.863    \u001b[39m | \u001b[39m0.01738  \u001b[39m | \u001b[39m40.99    \u001b[39m | \u001b[39m5.648    \u001b[39m | \u001b[39m49.73    \u001b[39m | \u001b[39m4.511    \u001b[39m | \u001b[39m3.66     \u001b[39m | \u001b[39m32.82    \u001b[39m | \u001b[39m25.15    \u001b[39m | \u001b[39m18.47    \u001b[39m | \u001b[39m8.457    \u001b[39m | \u001b[39m0.69     \u001b[39m | \u001b[39m0.1942   \u001b[39m | \u001b[39m9.377    \u001b[39m | \u001b[39m30.64    \u001b[39m | \u001b[39m0.3148   \u001b[39m | \u001b[39m0.4276   \u001b[39m | \u001b[39m0.7471   \u001b[39m | \u001b[39m126.9    \u001b[39m | \u001b[39m0.5434   \u001b[39m | \u001b[39m78.28    \u001b[39m | \u001b[39m42.5     \u001b[39m | \u001b[39m7.827    \u001b[39m | \u001b[39m90.79    \u001b[39m | \u001b[39m87.63    \u001b[39m | \u001b[39m17.72    \u001b[39m | \u001b[39m0.6571   \u001b[39m | \u001b[39m0.6163   \u001b[39m | \u001b[39m1.455    \u001b[39m | \u001b[39m10.65    \u001b[39m | \u001b[39m3.021    \u001b[39m | \u001b[39m56.69    \u001b[39m |\n"
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      "2025-04-09 17:37:24,294 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.8238, R²: 0.4888\n"
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      "| \u001b[39m146      \u001b[39m | \u001b[39m-0.8238  \u001b[39m | \u001b[39m2.871e+04\u001b[39m | \u001b[39m27.53    \u001b[39m | \u001b[39m0.2034   \u001b[39m | \u001b[39m0.1577   \u001b[39m | \u001b[39m3.698    \u001b[39m | \u001b[39m3.449    \u001b[39m | \u001b[39m1.928    \u001b[39m | \u001b[39m50.19    \u001b[39m | \u001b[39m2.702    \u001b[39m | \u001b[39m43.63    \u001b[39m | \u001b[39m5.853    \u001b[39m | \u001b[39m0.5909   \u001b[39m | \u001b[39m15.64    \u001b[39m | \u001b[39m24.35    \u001b[39m | \u001b[39m6.033    \u001b[39m | \u001b[39m8.067    \u001b[39m | \u001b[39m0.6827   \u001b[39m | \u001b[39m0.02381  \u001b[39m | \u001b[39m39.02    \u001b[39m | \u001b[39m1.658    \u001b[39m | \u001b[39m0.09648  \u001b[39m | \u001b[39m0.6333   \u001b[39m | \u001b[39m0.1499   \u001b[39m | \u001b[39m123.8    \u001b[39m | \u001b[39m0.249    \u001b[39m | \u001b[39m154.4    \u001b[39m | \u001b[39m45.93    \u001b[39m | \u001b[39m8.689    \u001b[39m | \u001b[39m91.44    \u001b[39m | \u001b[39m88.91    \u001b[39m | \u001b[39m13.09    \u001b[39m | \u001b[39m0.6417   \u001b[39m | \u001b[39m0.4293   \u001b[39m | \u001b[39m1.379    \u001b[39m | \u001b[39m7.397    \u001b[39m | \u001b[39m2.741    \u001b[39m | \u001b[39m32.41    \u001b[39m |\n"
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    },
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      "2025-04-09 17:37:24,678 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1426, R²: 0.0167\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m147      \u001b[39m | \u001b[39m-1.143   \u001b[39m | \u001b[39m5.403e+04\u001b[39m | \u001b[39m23.99    \u001b[39m | \u001b[39m0.1754   \u001b[39m | \u001b[39m0.335    \u001b[39m | \u001b[39m2.226    \u001b[39m | \u001b[39m1.042    \u001b[39m | \u001b[39m1.344    \u001b[39m | \u001b[39m26.77    \u001b[39m | \u001b[39m4.774    \u001b[39m | \u001b[39m34.07    \u001b[39m | \u001b[39m2.087    \u001b[39m | \u001b[39m3.325    \u001b[39m | \u001b[39m25.7     \u001b[39m | \u001b[39m16.27    \u001b[39m | \u001b[39m25.12    \u001b[39m | \u001b[39m10.36    \u001b[39m | \u001b[39m0.9013   \u001b[39m | \u001b[39m0.04863  \u001b[39m | \u001b[39m62.29    \u001b[39m | \u001b[39m22.33    \u001b[39m | \u001b[39m0.01996  \u001b[39m | \u001b[39m0.1245   \u001b[39m | \u001b[39m0.8733   \u001b[39m | \u001b[39m170.4    \u001b[39m | \u001b[39m0.6781   \u001b[39m | \u001b[39m54.03    \u001b[39m | \u001b[39m66.98    \u001b[39m | \u001b[39m5.587    \u001b[39m | \u001b[39m84.78    \u001b[39m | \u001b[39m75.51    \u001b[39m | \u001b[39m7.392    \u001b[39m | \u001b[39m0.4311   \u001b[39m | \u001b[39m0.3824   \u001b[39m | \u001b[39m2.28     \u001b[39m | \u001b[39m12.63    \u001b[39m | \u001b[39m3.318    \u001b[39m | \u001b[39m45.83    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:25,811 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8346, R²: 0.4753\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m148      \u001b[39m | \u001b[39m-0.8346  \u001b[39m | \u001b[39m5.417e+04\u001b[39m | \u001b[39m25.98    \u001b[39m | \u001b[39m0.2762   \u001b[39m | \u001b[39m0.1764   \u001b[39m | \u001b[39m2.774    \u001b[39m | \u001b[39m3.04     \u001b[39m | \u001b[39m2.185    \u001b[39m | \u001b[39m97.17    \u001b[39m | \u001b[39m7.695    \u001b[39m | \u001b[39m48.75    \u001b[39m | \u001b[39m8.333    \u001b[39m | \u001b[39m2.751    \u001b[39m | \u001b[39m30.94    \u001b[39m | \u001b[39m6.977    \u001b[39m | \u001b[39m28.17    \u001b[39m | \u001b[39m8.655    \u001b[39m | \u001b[39m0.8695   \u001b[39m | \u001b[39m0.3101   \u001b[39m | \u001b[39m90.71    \u001b[39m | \u001b[39m12.62    \u001b[39m | \u001b[39m0.5162   \u001b[39m | \u001b[39m0.9788   \u001b[39m | \u001b[39m0.7528   \u001b[39m | \u001b[39m122.8    \u001b[39m | \u001b[39m0.6229   \u001b[39m | \u001b[39m97.73    \u001b[39m | \u001b[39m32.01    \u001b[39m | \u001b[39m15.89    \u001b[39m | \u001b[39m89.56    \u001b[39m | \u001b[39m89.83    \u001b[39m | \u001b[39m6.939    \u001b[39m | \u001b[39m0.4513   \u001b[39m | \u001b[39m0.2286   \u001b[39m | \u001b[39m1.399    \u001b[39m | \u001b[39m10.49    \u001b[39m | \u001b[39m1.939    \u001b[39m | \u001b[39m24.08    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:26,200 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.8315, R²: 0.4792\n"
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    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m149      \u001b[39m | \u001b[39m-0.8315  \u001b[39m | \u001b[39m6.765e+04\u001b[39m | \u001b[39m11.64    \u001b[39m | \u001b[39m0.01163  \u001b[39m | \u001b[39m0.3134   \u001b[39m | \u001b[39m3.292    \u001b[39m | \u001b[39m1.222    \u001b[39m | \u001b[39m1.648    \u001b[39m | \u001b[39m9.522    \u001b[39m | \u001b[39m3.834    \u001b[39m | \u001b[39m8.768    \u001b[39m | \u001b[39m0.7792   \u001b[39m | \u001b[39m2.98     \u001b[39m | \u001b[39m33.78    \u001b[39m | \u001b[39m12.54    \u001b[39m | \u001b[39m22.94    \u001b[39m | \u001b[39m8.945    \u001b[39m | \u001b[39m0.7426   \u001b[39m | \u001b[39m0.0331   \u001b[39m | \u001b[39m81.85    \u001b[39m | \u001b[39m32.48    \u001b[39m | \u001b[39m0.695    \u001b[39m | \u001b[39m0.8631   \u001b[39m | \u001b[39m0.2602   \u001b[39m | \u001b[39m155.3    \u001b[39m | \u001b[39m0.7184   \u001b[39m | \u001b[39m17.36    \u001b[39m | \u001b[39m58.03    \u001b[39m | \u001b[39m14.8     \u001b[39m | \u001b[39m85.4     \u001b[39m | \u001b[39m82.35    \u001b[39m | \u001b[39m18.86    \u001b[39m | \u001b[39m0.9971   \u001b[39m | \u001b[39m0.2161   \u001b[39m | \u001b[39m0.9807   \u001b[39m | \u001b[39m9.247    \u001b[39m | \u001b[39m3.545    \u001b[39m | \u001b[39m30.88    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:37:26,548 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2768, R²: 0.9423\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m150      \u001b[39m | \u001b[39m-0.2768  \u001b[39m | \u001b[39m8.813e+04\u001b[39m | \u001b[39m43.61    \u001b[39m | \u001b[39m0.01315  \u001b[39m | \u001b[39m0.7094   \u001b[39m | \u001b[39m2.776    \u001b[39m | \u001b[39m4.522    \u001b[39m | \u001b[39m2.392    \u001b[39m | \u001b[39m58.89    \u001b[39m | \u001b[39m6.909    \u001b[39m | \u001b[39m18.91    \u001b[39m | \u001b[39m0.4521   \u001b[39m | \u001b[39m3.151    \u001b[39m | \u001b[39m42.5     \u001b[39m | \u001b[39m18.2     \u001b[39m | \u001b[39m15.95    \u001b[39m | \u001b[39m8.765    \u001b[39m | \u001b[39m0.7431   \u001b[39m | \u001b[39m0.3845   \u001b[39m | \u001b[39m75.98    \u001b[39m | \u001b[39m2.599    \u001b[39m | \u001b[39m0.3319   \u001b[39m | \u001b[39m0.4019   \u001b[39m | \u001b[39m0.675    \u001b[39m | \u001b[39m104.9    \u001b[39m | \u001b[39m0.2269   \u001b[39m | \u001b[39m161.4    \u001b[39m | \u001b[39m57.26    \u001b[39m | \u001b[39m7.133    \u001b[39m | \u001b[39m84.03    \u001b[39m | \u001b[39m88.07    \u001b[39m | \u001b[39m16.34    \u001b[39m | \u001b[39m0.7209   \u001b[39m | \u001b[39m0.08963  \u001b[39m | \u001b[39m0.9416   \u001b[39m | \u001b[39m8.01     \u001b[39m | \u001b[39m4.594    \u001b[39m | \u001b[39m93.08    \u001b[39m |\n"
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    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:26,991 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.2714, R²: 0.9445\n"
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    },
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     "text": [
      "| \u001b[39m151      \u001b[39m | \u001b[39m-0.2714  \u001b[39m | \u001b[39m8.539e+04\u001b[39m | \u001b[39m39.61    \u001b[39m | \u001b[39m0.1526   \u001b[39m | \u001b[39m0.4246   \u001b[39m | \u001b[39m1.382    \u001b[39m | \u001b[39m2.511    \u001b[39m | \u001b[39m2.707    \u001b[39m | \u001b[39m29.23    \u001b[39m | \u001b[39m6.072    \u001b[39m | \u001b[39m32.38    \u001b[39m | \u001b[39m6.198    \u001b[39m | \u001b[39m3.398    \u001b[39m | \u001b[39m41.19    \u001b[39m | \u001b[39m26.23    \u001b[39m | \u001b[39m20.55    \u001b[39m | \u001b[39m11.67    \u001b[39m | \u001b[39m0.8143   \u001b[39m | \u001b[39m0.09931  \u001b[39m | \u001b[39m50.38    \u001b[39m | \u001b[39m31.71    \u001b[39m | \u001b[39m0.336    \u001b[39m | \u001b[39m0.1248   \u001b[39m | \u001b[39m0.3072   \u001b[39m | \u001b[39m154.3    \u001b[39m | \u001b[39m0.3811   \u001b[39m | \u001b[39m143.3    \u001b[39m | \u001b[39m21.63    \u001b[39m | \u001b[39m5.147    \u001b[39m | \u001b[39m80.81    \u001b[39m | \u001b[39m75.03    \u001b[39m | \u001b[39m6.392    \u001b[39m | \u001b[39m0.2852   \u001b[39m | \u001b[39m0.6965   \u001b[39m | \u001b[39m1.115    \u001b[39m | \u001b[39m8.427    \u001b[39m | \u001b[39m1.5      \u001b[39m | \u001b[39m72.31    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:28,275 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2093, R²: 0.9670\n"
     ]
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      "| \u001b[39m152      \u001b[39m | \u001b[39m-0.2093  \u001b[39m | \u001b[39m3.034e+04\u001b[39m | \u001b[39m28.44    \u001b[39m | \u001b[39m0.0134   \u001b[39m | \u001b[39m0.9705   \u001b[39m | \u001b[39m3.944    \u001b[39m | \u001b[39m1.35     \u001b[39m | \u001b[39m2.549    \u001b[39m | \u001b[39m20.66    \u001b[39m | \u001b[39m9.629    \u001b[39m | \u001b[39m25.56    \u001b[39m | \u001b[39m8.441    \u001b[39m | \u001b[39m0.7316   \u001b[39m | \u001b[39m17.24    \u001b[39m | \u001b[39m10.99    \u001b[39m | \u001b[39m5.827    \u001b[39m | \u001b[39m9.705    \u001b[39m | \u001b[39m0.9967   \u001b[39m | \u001b[39m0.3388   \u001b[39m | \u001b[39m40.5     \u001b[39m | \u001b[39m13.9     \u001b[39m | \u001b[39m0.3661   \u001b[39m | \u001b[39m0.1083   \u001b[39m | \u001b[39m0.05635  \u001b[39m | \u001b[39m126.1    \u001b[39m | \u001b[39m0.8315   \u001b[39m | \u001b[39m14.65    \u001b[39m | \u001b[39m37.37    \u001b[39m | \u001b[39m14.63    \u001b[39m | \u001b[39m82.0     \u001b[39m | \u001b[39m88.99    \u001b[39m | \u001b[39m6.889    \u001b[39m | \u001b[39m0.4031   \u001b[39m | \u001b[39m0.8914   \u001b[39m | \u001b[39m0.5142   \u001b[39m | \u001b[39m11.09    \u001b[39m | \u001b[39m1.342    \u001b[39m | \u001b[39m14.38    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:29,470 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8505, R²: 0.4551\n"
     ]
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      "| \u001b[39m153      \u001b[39m | \u001b[39m-0.8505  \u001b[39m | \u001b[39m5.884e+04\u001b[39m | \u001b[39m42.4     \u001b[39m | \u001b[39m0.2988   \u001b[39m | \u001b[39m0.8974   \u001b[39m | \u001b[39m2.633    \u001b[39m | \u001b[39m3.731    \u001b[39m | \u001b[39m2.919    \u001b[39m | \u001b[39m21.18    \u001b[39m | \u001b[39m5.32     \u001b[39m | \u001b[39m4.396    \u001b[39m | \u001b[39m6.14     \u001b[39m | \u001b[39m2.861    \u001b[39m | \u001b[39m13.41    \u001b[39m | \u001b[39m2.796    \u001b[39m | \u001b[39m27.57    \u001b[39m | \u001b[39m10.48    \u001b[39m | \u001b[39m0.6854   \u001b[39m | \u001b[39m0.06579  \u001b[39m | \u001b[39m29.51    \u001b[39m | \u001b[39m32.62    \u001b[39m | \u001b[39m0.2992   \u001b[39m | \u001b[39m0.4837   \u001b[39m | \u001b[39m0.8356   \u001b[39m | \u001b[39m77.81    \u001b[39m | \u001b[39m0.3694   \u001b[39m | \u001b[39m147.3    \u001b[39m | \u001b[39m99.65    \u001b[39m | \u001b[39m5.768    \u001b[39m | \u001b[39m88.45    \u001b[39m | \u001b[39m88.83    \u001b[39m | \u001b[39m5.987    \u001b[39m | \u001b[39m0.8997   \u001b[39m | \u001b[39m0.6571   \u001b[39m | \u001b[39m1.721    \u001b[39m | \u001b[39m7.637    \u001b[39m | \u001b[39m2.289    \u001b[39m | \u001b[39m73.59    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:30,689 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1311, R²: 0.0363\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m154      \u001b[39m | \u001b[39m-1.131   \u001b[39m | \u001b[39m5.416e+04\u001b[39m | \u001b[39m12.73    \u001b[39m | \u001b[39m0.2588   \u001b[39m | \u001b[39m0.04878  \u001b[39m | \u001b[39m3.827    \u001b[39m | \u001b[39m2.054    \u001b[39m | \u001b[39m0.9642   \u001b[39m | \u001b[39m22.37    \u001b[39m | \u001b[39m6.89     \u001b[39m | \u001b[39m45.3     \u001b[39m | \u001b[39m4.314    \u001b[39m | \u001b[39m1.826    \u001b[39m | \u001b[39m44.77    \u001b[39m | \u001b[39m15.12    \u001b[39m | \u001b[39m10.33    \u001b[39m | \u001b[39m8.27     \u001b[39m | \u001b[39m0.8912   \u001b[39m | \u001b[39m0.04905  \u001b[39m | \u001b[39m16.54    \u001b[39m | \u001b[39m19.26    \u001b[39m | \u001b[39m0.7955   \u001b[39m | \u001b[39m0.2601   \u001b[39m | \u001b[39m0.8644   \u001b[39m | \u001b[39m172.7    \u001b[39m | \u001b[39m0.9982   \u001b[39m | \u001b[39m35.93    \u001b[39m | \u001b[39m35.76    \u001b[39m | \u001b[39m5.448    \u001b[39m | \u001b[39m92.5     \u001b[39m | \u001b[39m86.98    \u001b[39m | \u001b[39m17.88    \u001b[39m | \u001b[39m0.1384   \u001b[39m | \u001b[39m0.9064   \u001b[39m | \u001b[39m1.109    \u001b[39m | \u001b[39m7.652    \u001b[39m | \u001b[39m3.792    \u001b[39m | \u001b[39m25.74    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:31,062 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0820, R²: 0.9949\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m155      \u001b[39m | \u001b[39m-0.08198 \u001b[39m | \u001b[39m7.757e+04\u001b[39m | \u001b[39m39.41    \u001b[39m | \u001b[39m0.1506   \u001b[39m | \u001b[39m0.4794   \u001b[39m | \u001b[39m1.921    \u001b[39m | \u001b[39m3.306    \u001b[39m | \u001b[39m1.526    \u001b[39m | \u001b[39m92.22    \u001b[39m | \u001b[39m2.97     \u001b[39m | \u001b[39m29.18    \u001b[39m | \u001b[39m7.08     \u001b[39m | \u001b[39m0.9584   \u001b[39m | \u001b[39m21.68    \u001b[39m | \u001b[39m21.36    \u001b[39m | \u001b[39m24.84    \u001b[39m | \u001b[39m11.94    \u001b[39m | \u001b[39m0.8082   \u001b[39m | \u001b[39m0.02083  \u001b[39m | \u001b[39m88.14    \u001b[39m | \u001b[39m17.22    \u001b[39m | \u001b[39m0.5586   \u001b[39m | \u001b[39m0.1107   \u001b[39m | \u001b[39m0.7147   \u001b[39m | \u001b[39m132.0    \u001b[39m | \u001b[39m0.507    \u001b[39m | \u001b[39m154.8    \u001b[39m | \u001b[39m26.68    \u001b[39m | \u001b[39m10.03    \u001b[39m | \u001b[39m84.89    \u001b[39m | \u001b[39m91.33    \u001b[39m | \u001b[39m17.22    \u001b[39m | \u001b[39m0.5599   \u001b[39m | \u001b[39m0.02282  \u001b[39m | \u001b[39m1.193    \u001b[39m | \u001b[39m11.07    \u001b[39m | \u001b[39m3.192    \u001b[39m | \u001b[39m63.91    \u001b[39m |\n"
     ]
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    {
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      "2025-04-09 17:37:31,444 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2517, R²: 0.9523\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m156      \u001b[39m | \u001b[39m-0.2517  \u001b[39m | \u001b[39m9.367e+03\u001b[39m | \u001b[39m43.54    \u001b[39m | \u001b[39m0.1026   \u001b[39m | \u001b[39m0.7697   \u001b[39m | \u001b[39m1.3      \u001b[39m | \u001b[39m1.109    \u001b[39m | \u001b[39m0.3332   \u001b[39m | \u001b[39m25.95    \u001b[39m | \u001b[39m3.879    \u001b[39m | \u001b[39m47.82    \u001b[39m | \u001b[39m9.886    \u001b[39m | \u001b[39m0.5841   \u001b[39m | \u001b[39m38.26    \u001b[39m | \u001b[39m12.62    \u001b[39m | \u001b[39m15.55    \u001b[39m | \u001b[39m9.262    \u001b[39m | \u001b[39m0.9363   \u001b[39m | \u001b[39m0.001206 \u001b[39m | \u001b[39m18.05    \u001b[39m | \u001b[39m6.923    \u001b[39m | \u001b[39m0.2075   \u001b[39m | \u001b[39m0.6603   \u001b[39m | \u001b[39m0.1538   \u001b[39m | \u001b[39m189.1    \u001b[39m | \u001b[39m0.3572   \u001b[39m | \u001b[39m98.57    \u001b[39m | \u001b[39m24.22    \u001b[39m | \u001b[39m6.907    \u001b[39m | \u001b[39m86.96    \u001b[39m | \u001b[39m86.15    \u001b[39m | \u001b[39m24.98    \u001b[39m | \u001b[39m0.4577   \u001b[39m | \u001b[39m0.2981   \u001b[39m | \u001b[39m2.346    \u001b[39m | \u001b[39m10.08    \u001b[39m | \u001b[39m2.442    \u001b[39m | \u001b[39m3.284    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:31,819 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.8055, R²: 0.5112\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m157      \u001b[39m | \u001b[39m-0.8055  \u001b[39m | \u001b[39m8.876e+04\u001b[39m | \u001b[39m25.37    \u001b[39m | \u001b[39m0.1685   \u001b[39m | \u001b[39m0.6792   \u001b[39m | \u001b[39m3.674    \u001b[39m | \u001b[39m2.634    \u001b[39m | \u001b[39m0.8905   \u001b[39m | \u001b[39m37.68    \u001b[39m | \u001b[39m4.391    \u001b[39m | \u001b[39m17.53    \u001b[39m | \u001b[39m6.446    \u001b[39m | \u001b[39m3.852    \u001b[39m | \u001b[39m8.908    \u001b[39m | \u001b[39m13.64    \u001b[39m | \u001b[39m23.52    \u001b[39m | \u001b[39m7.723    \u001b[39m | \u001b[39m0.8255   \u001b[39m | \u001b[39m0.09666  \u001b[39m | \u001b[39m42.75    \u001b[39m | \u001b[39m6.275    \u001b[39m | \u001b[39m0.5365   \u001b[39m | \u001b[39m0.9192   \u001b[39m | \u001b[39m0.3734   \u001b[39m | \u001b[39m182.8    \u001b[39m | \u001b[39m0.2769   \u001b[39m | \u001b[39m79.12    \u001b[39m | \u001b[39m37.37    \u001b[39m | \u001b[39m13.26    \u001b[39m | \u001b[39m89.61    \u001b[39m | \u001b[39m92.2     \u001b[39m | \u001b[39m11.59    \u001b[39m | \u001b[39m0.5751   \u001b[39m | \u001b[39m0.671    \u001b[39m | \u001b[39m0.06799  \u001b[39m | \u001b[39m7.526    \u001b[39m | \u001b[39m2.172    \u001b[39m | \u001b[39m93.83    \u001b[39m |\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:32,839 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.3199, R²: 0.9229\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m158      \u001b[39m | \u001b[39m-0.3199  \u001b[39m | \u001b[39m6.639e+04\u001b[39m | \u001b[39m17.65    \u001b[39m | \u001b[39m0.2092   \u001b[39m | \u001b[39m0.3702   \u001b[39m | \u001b[39m1.152    \u001b[39m | \u001b[39m3.297    \u001b[39m | \u001b[39m0.1068   \u001b[39m | \u001b[39m8.244    \u001b[39m | \u001b[39m5.616    \u001b[39m | \u001b[39m28.53    \u001b[39m | \u001b[39m2.588    \u001b[39m | \u001b[39m3.908    \u001b[39m | \u001b[39m15.91    \u001b[39m | \u001b[39m24.23    \u001b[39m | \u001b[39m8.153    \u001b[39m | \u001b[39m11.86    \u001b[39m | \u001b[39m0.7596   \u001b[39m | \u001b[39m0.2384   \u001b[39m | \u001b[39m36.09    \u001b[39m | \u001b[39m8.343    \u001b[39m | \u001b[39m0.6448   \u001b[39m | \u001b[39m0.687    \u001b[39m | \u001b[39m0.0522   \u001b[39m | \u001b[39m47.91    \u001b[39m | \u001b[39m0.08202  \u001b[39m | \u001b[39m155.9    \u001b[39m | \u001b[39m14.7     \u001b[39m | \u001b[39m5.681    \u001b[39m | \u001b[39m88.77    \u001b[39m | \u001b[39m77.93    \u001b[39m | \u001b[39m22.51    \u001b[39m | \u001b[39m0.5681   \u001b[39m | \u001b[39m0.3193   \u001b[39m | \u001b[39m1.958    \u001b[39m | \u001b[39m12.3     \u001b[39m | \u001b[39m2.816    \u001b[39m | \u001b[39m30.22    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:33,255 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2646, R²: 0.9473\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m159      \u001b[39m | \u001b[39m-0.2646  \u001b[39m | \u001b[39m3.073e+04\u001b[39m | \u001b[39m11.91    \u001b[39m | \u001b[39m0.1442   \u001b[39m | \u001b[39m0.9828   \u001b[39m | \u001b[39m3.032    \u001b[39m | \u001b[39m3.255    \u001b[39m | \u001b[39m0.8072   \u001b[39m | \u001b[39m71.54    \u001b[39m | \u001b[39m5.206    \u001b[39m | \u001b[39m48.08    \u001b[39m | \u001b[39m2.174    \u001b[39m | \u001b[39m0.3377   \u001b[39m | \u001b[39m7.194    \u001b[39m | \u001b[39m15.52    \u001b[39m | \u001b[39m22.03    \u001b[39m | \u001b[39m7.099    \u001b[39m | \u001b[39m0.8465   \u001b[39m | \u001b[39m0.2407   \u001b[39m | \u001b[39m3.964    \u001b[39m | \u001b[39m2.651    \u001b[39m | \u001b[39m0.4036   \u001b[39m | \u001b[39m0.8677   \u001b[39m | \u001b[39m0.4622   \u001b[39m | \u001b[39m71.49    \u001b[39m | \u001b[39m0.5452   \u001b[39m | \u001b[39m59.91    \u001b[39m | \u001b[39m38.87    \u001b[39m | \u001b[39m8.95     \u001b[39m | \u001b[39m94.13    \u001b[39m | \u001b[39m75.98    \u001b[39m | \u001b[39m18.64    \u001b[39m | \u001b[39m0.789    \u001b[39m | \u001b[39m0.3957   \u001b[39m | \u001b[39m1.583    \u001b[39m | \u001b[39m8.845    \u001b[39m | \u001b[39m4.318    \u001b[39m | \u001b[39m39.06    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:37:33,653 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0747, R²: 0.9958\n"
     ]
    },
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      "| \u001b[35m160      \u001b[39m | \u001b[35m-0.07471 \u001b[39m | \u001b[35m2.481e+03\u001b[39m | \u001b[35m35.73    \u001b[39m | \u001b[35m0.1319   \u001b[39m | \u001b[35m0.3452   \u001b[39m | \u001b[35m4.759    \u001b[39m | \u001b[35m1.042    \u001b[39m | \u001b[35m1.544    \u001b[39m | \u001b[35m82.84    \u001b[39m | \u001b[35m8.041    \u001b[39m | \u001b[35m24.84    \u001b[39m | \u001b[35m0.09858  \u001b[39m | \u001b[35m1.214    \u001b[39m | \u001b[35m12.99    \u001b[39m | \u001b[35m16.74    \u001b[39m | \u001b[35m12.96    \u001b[39m | \u001b[35m8.322    \u001b[39m | \u001b[35m0.945    \u001b[39m | \u001b[35m0.1947   \u001b[39m | \u001b[35m27.07    \u001b[39m | \u001b[35m20.83    \u001b[39m | \u001b[35m0.525    \u001b[39m | \u001b[35m0.006551 \u001b[39m | \u001b[35m0.8339   \u001b[39m | \u001b[35m22.27    \u001b[39m | \u001b[35m0.3133   \u001b[39m | \u001b[35m101.7    \u001b[39m | \u001b[35m11.41    \u001b[39m | \u001b[35m11.28    \u001b[39m | \u001b[35m92.19    \u001b[39m | \u001b[35m84.15    \u001b[39m | \u001b[35m11.94    \u001b[39m | \u001b[35m0.704    \u001b[39m | \u001b[35m0.09879  \u001b[39m | \u001b[35m0.9437   \u001b[39m | \u001b[35m12.12    \u001b[39m | \u001b[35m3.592    \u001b[39m | \u001b[35m71.34    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:34,011 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2696, R²: 0.9453\n"
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      "| \u001b[39m161      \u001b[39m | \u001b[39m-0.2696  \u001b[39m | \u001b[39m2.619e+04\u001b[39m | \u001b[39m18.5     \u001b[39m | \u001b[39m0.2197   \u001b[39m | \u001b[39m0.4782   \u001b[39m | \u001b[39m3.509    \u001b[39m | \u001b[39m3.676    \u001b[39m | \u001b[39m1.421    \u001b[39m | \u001b[39m45.58    \u001b[39m | \u001b[39m3.197    \u001b[39m | \u001b[39m30.97    \u001b[39m | \u001b[39m3.755    \u001b[39m | \u001b[39m2.397    \u001b[39m | \u001b[39m13.76    \u001b[39m | \u001b[39m21.87    \u001b[39m | \u001b[39m14.01    \u001b[39m | \u001b[39m9.73     \u001b[39m | \u001b[39m0.6482   \u001b[39m | \u001b[39m0.0702   \u001b[39m | \u001b[39m36.81    \u001b[39m | \u001b[39m7.047    \u001b[39m | \u001b[39m0.8733   \u001b[39m | \u001b[39m0.6212   \u001b[39m | \u001b[39m0.9938   \u001b[39m | \u001b[39m65.33    \u001b[39m | \u001b[39m0.5595   \u001b[39m | \u001b[39m103.7    \u001b[39m | \u001b[39m45.94    \u001b[39m | \u001b[39m6.265    \u001b[39m | \u001b[39m89.97    \u001b[39m | \u001b[39m87.05    \u001b[39m | \u001b[39m13.09    \u001b[39m | \u001b[39m0.7884   \u001b[39m | \u001b[39m0.8874   \u001b[39m | \u001b[39m2.637    \u001b[39m | \u001b[39m10.13    \u001b[39m | \u001b[39m3.986    \u001b[39m | \u001b[39m38.87    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:34,517 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.8184, R²: 0.4955\n"
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      "| \u001b[39m162      \u001b[39m | \u001b[39m-0.8184  \u001b[39m | \u001b[39m7.454e+03\u001b[39m | \u001b[39m37.75    \u001b[39m | \u001b[39m0.1763   \u001b[39m | \u001b[39m0.06172  \u001b[39m | \u001b[39m4.704    \u001b[39m | \u001b[39m3.364    \u001b[39m | \u001b[39m1.674    \u001b[39m | \u001b[39m67.31    \u001b[39m | \u001b[39m9.619    \u001b[39m | \u001b[39m33.15    \u001b[39m | \u001b[39m7.38     \u001b[39m | \u001b[39m1.096    \u001b[39m | \u001b[39m28.24    \u001b[39m | \u001b[39m20.46    \u001b[39m | \u001b[39m16.09    \u001b[39m | \u001b[39m9.851    \u001b[39m | \u001b[39m0.9048   \u001b[39m | \u001b[39m0.3652   \u001b[39m | \u001b[39m89.05    \u001b[39m | \u001b[39m24.52    \u001b[39m | \u001b[39m0.934    \u001b[39m | \u001b[39m0.2794   \u001b[39m | \u001b[39m0.4637   \u001b[39m | \u001b[39m198.9    \u001b[39m | \u001b[39m0.1564   \u001b[39m | \u001b[39m197.3    \u001b[39m | \u001b[39m31.42    \u001b[39m | \u001b[39m15.3     \u001b[39m | \u001b[39m90.75    \u001b[39m | \u001b[39m84.12    \u001b[39m | \u001b[39m7.978    \u001b[39m | \u001b[39m0.6145   \u001b[39m | \u001b[39m0.6573   \u001b[39m | \u001b[39m0.6621   \u001b[39m | \u001b[39m8.678    \u001b[39m | \u001b[39m3.653    \u001b[39m | \u001b[39m5.487    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:35,565 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2424, R²: 0.9557\n"
     ]
    },
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     "text": [
      "| \u001b[39m163      \u001b[39m | \u001b[39m-0.2424  \u001b[39m | \u001b[39m7.926e+04\u001b[39m | \u001b[39m44.17    \u001b[39m | \u001b[39m0.01489  \u001b[39m | \u001b[39m0.6446   \u001b[39m | \u001b[39m1.38     \u001b[39m | \u001b[39m1.704    \u001b[39m | \u001b[39m0.9782   \u001b[39m | \u001b[39m73.89    \u001b[39m | \u001b[39m9.303    \u001b[39m | \u001b[39m4.09     \u001b[39m | \u001b[39m9.436    \u001b[39m | \u001b[39m2.932    \u001b[39m | \u001b[39m9.861    \u001b[39m | \u001b[39m14.31    \u001b[39m | \u001b[39m22.23    \u001b[39m | \u001b[39m7.748    \u001b[39m | \u001b[39m0.7136   \u001b[39m | \u001b[39m0.3153   \u001b[39m | \u001b[39m23.81    \u001b[39m | \u001b[39m33.67    \u001b[39m | \u001b[39m0.6189   \u001b[39m | \u001b[39m0.7044   \u001b[39m | \u001b[39m0.4541   \u001b[39m | \u001b[39m63.08    \u001b[39m | \u001b[39m0.1385   \u001b[39m | \u001b[39m94.07    \u001b[39m | \u001b[39m24.94    \u001b[39m | \u001b[39m9.783    \u001b[39m | \u001b[39m80.63    \u001b[39m | \u001b[39m89.25    \u001b[39m | \u001b[39m5.055    \u001b[39m | \u001b[39m0.4547   \u001b[39m | \u001b[39m0.9798   \u001b[39m | \u001b[39m2.954    \u001b[39m | \u001b[39m7.91     \u001b[39m | \u001b[39m3.919    \u001b[39m | \u001b[39m78.95    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:36,050 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2435, R²: 0.9553\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m164      \u001b[39m | \u001b[39m-0.2435  \u001b[39m | \u001b[39m5.806e+04\u001b[39m | \u001b[39m40.12    \u001b[39m | \u001b[39m0.1445   \u001b[39m | \u001b[39m0.471    \u001b[39m | \u001b[39m2.21     \u001b[39m | \u001b[39m1.506    \u001b[39m | \u001b[39m1.595    \u001b[39m | \u001b[39m30.86    \u001b[39m | \u001b[39m5.906    \u001b[39m | \u001b[39m38.76    \u001b[39m | \u001b[39m9.664    \u001b[39m | \u001b[39m1.943    \u001b[39m | \u001b[39m37.27    \u001b[39m | \u001b[39m2.448    \u001b[39m | \u001b[39m7.435    \u001b[39m | \u001b[39m12.38    \u001b[39m | \u001b[39m0.7346   \u001b[39m | \u001b[39m0.2293   \u001b[39m | \u001b[39m20.22    \u001b[39m | \u001b[39m13.58    \u001b[39m | \u001b[39m0.7007   \u001b[39m | \u001b[39m0.8781   \u001b[39m | \u001b[39m0.4358   \u001b[39m | \u001b[39m22.22    \u001b[39m | \u001b[39m0.7573   \u001b[39m | \u001b[39m22.87    \u001b[39m | \u001b[39m96.68    \u001b[39m | \u001b[39m16.39    \u001b[39m | \u001b[39m83.85    \u001b[39m | \u001b[39m82.08    \u001b[39m | \u001b[39m21.01    \u001b[39m | \u001b[39m0.9261   \u001b[39m | \u001b[39m0.4746   \u001b[39m | \u001b[39m1.996    \u001b[39m | \u001b[39m7.45     \u001b[39m | \u001b[39m4.392    \u001b[39m | \u001b[39m95.53    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:36,532 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8938, R²: 0.3982\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m165      \u001b[39m | \u001b[39m-0.8938  \u001b[39m | \u001b[39m4.831e+04\u001b[39m | \u001b[39m43.57    \u001b[39m | \u001b[39m0.1623   \u001b[39m | \u001b[39m0.1038   \u001b[39m | \u001b[39m1.913    \u001b[39m | \u001b[39m1.145    \u001b[39m | \u001b[39m2.074    \u001b[39m | \u001b[39m98.84    \u001b[39m | \u001b[39m7.077    \u001b[39m | \u001b[39m33.47    \u001b[39m | \u001b[39m2.088    \u001b[39m | \u001b[39m2.5      \u001b[39m | \u001b[39m11.34    \u001b[39m | \u001b[39m23.0     \u001b[39m | \u001b[39m26.24    \u001b[39m | \u001b[39m11.3     \u001b[39m | \u001b[39m0.6266   \u001b[39m | \u001b[39m0.2849   \u001b[39m | \u001b[39m82.82    \u001b[39m | \u001b[39m13.05    \u001b[39m | \u001b[39m0.5111   \u001b[39m | \u001b[39m0.637    \u001b[39m | \u001b[39m0.09582  \u001b[39m | \u001b[39m18.43    \u001b[39m | \u001b[39m0.08643  \u001b[39m | \u001b[39m172.8    \u001b[39m | \u001b[39m96.0     \u001b[39m | \u001b[39m13.71    \u001b[39m | \u001b[39m93.67    \u001b[39m | \u001b[39m79.54    \u001b[39m | \u001b[39m14.11    \u001b[39m | \u001b[39m0.661    \u001b[39m | \u001b[39m0.4016   \u001b[39m | \u001b[39m0.8363   \u001b[39m | \u001b[39m10.12    \u001b[39m | \u001b[39m1.827    \u001b[39m | \u001b[39m55.72    \u001b[39m |\n"
     ]
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:37,030 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8559, R²: 0.4482\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m166      \u001b[39m | \u001b[39m-0.8559  \u001b[39m | \u001b[39m3.619e+04\u001b[39m | \u001b[39m45.0     \u001b[39m | \u001b[39m0.2532   \u001b[39m | \u001b[39m0.07903  \u001b[39m | \u001b[39m1.711    \u001b[39m | \u001b[39m2.751    \u001b[39m | \u001b[39m1.791    \u001b[39m | \u001b[39m52.7     \u001b[39m | \u001b[39m1.499    \u001b[39m | \u001b[39m44.01    \u001b[39m | \u001b[39m1.196    \u001b[39m | \u001b[39m0.04653  \u001b[39m | \u001b[39m44.35    \u001b[39m | \u001b[39m2.475    \u001b[39m | \u001b[39m28.97    \u001b[39m | \u001b[39m9.03     \u001b[39m | \u001b[39m0.7847   \u001b[39m | \u001b[39m0.3204   \u001b[39m | \u001b[39m59.17    \u001b[39m | \u001b[39m5.493    \u001b[39m | \u001b[39m0.5733   \u001b[39m | \u001b[39m0.871    \u001b[39m | \u001b[39m0.4129   \u001b[39m | \u001b[39m113.3    \u001b[39m | \u001b[39m0.8063   \u001b[39m | \u001b[39m160.1    \u001b[39m | \u001b[39m90.4     \u001b[39m | \u001b[39m17.14    \u001b[39m | \u001b[39m94.34    \u001b[39m | \u001b[39m83.57    \u001b[39m | \u001b[39m13.09    \u001b[39m | \u001b[39m0.3188   \u001b[39m | \u001b[39m0.7838   \u001b[39m | \u001b[39m0.7618   \u001b[39m | \u001b[39m7.204    \u001b[39m | \u001b[39m4.9      \u001b[39m | \u001b[39m8.043    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:37,923 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.6834, R²: 0.6482\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m167      \u001b[39m | \u001b[39m-0.6834  \u001b[39m | \u001b[39m1.085e+04\u001b[39m | \u001b[39m17.04    \u001b[39m | \u001b[39m0.169    \u001b[39m | \u001b[39m0.6667   \u001b[39m | \u001b[39m2.805    \u001b[39m | \u001b[39m3.306    \u001b[39m | \u001b[39m0.4888   \u001b[39m | \u001b[39m36.03    \u001b[39m | \u001b[39m3.444    \u001b[39m | \u001b[39m38.26    \u001b[39m | \u001b[39m9.75     \u001b[39m | \u001b[39m3.856    \u001b[39m | \u001b[39m20.52    \u001b[39m | \u001b[39m14.33    \u001b[39m | \u001b[39m8.494    \u001b[39m | \u001b[39m10.26    \u001b[39m | \u001b[39m0.6986   \u001b[39m | \u001b[39m0.01386  \u001b[39m | \u001b[39m44.68    \u001b[39m | \u001b[39m7.513    \u001b[39m | \u001b[39m0.7229   \u001b[39m | \u001b[39m0.8549   \u001b[39m | \u001b[39m0.3589   \u001b[39m | \u001b[39m49.15    \u001b[39m | \u001b[39m0.02142  \u001b[39m | \u001b[39m139.7    \u001b[39m | \u001b[39m78.77    \u001b[39m | \u001b[39m19.44    \u001b[39m | \u001b[39m84.86    \u001b[39m | \u001b[39m86.73    \u001b[39m | \u001b[39m12.65    \u001b[39m | \u001b[39m0.7267   \u001b[39m | \u001b[39m0.7201   \u001b[39m | \u001b[39m1.021    \u001b[39m | \u001b[39m12.1     \u001b[39m | \u001b[39m2.394    \u001b[39m | \u001b[39m38.91    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:37:38,856 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.3820, R²: 0.8901\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m168      \u001b[39m | \u001b[39m-0.382   \u001b[39m | \u001b[39m6.074e+04\u001b[39m | \u001b[39m27.44    \u001b[39m | \u001b[39m0.2813   \u001b[39m | \u001b[39m0.3674   \u001b[39m | \u001b[39m1.4      \u001b[39m | \u001b[39m1.51     \u001b[39m | \u001b[39m2.197    \u001b[39m | \u001b[39m51.51    \u001b[39m | \u001b[39m8.318    \u001b[39m | \u001b[39m18.91    \u001b[39m | \u001b[39m6.272    \u001b[39m | \u001b[39m3.788    \u001b[39m | \u001b[39m42.47    \u001b[39m | \u001b[39m21.06    \u001b[39m | \u001b[39m6.728    \u001b[39m | \u001b[39m8.924    \u001b[39m | \u001b[39m0.8701   \u001b[39m | \u001b[39m0.1805   \u001b[39m | \u001b[39m69.85    \u001b[39m | \u001b[39m35.4     \u001b[39m | \u001b[39m0.6468   \u001b[39m | \u001b[39m0.4376   \u001b[39m | \u001b[39m0.5532   \u001b[39m | \u001b[39m21.89    \u001b[39m | \u001b[39m0.4842   \u001b[39m | \u001b[39m155.6    \u001b[39m | \u001b[39m52.07    \u001b[39m | \u001b[39m15.08    \u001b[39m | \u001b[39m87.59    \u001b[39m | \u001b[39m90.83    \u001b[39m | \u001b[39m21.86    \u001b[39m | \u001b[39m0.07678  \u001b[39m | \u001b[39m0.2425   \u001b[39m | \u001b[39m2.219    \u001b[39m | \u001b[39m11.43    \u001b[39m | \u001b[39m4.863    \u001b[39m | \u001b[39m46.77    \u001b[39m |\n"
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      "2025-04-09 17:37:39,923 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.8718, R²: 0.4275\n"
     ]
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      "| \u001b[39m169      \u001b[39m | \u001b[39m-0.8718  \u001b[39m | \u001b[39m2.957e+04\u001b[39m | \u001b[39m35.3     \u001b[39m | \u001b[39m0.02548  \u001b[39m | \u001b[39m0.3808   \u001b[39m | \u001b[39m4.78     \u001b[39m | \u001b[39m2.188    \u001b[39m | \u001b[39m2.167    \u001b[39m | \u001b[39m23.95    \u001b[39m | \u001b[39m2.743    \u001b[39m | \u001b[39m28.53    \u001b[39m | \u001b[39m5.883    \u001b[39m | \u001b[39m1.726    \u001b[39m | \u001b[39m28.39    \u001b[39m | \u001b[39m15.9     \u001b[39m | \u001b[39m24.28    \u001b[39m | \u001b[39m9.767    \u001b[39m | \u001b[39m0.642    \u001b[39m | \u001b[39m0.09229  \u001b[39m | \u001b[39m40.42    \u001b[39m | \u001b[39m25.34    \u001b[39m | \u001b[39m0.4083   \u001b[39m | \u001b[39m0.9022   \u001b[39m | \u001b[39m0.5957   \u001b[39m | \u001b[39m109.6    \u001b[39m | \u001b[39m0.7551   \u001b[39m | \u001b[39m156.8    \u001b[39m | \u001b[39m71.54    \u001b[39m | \u001b[39m10.04    \u001b[39m | \u001b[39m82.77    \u001b[39m | \u001b[39m75.98    \u001b[39m | \u001b[39m16.11    \u001b[39m | \u001b[39m0.2057   \u001b[39m | \u001b[39m0.2763   \u001b[39m | \u001b[39m1.375    \u001b[39m | \u001b[39m10.1     \u001b[39m | \u001b[39m3.725    \u001b[39m | \u001b[39m92.51    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:40,278 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m170      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m3.077e+04\u001b[39m | \u001b[39m27.59    \u001b[39m | \u001b[39m0.06756  \u001b[39m | \u001b[39m0.9973   \u001b[39m | \u001b[39m3.477    \u001b[39m | \u001b[39m2.999    \u001b[39m | \u001b[39m0.05007  \u001b[39m | \u001b[39m40.52    \u001b[39m | \u001b[39m7.38     \u001b[39m | \u001b[39m45.04    \u001b[39m | \u001b[39m0.7513   \u001b[39m | \u001b[39m3.56     \u001b[39m | \u001b[39m25.98    \u001b[39m | \u001b[39m15.62    \u001b[39m | \u001b[39m6.258    \u001b[39m | \u001b[39m9.747    \u001b[39m | \u001b[39m0.7722   \u001b[39m | \u001b[39m0.2686   \u001b[39m | \u001b[39m93.42    \u001b[39m | \u001b[39m20.12    \u001b[39m | \u001b[39m0.3381   \u001b[39m | \u001b[39m0.7872   \u001b[39m | \u001b[39m0.6412   \u001b[39m | \u001b[39m58.39    \u001b[39m | \u001b[39m0.5366   \u001b[39m | \u001b[39m125.0    \u001b[39m | \u001b[39m40.77    \u001b[39m | \u001b[39m14.56    \u001b[39m | \u001b[39m94.61    \u001b[39m | \u001b[39m86.87    \u001b[39m | \u001b[39m8.154    \u001b[39m | \u001b[39m0.3534   \u001b[39m | \u001b[39m0.2942   \u001b[39m | \u001b[39m2.516    \u001b[39m | \u001b[39m11.22    \u001b[39m | \u001b[39m2.184    \u001b[39m | \u001b[39m78.47    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:41,281 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2458, R²: 0.9545\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m171      \u001b[39m | \u001b[39m-0.2458  \u001b[39m | \u001b[39m1.578e+04\u001b[39m | \u001b[39m25.87    \u001b[39m | \u001b[39m0.2305   \u001b[39m | \u001b[39m0.9375   \u001b[39m | \u001b[39m4.458    \u001b[39m | \u001b[39m1.35     \u001b[39m | \u001b[39m1.171    \u001b[39m | \u001b[39m47.72    \u001b[39m | \u001b[39m3.311    \u001b[39m | \u001b[39m17.59    \u001b[39m | \u001b[39m7.468    \u001b[39m | \u001b[39m0.9922   \u001b[39m | \u001b[39m45.94    \u001b[39m | \u001b[39m29.41    \u001b[39m | \u001b[39m19.23    \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m0.7863   \u001b[39m | \u001b[39m0.0761   \u001b[39m | \u001b[39m37.79    \u001b[39m | \u001b[39m35.98    \u001b[39m | \u001b[39m0.1611   \u001b[39m | \u001b[39m0.5854   \u001b[39m | \u001b[39m0.8414   \u001b[39m | \u001b[39m151.3    \u001b[39m | \u001b[39m0.03126  \u001b[39m | \u001b[39m85.92    \u001b[39m | \u001b[39m19.26    \u001b[39m | \u001b[39m14.96    \u001b[39m | \u001b[39m93.85    \u001b[39m | \u001b[39m93.31    \u001b[39m | \u001b[39m21.21    \u001b[39m | \u001b[39m0.4165   \u001b[39m | \u001b[39m0.8902   \u001b[39m | \u001b[39m1.684    \u001b[39m | \u001b[39m7.473    \u001b[39m | \u001b[39m4.067    \u001b[39m | \u001b[39m92.72    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:41,491 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:37:41,586 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:37:41,675 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:37:41,675 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m172      \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m6.317e+04\u001b[39m | \u001b[39m25.03    \u001b[39m | \u001b[39m0.2329   \u001b[39m | \u001b[39m0.2003   \u001b[39m | \u001b[39m1.474    \u001b[39m | \u001b[39m2.285    \u001b[39m | \u001b[39m0.9084   \u001b[39m | \u001b[39m27.38    \u001b[39m | \u001b[39m4.794    \u001b[39m | \u001b[39m25.35    \u001b[39m | \u001b[39m9.292    \u001b[39m | \u001b[39m3.333    \u001b[39m | \u001b[39m5.528    \u001b[39m | \u001b[39m15.12    \u001b[39m | \u001b[39m17.66    \u001b[39m | \u001b[39m10.06    \u001b[39m | \u001b[39m0.6508   \u001b[39m | \u001b[39m0.02919  \u001b[39m | \u001b[39m73.68    \u001b[39m | \u001b[39m27.13    \u001b[39m | \u001b[39m0.5403   \u001b[39m | \u001b[39m0.9169   \u001b[39m | \u001b[39m0.1076   \u001b[39m | \u001b[39m118.8    \u001b[39m | \u001b[39m0.4784   \u001b[39m | \u001b[39m170.3    \u001b[39m | \u001b[39m99.28    \u001b[39m | \u001b[39m5.184    \u001b[39m | \u001b[39m81.33    \u001b[39m | \u001b[39m93.77    \u001b[39m | \u001b[39m19.57    \u001b[39m | \u001b[39m0.2462   \u001b[39m | \u001b[39m0.6121   \u001b[39m | \u001b[39m0.8128   \u001b[39m | \u001b[39m9.925    \u001b[39m | \u001b[39m2.438    \u001b[39m | \u001b[39m7.321    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:43,049 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m173      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m6.445e+04\u001b[39m | \u001b[39m27.64    \u001b[39m | \u001b[39m0.2155   \u001b[39m | \u001b[39m0.02612  \u001b[39m | \u001b[39m1.494    \u001b[39m | \u001b[39m2.4      \u001b[39m | \u001b[39m0.1676   \u001b[39m | \u001b[39m19.99    \u001b[39m | \u001b[39m1.396    \u001b[39m | \u001b[39m7.613    \u001b[39m | \u001b[39m7.426    \u001b[39m | \u001b[39m2.39     \u001b[39m | \u001b[39m9.433    \u001b[39m | \u001b[39m19.56    \u001b[39m | \u001b[39m27.47    \u001b[39m | \u001b[39m11.51    \u001b[39m | \u001b[39m0.6955   \u001b[39m | \u001b[39m0.06049  \u001b[39m | \u001b[39m37.07    \u001b[39m | \u001b[39m18.8     \u001b[39m | \u001b[39m0.1316   \u001b[39m | \u001b[39m0.22     \u001b[39m | \u001b[39m0.75     \u001b[39m | \u001b[39m154.4    \u001b[39m | \u001b[39m0.6149   \u001b[39m | \u001b[39m135.4    \u001b[39m | \u001b[39m20.98    \u001b[39m | \u001b[39m13.92    \u001b[39m | \u001b[39m88.86    \u001b[39m | \u001b[39m85.44    \u001b[39m | \u001b[39m12.94    \u001b[39m | \u001b[39m0.9474   \u001b[39m | \u001b[39m0.9062   \u001b[39m | \u001b[39m1.797    \u001b[39m | \u001b[39m11.89    \u001b[39m | \u001b[39m1.471    \u001b[39m | \u001b[39m69.39    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:43,531 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.0683, R²: 0.9965\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[35m174      \u001b[39m | \u001b[35m-0.06828 \u001b[39m | \u001b[35m2.286e+04\u001b[39m | \u001b[35m10.77    \u001b[39m | \u001b[35m0.1508   \u001b[39m | \u001b[35m0.213    \u001b[39m | \u001b[35m4.745    \u001b[39m | \u001b[35m3.049    \u001b[39m | \u001b[35m0.1022   \u001b[39m | \u001b[35m59.39    \u001b[39m | \u001b[35m2.435    \u001b[39m | \u001b[35m19.7     \u001b[39m | \u001b[35m4.973    \u001b[39m | \u001b[35m2.96     \u001b[39m | \u001b[35m25.08    \u001b[39m | \u001b[35m4.776    \u001b[39m | \u001b[35m15.29    \u001b[39m | \u001b[35m12.79    \u001b[39m | \u001b[35m0.6016   \u001b[39m | \u001b[35m0.3459   \u001b[39m | \u001b[35m60.52    \u001b[39m | \u001b[35m17.96    \u001b[39m | \u001b[35m0.4432   \u001b[39m | \u001b[35m0.6353   \u001b[39m | \u001b[35m0.6684   \u001b[39m | \u001b[35m128.8    \u001b[39m | \u001b[35m0.3311   \u001b[39m | \u001b[35m91.51    \u001b[39m | \u001b[35m5.412    \u001b[39m | \u001b[35m11.56    \u001b[39m | \u001b[35m80.54    \u001b[39m | \u001b[35m83.73    \u001b[39m | \u001b[35m8.415    \u001b[39m | \u001b[35m0.1415   \u001b[39m | \u001b[35m0.782    \u001b[39m | \u001b[35m1.957    \u001b[39m | \u001b[35m8.748    \u001b[39m | \u001b[35m3.435    \u001b[39m | \u001b[35m5.237    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:44,745 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.3989, R²: 0.8802\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m175      \u001b[39m | \u001b[39m-0.3989  \u001b[39m | \u001b[39m2.238e+04\u001b[39m | \u001b[39m18.96    \u001b[39m | \u001b[39m0.07759  \u001b[39m | \u001b[39m0.06789  \u001b[39m | \u001b[39m1.11     \u001b[39m | \u001b[39m1.89     \u001b[39m | \u001b[39m0.1074   \u001b[39m | \u001b[39m34.01    \u001b[39m | \u001b[39m4.169    \u001b[39m | \u001b[39m37.19    \u001b[39m | \u001b[39m8.113    \u001b[39m | \u001b[39m0.8656   \u001b[39m | \u001b[39m39.21    \u001b[39m | \u001b[39m15.72    \u001b[39m | \u001b[39m14.84    \u001b[39m | \u001b[39m12.53    \u001b[39m | \u001b[39m0.7653   \u001b[39m | \u001b[39m0.3763   \u001b[39m | \u001b[39m61.42    \u001b[39m | \u001b[39m23.79    \u001b[39m | \u001b[39m0.7155   \u001b[39m | \u001b[39m0.08983  \u001b[39m | \u001b[39m0.06255  \u001b[39m | \u001b[39m193.8    \u001b[39m | \u001b[39m0.4205   \u001b[39m | \u001b[39m187.7    \u001b[39m | \u001b[39m16.19    \u001b[39m | \u001b[39m11.67    \u001b[39m | \u001b[39m80.51    \u001b[39m | \u001b[39m75.1     \u001b[39m | \u001b[39m8.016    \u001b[39m | \u001b[39m0.07059  \u001b[39m | \u001b[39m0.8821   \u001b[39m | \u001b[39m1.651    \u001b[39m | \u001b[39m9.856    \u001b[39m | \u001b[39m1.605    \u001b[39m | \u001b[39m4.525    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:45,993 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.2062, R²: 0.9680\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m176      \u001b[39m | \u001b[39m-0.2062  \u001b[39m | \u001b[39m7.488e+04\u001b[39m | \u001b[39m37.64    \u001b[39m | \u001b[39m0.0369   \u001b[39m | \u001b[39m0.7841   \u001b[39m | \u001b[39m4.289    \u001b[39m | \u001b[39m3.332    \u001b[39m | \u001b[39m1.323    \u001b[39m | \u001b[39m13.48    \u001b[39m | \u001b[39m9.94     \u001b[39m | \u001b[39m49.52    \u001b[39m | \u001b[39m3.847    \u001b[39m | \u001b[39m3.461    \u001b[39m | \u001b[39m44.24    \u001b[39m | \u001b[39m16.79    \u001b[39m | \u001b[39m12.03    \u001b[39m | \u001b[39m10.83    \u001b[39m | \u001b[39m0.641    \u001b[39m | \u001b[39m0.3887   \u001b[39m | \u001b[39m75.15    \u001b[39m | \u001b[39m22.6     \u001b[39m | \u001b[39m0.2219   \u001b[39m | \u001b[39m0.03371  \u001b[39m | \u001b[39m0.04874  \u001b[39m | \u001b[39m126.7    \u001b[39m | \u001b[39m0.9565   \u001b[39m | \u001b[39m147.3    \u001b[39m | \u001b[39m64.27    \u001b[39m | \u001b[39m14.63    \u001b[39m | \u001b[39m82.96    \u001b[39m | \u001b[39m76.77    \u001b[39m | \u001b[39m13.61    \u001b[39m | \u001b[39m0.9942   \u001b[39m | \u001b[39m0.7688   \u001b[39m | \u001b[39m2.139    \u001b[39m | \u001b[39m11.51    \u001b[39m | \u001b[39m1.145    \u001b[39m | \u001b[39m5.111    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:46,488 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.3425, R²: 0.9116\n"
     ]
    },
    {
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     "text": [
      "| \u001b[39m177      \u001b[39m | \u001b[39m-0.3425  \u001b[39m | \u001b[39m2.279e+04\u001b[39m | \u001b[39m27.48    \u001b[39m | \u001b[39m0.1636   \u001b[39m | \u001b[39m0.6107   \u001b[39m | \u001b[39m3.393    \u001b[39m | \u001b[39m1.869    \u001b[39m | \u001b[39m1.706    \u001b[39m | \u001b[39m36.33    \u001b[39m | \u001b[39m8.67     \u001b[39m | \u001b[39m32.14    \u001b[39m | \u001b[39m3.279    \u001b[39m | \u001b[39m3.372    \u001b[39m | \u001b[39m12.47    \u001b[39m | \u001b[39m11.16    \u001b[39m | \u001b[39m11.05    \u001b[39m | \u001b[39m10.84    \u001b[39m | \u001b[39m0.7758   \u001b[39m | \u001b[39m0.1914   \u001b[39m | \u001b[39m88.64    \u001b[39m | \u001b[39m14.85    \u001b[39m | \u001b[39m0.5277   \u001b[39m | \u001b[39m0.03952  \u001b[39m | \u001b[39m0.1967   \u001b[39m | \u001b[39m144.4    \u001b[39m | \u001b[39m0.9704   \u001b[39m | \u001b[39m17.55    \u001b[39m | \u001b[39m44.09    \u001b[39m | \u001b[39m5.301    \u001b[39m | \u001b[39m80.17    \u001b[39m | \u001b[39m80.62    \u001b[39m | \u001b[39m12.34    \u001b[39m | \u001b[39m0.8864   \u001b[39m | \u001b[39m0.006112 \u001b[39m | \u001b[39m2.881    \u001b[39m | \u001b[39m10.89    \u001b[39m | \u001b[39m3.826    \u001b[39m | \u001b[39m67.18    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:47,648 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.3064, R²: 0.9293\n"
     ]
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     "text": [
      "| \u001b[39m178      \u001b[39m | \u001b[39m-0.3064  \u001b[39m | \u001b[39m3.511e+04\u001b[39m | \u001b[39m13.9     \u001b[39m | \u001b[39m0.1493   \u001b[39m | \u001b[39m0.3191   \u001b[39m | \u001b[39m3.01     \u001b[39m | \u001b[39m3.444    \u001b[39m | \u001b[39m2.273    \u001b[39m | \u001b[39m79.12    \u001b[39m | \u001b[39m5.153    \u001b[39m | \u001b[39m42.62    \u001b[39m | \u001b[39m2.529    \u001b[39m | \u001b[39m2.89     \u001b[39m | \u001b[39m29.64    \u001b[39m | \u001b[39m7.522    \u001b[39m | \u001b[39m22.58    \u001b[39m | \u001b[39m11.87    \u001b[39m | \u001b[39m0.6221   \u001b[39m | \u001b[39m0.3842   \u001b[39m | \u001b[39m52.19    \u001b[39m | \u001b[39m32.36    \u001b[39m | \u001b[39m0.5415   \u001b[39m | \u001b[39m0.8456   \u001b[39m | \u001b[39m0.5862   \u001b[39m | \u001b[39m127.3    \u001b[39m | \u001b[39m0.6053   \u001b[39m | \u001b[39m26.22    \u001b[39m | \u001b[39m43.49    \u001b[39m | \u001b[39m17.26    \u001b[39m | \u001b[39m85.74    \u001b[39m | \u001b[39m85.66    \u001b[39m | \u001b[39m5.874    \u001b[39m | \u001b[39m0.2314   \u001b[39m | \u001b[39m0.5762   \u001b[39m | \u001b[39m1.324    \u001b[39m | \u001b[39m7.726    \u001b[39m | \u001b[39m2.941    \u001b[39m | \u001b[39m53.5     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:48,172 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.8020, R²: 0.5155\n"
     ]
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      "| \u001b[39m179      \u001b[39m | \u001b[39m-0.802   \u001b[39m | \u001b[39m7.755e+04\u001b[39m | \u001b[39m32.89    \u001b[39m | \u001b[39m0.1065   \u001b[39m | \u001b[39m0.2603   \u001b[39m | \u001b[39m3.947    \u001b[39m | \u001b[39m4.027    \u001b[39m | \u001b[39m1.749    \u001b[39m | \u001b[39m34.92    \u001b[39m | \u001b[39m5.778    \u001b[39m | \u001b[39m32.1     \u001b[39m | \u001b[39m3.005    \u001b[39m | \u001b[39m1.082    \u001b[39m | \u001b[39m13.13    \u001b[39m | \u001b[39m16.5     \u001b[39m | \u001b[39m28.15    \u001b[39m | \u001b[39m8.869    \u001b[39m | \u001b[39m0.9987   \u001b[39m | \u001b[39m0.2443   \u001b[39m | \u001b[39m81.23    \u001b[39m | \u001b[39m9.824    \u001b[39m | \u001b[39m0.9068   \u001b[39m | \u001b[39m0.2056   \u001b[39m | \u001b[39m0.08221  \u001b[39m | \u001b[39m187.7    \u001b[39m | \u001b[39m0.8181   \u001b[39m | \u001b[39m129.5    \u001b[39m | \u001b[39m39.83    \u001b[39m | \u001b[39m11.09    \u001b[39m | \u001b[39m87.94    \u001b[39m | \u001b[39m94.64    \u001b[39m | \u001b[39m15.02    \u001b[39m | \u001b[39m0.0829   \u001b[39m | \u001b[39m0.8379   \u001b[39m | \u001b[39m0.1274   \u001b[39m | \u001b[39m10.49    \u001b[39m | \u001b[39m4.709    \u001b[39m | \u001b[39m53.62    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:48,674 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.3004, R²: 0.9320\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m180      \u001b[39m | \u001b[39m-0.3004  \u001b[39m | \u001b[39m9.615e+04\u001b[39m | \u001b[39m25.85    \u001b[39m | \u001b[39m0.08068  \u001b[39m | \u001b[39m0.7669   \u001b[39m | \u001b[39m1.808    \u001b[39m | \u001b[39m1.435    \u001b[39m | \u001b[39m1.154    \u001b[39m | \u001b[39m80.67    \u001b[39m | \u001b[39m3.126    \u001b[39m | \u001b[39m21.58    \u001b[39m | \u001b[39m0.6261   \u001b[39m | \u001b[39m2.599    \u001b[39m | \u001b[39m20.71    \u001b[39m | \u001b[39m8.893    \u001b[39m | \u001b[39m11.83    \u001b[39m | \u001b[39m10.25    \u001b[39m | \u001b[39m0.8754   \u001b[39m | \u001b[39m0.008716 \u001b[39m | \u001b[39m12.27    \u001b[39m | \u001b[39m3.89     \u001b[39m | \u001b[39m0.1601   \u001b[39m | \u001b[39m0.1289   \u001b[39m | \u001b[39m0.3776   \u001b[39m | \u001b[39m180.0    \u001b[39m | \u001b[39m0.8603   \u001b[39m | \u001b[39m96.3     \u001b[39m | \u001b[39m44.17    \u001b[39m | \u001b[39m18.67    \u001b[39m | \u001b[39m91.03    \u001b[39m | \u001b[39m83.34    \u001b[39m | \u001b[39m15.24    \u001b[39m | \u001b[39m0.004431 \u001b[39m | \u001b[39m0.8112   \u001b[39m | \u001b[39m1.86     \u001b[39m | \u001b[39m12.34    \u001b[39m | \u001b[39m4.555    \u001b[39m | \u001b[39m13.86    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:37:49,461 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1545, R²: -0.0041\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m181      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m9.135e+04\u001b[39m | \u001b[39m47.05    \u001b[39m | \u001b[39m0.2588   \u001b[39m | \u001b[39m0.7126   \u001b[39m | \u001b[39m1.664    \u001b[39m | \u001b[39m2.897    \u001b[39m | \u001b[39m2.284    \u001b[39m | \u001b[39m96.85    \u001b[39m | \u001b[39m3.389    \u001b[39m | \u001b[39m32.12    \u001b[39m | \u001b[39m1.327    \u001b[39m | \u001b[39m3.777    \u001b[39m | \u001b[39m14.31    \u001b[39m | \u001b[39m3.007    \u001b[39m | \u001b[39m29.44    \u001b[39m | \u001b[39m7.011    \u001b[39m | \u001b[39m0.8041   \u001b[39m | \u001b[39m0.2733   \u001b[39m | \u001b[39m51.39    \u001b[39m | \u001b[39m17.52    \u001b[39m | \u001b[39m0.5199   \u001b[39m | \u001b[39m0.1389   \u001b[39m | \u001b[39m0.6189   \u001b[39m | \u001b[39m35.85    \u001b[39m | \u001b[39m0.7308   \u001b[39m | \u001b[39m105.7    \u001b[39m | \u001b[39m64.59    \u001b[39m | \u001b[39m16.03    \u001b[39m | \u001b[39m80.42    \u001b[39m | \u001b[39m88.24    \u001b[39m | \u001b[39m9.441    \u001b[39m | \u001b[39m0.3749   \u001b[39m | \u001b[39m0.4357   \u001b[39m | \u001b[39m2.267    \u001b[39m | \u001b[39m11.72    \u001b[39m | \u001b[39m3.001    \u001b[39m | \u001b[39m63.71    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:50,716 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8230, R²: 0.4898\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m182      \u001b[39m | \u001b[39m-0.823   \u001b[39m | \u001b[39m9.564e+04\u001b[39m | \u001b[39m10.45    \u001b[39m | \u001b[39m0.2988   \u001b[39m | \u001b[39m0.7129   \u001b[39m | \u001b[39m3.738    \u001b[39m | \u001b[39m3.401    \u001b[39m | \u001b[39m0.866    \u001b[39m | \u001b[39m44.69    \u001b[39m | \u001b[39m6.297    \u001b[39m | \u001b[39m45.21    \u001b[39m | \u001b[39m1.414    \u001b[39m | \u001b[39m2.431    \u001b[39m | \u001b[39m48.75    \u001b[39m | \u001b[39m24.29    \u001b[39m | \u001b[39m26.74    \u001b[39m | \u001b[39m10.84    \u001b[39m | \u001b[39m0.924    \u001b[39m | \u001b[39m0.3704   \u001b[39m | \u001b[39m68.22    \u001b[39m | \u001b[39m33.34    \u001b[39m | \u001b[39m0.4463   \u001b[39m | \u001b[39m0.84     \u001b[39m | \u001b[39m0.5568   \u001b[39m | \u001b[39m122.9    \u001b[39m | \u001b[39m0.1703   \u001b[39m | \u001b[39m65.76    \u001b[39m | \u001b[39m61.29    \u001b[39m | \u001b[39m5.81     \u001b[39m | \u001b[39m83.11    \u001b[39m | \u001b[39m79.0     \u001b[39m | \u001b[39m13.15    \u001b[39m | \u001b[39m0.9135   \u001b[39m | \u001b[39m0.9831   \u001b[39m | \u001b[39m0.4995   \u001b[39m | \u001b[39m10.27    \u001b[39m | \u001b[39m1.046    \u001b[39m | \u001b[39m12.98    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:51,179 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2408, R²: 0.9563\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m183      \u001b[39m | \u001b[39m-0.2408  \u001b[39m | \u001b[39m7.761e+04\u001b[39m | \u001b[39m12.73    \u001b[39m | \u001b[39m0.07777  \u001b[39m | \u001b[39m0.6562   \u001b[39m | \u001b[39m3.543    \u001b[39m | \u001b[39m1.265    \u001b[39m | \u001b[39m1.855    \u001b[39m | \u001b[39m11.94    \u001b[39m | \u001b[39m3.161    \u001b[39m | \u001b[39m32.25    \u001b[39m | \u001b[39m5.67     \u001b[39m | \u001b[39m1.349    \u001b[39m | \u001b[39m14.45    \u001b[39m | \u001b[39m14.76    \u001b[39m | \u001b[39m17.74    \u001b[39m | \u001b[39m11.94    \u001b[39m | \u001b[39m0.6573   \u001b[39m | \u001b[39m0.1901   \u001b[39m | \u001b[39m89.24    \u001b[39m | \u001b[39m34.16    \u001b[39m | \u001b[39m0.19     \u001b[39m | \u001b[39m0.5424   \u001b[39m | \u001b[39m0.95     \u001b[39m | \u001b[39m97.69    \u001b[39m | \u001b[39m0.4407   \u001b[39m | \u001b[39m150.3    \u001b[39m | \u001b[39m18.17    \u001b[39m | \u001b[39m16.79    \u001b[39m | \u001b[39m83.32    \u001b[39m | \u001b[39m86.42    \u001b[39m | \u001b[39m10.99    \u001b[39m | \u001b[39m0.3381   \u001b[39m | \u001b[39m0.7265   \u001b[39m | \u001b[39m0.6247   \u001b[39m | \u001b[39m9.854    \u001b[39m | \u001b[39m4.637    \u001b[39m | \u001b[39m46.15    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:51,761 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.7089, R²: 0.6214\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m184      \u001b[39m | \u001b[39m-0.7089  \u001b[39m | \u001b[39m9.884e+04\u001b[39m | \u001b[39m43.3     \u001b[39m | \u001b[39m0.2533   \u001b[39m | \u001b[39m0.1504   \u001b[39m | \u001b[39m3.531    \u001b[39m | \u001b[39m2.418    \u001b[39m | \u001b[39m2.923    \u001b[39m | \u001b[39m80.29    \u001b[39m | \u001b[39m2.836    \u001b[39m | \u001b[39m16.26    \u001b[39m | \u001b[39m3.996    \u001b[39m | \u001b[39m3.073    \u001b[39m | \u001b[39m16.54    \u001b[39m | \u001b[39m24.29    \u001b[39m | \u001b[39m9.893    \u001b[39m | \u001b[39m11.1     \u001b[39m | \u001b[39m0.9798   \u001b[39m | \u001b[39m0.2272   \u001b[39m | \u001b[39m87.6     \u001b[39m | \u001b[39m9.641    \u001b[39m | \u001b[39m0.502    \u001b[39m | \u001b[39m0.6114   \u001b[39m | \u001b[39m0.01743  \u001b[39m | \u001b[39m32.11    \u001b[39m | \u001b[39m0.4705   \u001b[39m | \u001b[39m62.47    \u001b[39m | \u001b[39m13.03    \u001b[39m | \u001b[39m13.04    \u001b[39m | \u001b[39m84.04    \u001b[39m | \u001b[39m75.49    \u001b[39m | \u001b[39m21.2     \u001b[39m | \u001b[39m0.2412   \u001b[39m | \u001b[39m0.285    \u001b[39m | \u001b[39m1.99     \u001b[39m | \u001b[39m8.797    \u001b[39m | \u001b[39m3.825    \u001b[39m | \u001b[39m79.04    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:52,165 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2582, R²: 0.9498\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m185      \u001b[39m | \u001b[39m-0.2582  \u001b[39m | \u001b[39m6.263e+04\u001b[39m | \u001b[39m18.62    \u001b[39m | \u001b[39m0.07805  \u001b[39m | \u001b[39m0.7523   \u001b[39m | \u001b[39m4.706    \u001b[39m | \u001b[39m3.765    \u001b[39m | \u001b[39m1.543    \u001b[39m | \u001b[39m68.12    \u001b[39m | \u001b[39m2.267    \u001b[39m | \u001b[39m10.36    \u001b[39m | \u001b[39m5.673    \u001b[39m | \u001b[39m1.509    \u001b[39m | \u001b[39m5.532    \u001b[39m | \u001b[39m4.145    \u001b[39m | \u001b[39m26.26    \u001b[39m | \u001b[39m8.344    \u001b[39m | \u001b[39m0.6494   \u001b[39m | \u001b[39m2.557e-05\u001b[39m | \u001b[39m20.53    \u001b[39m | \u001b[39m2.793    \u001b[39m | \u001b[39m0.9593   \u001b[39m | \u001b[39m0.08234  \u001b[39m | \u001b[39m0.7093   \u001b[39m | \u001b[39m133.5    \u001b[39m | \u001b[39m0.1222   \u001b[39m | \u001b[39m35.16    \u001b[39m | \u001b[39m30.93    \u001b[39m | \u001b[39m18.12    \u001b[39m | \u001b[39m88.36    \u001b[39m | \u001b[39m81.01    \u001b[39m | \u001b[39m5.071    \u001b[39m | \u001b[39m0.5778   \u001b[39m | \u001b[39m0.8845   \u001b[39m | \u001b[39m0.5283   \u001b[39m | \u001b[39m8.029    \u001b[39m | \u001b[39m1.419    \u001b[39m | \u001b[39m15.61    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "2025-04-09 17:37:52,898 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2429, R²: 0.9556\n"
     ]
    },
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      "| \u001b[39m186      \u001b[39m | \u001b[39m-0.2429  \u001b[39m | \u001b[39m1.595e+04\u001b[39m | \u001b[39m30.95    \u001b[39m | \u001b[39m0.1827   \u001b[39m | \u001b[39m0.4911   \u001b[39m | \u001b[39m3.899    \u001b[39m | \u001b[39m4.711    \u001b[39m | \u001b[39m0.3566   \u001b[39m | \u001b[39m86.73    \u001b[39m | \u001b[39m5.603    \u001b[39m | \u001b[39m20.58    \u001b[39m | \u001b[39m3.112    \u001b[39m | \u001b[39m0.2755   \u001b[39m | \u001b[39m31.98    \u001b[39m | \u001b[39m23.32    \u001b[39m | \u001b[39m8.379    \u001b[39m | \u001b[39m12.31    \u001b[39m | \u001b[39m0.647    \u001b[39m | \u001b[39m0.2451   \u001b[39m | \u001b[39m42.54    \u001b[39m | \u001b[39m13.63    \u001b[39m | \u001b[39m0.6152   \u001b[39m | \u001b[39m0.2018   \u001b[39m | \u001b[39m0.7997   \u001b[39m | \u001b[39m105.6    \u001b[39m | \u001b[39m0.5352   \u001b[39m | \u001b[39m185.2    \u001b[39m | \u001b[39m94.79    \u001b[39m | \u001b[39m8.422    \u001b[39m | \u001b[39m80.89    \u001b[39m | \u001b[39m83.3     \u001b[39m | \u001b[39m14.24    \u001b[39m | \u001b[39m0.2375   \u001b[39m | \u001b[39m0.2914   \u001b[39m | \u001b[39m1.218    \u001b[39m | \u001b[39m10.35    \u001b[39m | \u001b[39m2.759    \u001b[39m | \u001b[39m51.0     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:53,255 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2665, R²: 0.9465\n"
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    },
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      "| \u001b[39m187      \u001b[39m | \u001b[39m-0.2665  \u001b[39m | \u001b[39m5.114e+04\u001b[39m | \u001b[39m41.32    \u001b[39m | \u001b[39m0.2399   \u001b[39m | \u001b[39m0.6006   \u001b[39m | \u001b[39m2.082    \u001b[39m | \u001b[39m2.671    \u001b[39m | \u001b[39m1.744    \u001b[39m | \u001b[39m5.83     \u001b[39m | \u001b[39m4.478    \u001b[39m | \u001b[39m14.68    \u001b[39m | \u001b[39m4.605    \u001b[39m | \u001b[39m2.727    \u001b[39m | \u001b[39m47.99    \u001b[39m | \u001b[39m11.9     \u001b[39m | \u001b[39m24.21    \u001b[39m | \u001b[39m9.626    \u001b[39m | \u001b[39m0.8239   \u001b[39m | \u001b[39m0.2177   \u001b[39m | \u001b[39m61.82    \u001b[39m | \u001b[39m7.093    \u001b[39m | \u001b[39m0.727    \u001b[39m | \u001b[39m0.3353   \u001b[39m | \u001b[39m0.3157   \u001b[39m | \u001b[39m83.89    \u001b[39m | \u001b[39m0.5385   \u001b[39m | \u001b[39m136.2    \u001b[39m | \u001b[39m41.45    \u001b[39m | \u001b[39m13.13    \u001b[39m | \u001b[39m86.71    \u001b[39m | \u001b[39m93.2     \u001b[39m | \u001b[39m24.6     \u001b[39m | \u001b[39m0.8911   \u001b[39m | \u001b[39m0.9232   \u001b[39m | \u001b[39m2.903    \u001b[39m | \u001b[39m9.485    \u001b[39m | \u001b[39m2.615    \u001b[39m | \u001b[39m81.7     \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:53,628 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.5313, R²: 0.7874\n"
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      "| \u001b[39m188      \u001b[39m | \u001b[39m-0.5313  \u001b[39m | \u001b[39m1.731e+04\u001b[39m | \u001b[39m21.72    \u001b[39m | \u001b[39m0.267    \u001b[39m | \u001b[39m0.1881   \u001b[39m | \u001b[39m2.795    \u001b[39m | \u001b[39m1.395    \u001b[39m | \u001b[39m2.182    \u001b[39m | \u001b[39m6.352    \u001b[39m | \u001b[39m5.26     \u001b[39m | \u001b[39m40.71    \u001b[39m | \u001b[39m5.466    \u001b[39m | \u001b[39m2.183    \u001b[39m | \u001b[39m20.69    \u001b[39m | \u001b[39m14.99    \u001b[39m | \u001b[39m27.31    \u001b[39m | \u001b[39m8.615    \u001b[39m | \u001b[39m0.8751   \u001b[39m | \u001b[39m0.1478   \u001b[39m | \u001b[39m50.13    \u001b[39m | \u001b[39m27.82    \u001b[39m | \u001b[39m0.8111   \u001b[39m | \u001b[39m0.7303   \u001b[39m | \u001b[39m0.05499  \u001b[39m | \u001b[39m194.1    \u001b[39m | \u001b[39m0.1721   \u001b[39m | \u001b[39m90.73    \u001b[39m | \u001b[39m64.01    \u001b[39m | \u001b[39m9.303    \u001b[39m | \u001b[39m80.69    \u001b[39m | \u001b[39m80.23    \u001b[39m | \u001b[39m13.46    \u001b[39m | \u001b[39m0.1851   \u001b[39m | \u001b[39m0.8605   \u001b[39m | \u001b[39m0.9494   \u001b[39m | \u001b[39m8.997    \u001b[39m | \u001b[39m1.252    \u001b[39m | \u001b[39m54.77    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:54,709 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2503, R²: 0.9528\n"
     ]
    },
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      "| \u001b[39m189      \u001b[39m | \u001b[39m-0.2503  \u001b[39m | \u001b[39m4.879e+04\u001b[39m | \u001b[39m35.95    \u001b[39m | \u001b[39m0.2144   \u001b[39m | \u001b[39m0.1734   \u001b[39m | \u001b[39m1.489    \u001b[39m | \u001b[39m2.781    \u001b[39m | \u001b[39m2.987    \u001b[39m | \u001b[39m47.16    \u001b[39m | \u001b[39m6.146    \u001b[39m | \u001b[39m26.58    \u001b[39m | \u001b[39m0.8761   \u001b[39m | \u001b[39m2.075    \u001b[39m | \u001b[39m46.14    \u001b[39m | \u001b[39m11.11    \u001b[39m | \u001b[39m29.78    \u001b[39m | \u001b[39m10.66    \u001b[39m | \u001b[39m0.7905   \u001b[39m | \u001b[39m0.0204   \u001b[39m | \u001b[39m37.94    \u001b[39m | \u001b[39m2.798    \u001b[39m | \u001b[39m0.3204   \u001b[39m | \u001b[39m0.4162   \u001b[39m | \u001b[39m0.7478   \u001b[39m | \u001b[39m154.3    \u001b[39m | \u001b[39m0.2567   \u001b[39m | \u001b[39m34.79    \u001b[39m | \u001b[39m22.93    \u001b[39m | \u001b[39m5.84     \u001b[39m | \u001b[39m93.63    \u001b[39m | \u001b[39m87.07    \u001b[39m | \u001b[39m20.71    \u001b[39m | \u001b[39m0.02314  \u001b[39m | \u001b[39m0.2093   \u001b[39m | \u001b[39m1.695    \u001b[39m | \u001b[39m8.801    \u001b[39m | \u001b[39m3.843    \u001b[39m | \u001b[39m81.08    \u001b[39m |\n"
     ]
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      "2025-04-09 17:37:55,816 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.1955, R²: 0.9712\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m190      \u001b[39m | \u001b[39m-0.1955  \u001b[39m | \u001b[39m9.34e+04 \u001b[39m | \u001b[39m46.08    \u001b[39m | \u001b[39m0.2615   \u001b[39m | \u001b[39m0.6028   \u001b[39m | \u001b[39m2.367    \u001b[39m | \u001b[39m3.649    \u001b[39m | \u001b[39m0.1917   \u001b[39m | \u001b[39m48.35    \u001b[39m | \u001b[39m6.944    \u001b[39m | \u001b[39m19.4     \u001b[39m | \u001b[39m2.09     \u001b[39m | \u001b[39m2.373    \u001b[39m | \u001b[39m3.203    \u001b[39m | \u001b[39m4.977    \u001b[39m | \u001b[39m20.76    \u001b[39m | \u001b[39m7.34     \u001b[39m | \u001b[39m0.8512   \u001b[39m | \u001b[39m0.0244   \u001b[39m | \u001b[39m69.64    \u001b[39m | \u001b[39m27.4     \u001b[39m | \u001b[39m0.06717  \u001b[39m | \u001b[39m0.3615   \u001b[39m | \u001b[39m0.234    \u001b[39m | \u001b[39m77.7     \u001b[39m | \u001b[39m0.1946   \u001b[39m | \u001b[39m170.5    \u001b[39m | \u001b[39m82.46    \u001b[39m | \u001b[39m13.34    \u001b[39m | \u001b[39m90.26    \u001b[39m | \u001b[39m82.27    \u001b[39m | \u001b[39m10.15    \u001b[39m | \u001b[39m0.9918   \u001b[39m | \u001b[39m0.6462   \u001b[39m | \u001b[39m1.323    \u001b[39m | \u001b[39m11.11    \u001b[39m | \u001b[39m1.181    \u001b[39m | \u001b[39m76.04    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:37:56,732 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8347, R²: 0.4751\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m191      \u001b[39m | \u001b[39m-0.8347  \u001b[39m | \u001b[39m3.293e+04\u001b[39m | \u001b[39m18.26    \u001b[39m | \u001b[39m0.1257   \u001b[39m | \u001b[39m0.1873   \u001b[39m | \u001b[39m3.223    \u001b[39m | \u001b[39m2.649    \u001b[39m | \u001b[39m0.9263   \u001b[39m | \u001b[39m16.79    \u001b[39m | \u001b[39m2.559    \u001b[39m | \u001b[39m43.22    \u001b[39m | \u001b[39m0.332    \u001b[39m | \u001b[39m1.493    \u001b[39m | \u001b[39m40.4     \u001b[39m | \u001b[39m6.172    \u001b[39m | \u001b[39m19.28    \u001b[39m | \u001b[39m10.21    \u001b[39m | \u001b[39m0.7606   \u001b[39m | \u001b[39m0.06163  \u001b[39m | \u001b[39m13.35    \u001b[39m | \u001b[39m4.64     \u001b[39m | \u001b[39m0.07007  \u001b[39m | \u001b[39m0.3636   \u001b[39m | \u001b[39m0.007587 \u001b[39m | \u001b[39m20.56    \u001b[39m | \u001b[39m0.5354   \u001b[39m | \u001b[39m121.3    \u001b[39m | \u001b[39m70.95    \u001b[39m | \u001b[39m13.84    \u001b[39m | \u001b[39m82.13    \u001b[39m | \u001b[39m84.89    \u001b[39m | \u001b[39m14.21    \u001b[39m | \u001b[39m0.05505  \u001b[39m | \u001b[39m0.8949   \u001b[39m | \u001b[39m1.169    \u001b[39m | \u001b[39m8.646    \u001b[39m | \u001b[39m1.256    \u001b[39m | \u001b[39m41.01    \u001b[39m |\n"
     ]
    },
    {
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      "2025-04-09 17:37:57,882 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2839, R²: 0.9393\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m192      \u001b[39m | \u001b[39m-0.2839  \u001b[39m | \u001b[39m8.07e+04 \u001b[39m | \u001b[39m29.56    \u001b[39m | \u001b[39m0.1265   \u001b[39m | \u001b[39m0.4485   \u001b[39m | \u001b[39m3.01     \u001b[39m | \u001b[39m1.255    \u001b[39m | \u001b[39m2.109    \u001b[39m | \u001b[39m19.56    \u001b[39m | \u001b[39m9.271    \u001b[39m | \u001b[39m46.46    \u001b[39m | \u001b[39m9.351    \u001b[39m | \u001b[39m0.8912   \u001b[39m | \u001b[39m40.84    \u001b[39m | \u001b[39m27.32    \u001b[39m | \u001b[39m16.36    \u001b[39m | \u001b[39m12.11    \u001b[39m | \u001b[39m0.6675   \u001b[39m | \u001b[39m0.03478  \u001b[39m | \u001b[39m26.04    \u001b[39m | \u001b[39m34.01    \u001b[39m | \u001b[39m0.3332   \u001b[39m | \u001b[39m0.5659   \u001b[39m | \u001b[39m0.3297   \u001b[39m | \u001b[39m177.4    \u001b[39m | \u001b[39m0.3528   \u001b[39m | \u001b[39m63.62    \u001b[39m | \u001b[39m81.55    \u001b[39m | \u001b[39m9.514    \u001b[39m | \u001b[39m86.74    \u001b[39m | \u001b[39m82.93    \u001b[39m | \u001b[39m12.73    \u001b[39m | \u001b[39m0.2587   \u001b[39m | \u001b[39m0.4848   \u001b[39m | \u001b[39m1.154    \u001b[39m | \u001b[39m8.858    \u001b[39m | \u001b[39m1.528    \u001b[39m | \u001b[39m63.49    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:58,236 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m193      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m1.659e+04\u001b[39m | \u001b[39m25.94    \u001b[39m | \u001b[39m0.02086  \u001b[39m | \u001b[39m0.6685   \u001b[39m | \u001b[39m3.735    \u001b[39m | \u001b[39m2.635    \u001b[39m | \u001b[39m1.585    \u001b[39m | \u001b[39m10.28    \u001b[39m | \u001b[39m3.698    \u001b[39m | \u001b[39m44.55    \u001b[39m | \u001b[39m9.304    \u001b[39m | \u001b[39m2.551    \u001b[39m | \u001b[39m46.55    \u001b[39m | \u001b[39m3.279    \u001b[39m | \u001b[39m6.025    \u001b[39m | \u001b[39m8.026    \u001b[39m | \u001b[39m0.6731   \u001b[39m | \u001b[39m0.1159   \u001b[39m | \u001b[39m90.93    \u001b[39m | \u001b[39m21.81    \u001b[39m | \u001b[39m0.319    \u001b[39m | \u001b[39m0.9425   \u001b[39m | \u001b[39m0.3328   \u001b[39m | \u001b[39m75.59    \u001b[39m | \u001b[39m0.7629   \u001b[39m | \u001b[39m184.3    \u001b[39m | \u001b[39m60.62    \u001b[39m | \u001b[39m9.547    \u001b[39m | \u001b[39m87.87    \u001b[39m | \u001b[39m85.22    \u001b[39m | \u001b[39m14.0     \u001b[39m | \u001b[39m0.7385   \u001b[39m | \u001b[39m0.2486   \u001b[39m | \u001b[39m2.877    \u001b[39m | \u001b[39m8.232    \u001b[39m | \u001b[39m1.305    \u001b[39m | \u001b[39m58.99    \u001b[39m |\n"
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      "2025-04-09 17:37:59,230 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0772, R²: 0.9955\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m194      \u001b[39m | \u001b[39m-0.07719 \u001b[39m | \u001b[39m1.986e+03\u001b[39m | \u001b[39m44.1     \u001b[39m | \u001b[39m0.1588   \u001b[39m | \u001b[39m0.8974   \u001b[39m | \u001b[39m1.744    \u001b[39m | \u001b[39m1.219    \u001b[39m | \u001b[39m0.7599   \u001b[39m | \u001b[39m52.87    \u001b[39m | \u001b[39m8.428    \u001b[39m | \u001b[39m10.61    \u001b[39m | \u001b[39m8.502    \u001b[39m | \u001b[39m0.3281   \u001b[39m | \u001b[39m40.58    \u001b[39m | \u001b[39m2.366    \u001b[39m | \u001b[39m25.73    \u001b[39m | \u001b[39m12.64    \u001b[39m | \u001b[39m0.711    \u001b[39m | \u001b[39m0.2014   \u001b[39m | \u001b[39m10.81    \u001b[39m | \u001b[39m17.21    \u001b[39m | \u001b[39m0.0001534\u001b[39m | \u001b[39m0.572    \u001b[39m | \u001b[39m0.1729   \u001b[39m | \u001b[39m193.9    \u001b[39m | \u001b[39m0.01985  \u001b[39m | \u001b[39m50.28    \u001b[39m | \u001b[39m15.89    \u001b[39m | \u001b[39m14.12    \u001b[39m | \u001b[39m82.41    \u001b[39m | \u001b[39m93.35    \u001b[39m | \u001b[39m15.0     \u001b[39m | \u001b[39m0.3504   \u001b[39m | \u001b[39m0.2567   \u001b[39m | \u001b[39m0.6924   \u001b[39m | \u001b[39m9.527    \u001b[39m | \u001b[39m1.298    \u001b[39m | \u001b[39m61.4     \u001b[39m |\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:37:59,756 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1545, R²: -0.0040\n"
     ]
    },
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      "| \u001b[39m195      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m3.281e+04\u001b[39m | \u001b[39m31.73    \u001b[39m | \u001b[39m0.176    \u001b[39m | \u001b[39m0.2907   \u001b[39m | \u001b[39m3.103    \u001b[39m | \u001b[39m4.607    \u001b[39m | \u001b[39m0.9406   \u001b[39m | \u001b[39m67.14    \u001b[39m | \u001b[39m5.154    \u001b[39m | \u001b[39m45.92    \u001b[39m | \u001b[39m2.989    \u001b[39m | \u001b[39m3.908    \u001b[39m | \u001b[39m31.13    \u001b[39m | \u001b[39m25.36    \u001b[39m | \u001b[39m28.11    \u001b[39m | \u001b[39m9.007    \u001b[39m | \u001b[39m0.7412   \u001b[39m | \u001b[39m0.3974   \u001b[39m | \u001b[39m74.28    \u001b[39m | \u001b[39m8.721    \u001b[39m | \u001b[39m0.7111   \u001b[39m | \u001b[39m0.5548   \u001b[39m | \u001b[39m0.6043   \u001b[39m | \u001b[39m59.52    \u001b[39m | \u001b[39m0.3131   \u001b[39m | \u001b[39m191.0    \u001b[39m | \u001b[39m91.05    \u001b[39m | \u001b[39m15.67    \u001b[39m | \u001b[39m90.6     \u001b[39m | \u001b[39m86.31    \u001b[39m | \u001b[39m7.682    \u001b[39m | \u001b[39m0.8457   \u001b[39m | \u001b[39m0.213    \u001b[39m | \u001b[39m1.908    \u001b[39m | \u001b[39m8.56     \u001b[39m | \u001b[39m2.729    \u001b[39m | \u001b[39m37.27    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:38:00,113 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1554, R²: -0.0055\n"
     ]
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      "| \u001b[39m196      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m8.004e+04\u001b[39m | \u001b[39m44.03    \u001b[39m | \u001b[39m0.06868  \u001b[39m | \u001b[39m0.3879   \u001b[39m | \u001b[39m2.483    \u001b[39m | \u001b[39m1.615    \u001b[39m | \u001b[39m1.837    \u001b[39m | \u001b[39m65.06    \u001b[39m | \u001b[39m6.051    \u001b[39m | \u001b[39m38.78    \u001b[39m | \u001b[39m7.243    \u001b[39m | \u001b[39m0.5697   \u001b[39m | \u001b[39m4.985    \u001b[39m | \u001b[39m28.92    \u001b[39m | \u001b[39m16.96    \u001b[39m | \u001b[39m8.679    \u001b[39m | \u001b[39m0.9056   \u001b[39m | \u001b[39m0.2881   \u001b[39m | \u001b[39m73.43    \u001b[39m | \u001b[39m22.23    \u001b[39m | \u001b[39m0.1665   \u001b[39m | \u001b[39m0.6337   \u001b[39m | \u001b[39m0.2308   \u001b[39m | \u001b[39m192.8    \u001b[39m | \u001b[39m0.8313   \u001b[39m | \u001b[39m151.5    \u001b[39m | \u001b[39m96.33    \u001b[39m | \u001b[39m15.28    \u001b[39m | \u001b[39m81.02    \u001b[39m | \u001b[39m93.18    \u001b[39m | \u001b[39m5.391    \u001b[39m | \u001b[39m0.3765   \u001b[39m | \u001b[39m0.2342   \u001b[39m | \u001b[39m2.238    \u001b[39m | \u001b[39m10.55    \u001b[39m | \u001b[39m1.092    \u001b[39m | \u001b[39m29.56    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:38:00,611 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8433, R²: 0.4643\n"
     ]
    },
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      "| \u001b[39m197      \u001b[39m | \u001b[39m-0.8433  \u001b[39m | \u001b[39m6.487e+04\u001b[39m | \u001b[39m28.06    \u001b[39m | \u001b[39m0.1723   \u001b[39m | \u001b[39m0.944    \u001b[39m | \u001b[39m3.385    \u001b[39m | \u001b[39m3.038    \u001b[39m | \u001b[39m1.976    \u001b[39m | \u001b[39m90.71    \u001b[39m | \u001b[39m4.798    \u001b[39m | \u001b[39m2.444    \u001b[39m | \u001b[39m7.546    \u001b[39m | \u001b[39m3.728    \u001b[39m | \u001b[39m4.714    \u001b[39m | \u001b[39m29.51    \u001b[39m | \u001b[39m27.55    \u001b[39m | \u001b[39m8.767    \u001b[39m | \u001b[39m0.9109   \u001b[39m | \u001b[39m0.3679   \u001b[39m | \u001b[39m87.15    \u001b[39m | \u001b[39m33.15    \u001b[39m | \u001b[39m0.3226   \u001b[39m | \u001b[39m0.2742   \u001b[39m | \u001b[39m0.7967   \u001b[39m | \u001b[39m124.1    \u001b[39m | \u001b[39m0.5502   \u001b[39m | \u001b[39m87.61    \u001b[39m | \u001b[39m78.5     \u001b[39m | \u001b[39m7.872    \u001b[39m | \u001b[39m89.46    \u001b[39m | \u001b[39m75.05    \u001b[39m | \u001b[39m16.97    \u001b[39m | \u001b[39m0.7577   \u001b[39m | \u001b[39m0.9313   \u001b[39m | \u001b[39m1.893    \u001b[39m | \u001b[39m9.665    \u001b[39m | \u001b[39m2.848    \u001b[39m | \u001b[39m2.214    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:38:01,918 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1552, R²: -0.0052\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m198      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m9.235e+04\u001b[39m | \u001b[39m33.84    \u001b[39m | \u001b[39m0.2659   \u001b[39m | \u001b[39m0.8188   \u001b[39m | \u001b[39m4.648    \u001b[39m | \u001b[39m2.79     \u001b[39m | \u001b[39m1.626    \u001b[39m | \u001b[39m69.21    \u001b[39m | \u001b[39m9.293    \u001b[39m | \u001b[39m21.77    \u001b[39m | \u001b[39m4.264    \u001b[39m | \u001b[39m0.0226   \u001b[39m | \u001b[39m27.33    \u001b[39m | \u001b[39m14.87    \u001b[39m | \u001b[39m8.423    \u001b[39m | \u001b[39m7.868    \u001b[39m | \u001b[39m0.8661   \u001b[39m | \u001b[39m0.1974   \u001b[39m | \u001b[39m42.6     \u001b[39m | \u001b[39m16.05    \u001b[39m | \u001b[39m0.06823  \u001b[39m | \u001b[39m0.9935   \u001b[39m | \u001b[39m0.6261   \u001b[39m | \u001b[39m94.77    \u001b[39m | \u001b[39m0.1549   \u001b[39m | \u001b[39m122.1    \u001b[39m | \u001b[39m78.9     \u001b[39m | \u001b[39m18.11    \u001b[39m | \u001b[39m80.6     \u001b[39m | \u001b[39m82.46    \u001b[39m | \u001b[39m21.02    \u001b[39m | \u001b[39m0.8508   \u001b[39m | \u001b[39m0.5226   \u001b[39m | \u001b[39m2.917    \u001b[39m | \u001b[39m11.3     \u001b[39m | \u001b[39m4.053    \u001b[39m | \u001b[39m21.17    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:03,238 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.7922, R²: 0.5273\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m199      \u001b[39m | \u001b[39m-0.7922  \u001b[39m | \u001b[39m7.59e+04 \u001b[39m | \u001b[39m22.34    \u001b[39m | \u001b[39m0.2145   \u001b[39m | \u001b[39m0.8787   \u001b[39m | \u001b[39m1.422    \u001b[39m | \u001b[39m4.598    \u001b[39m | \u001b[39m0.848    \u001b[39m | \u001b[39m14.44    \u001b[39m | \u001b[39m5.14     \u001b[39m | \u001b[39m23.86    \u001b[39m | \u001b[39m5.183    \u001b[39m | \u001b[39m2.728    \u001b[39m | \u001b[39m33.67    \u001b[39m | \u001b[39m6.545    \u001b[39m | \u001b[39m23.65    \u001b[39m | \u001b[39m7.814    \u001b[39m | \u001b[39m0.9583   \u001b[39m | \u001b[39m0.2656   \u001b[39m | \u001b[39m28.6     \u001b[39m | \u001b[39m25.71    \u001b[39m | \u001b[39m0.1946   \u001b[39m | \u001b[39m0.01337  \u001b[39m | \u001b[39m0.0121   \u001b[39m | \u001b[39m45.82    \u001b[39m | \u001b[39m0.6009   \u001b[39m | \u001b[39m92.96    \u001b[39m | \u001b[39m23.55    \u001b[39m | \u001b[39m8.823    \u001b[39m | \u001b[39m89.34    \u001b[39m | \u001b[39m89.55    \u001b[39m | \u001b[39m13.85    \u001b[39m | \u001b[39m0.6005   \u001b[39m | \u001b[39m0.4978   \u001b[39m | \u001b[39m2.97     \u001b[39m | \u001b[39m11.0     \u001b[39m | \u001b[39m3.159    \u001b[39m | \u001b[39m80.1     \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:04,366 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.2451, R²: 0.9548\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m200      \u001b[39m | \u001b[39m-0.2451  \u001b[39m | \u001b[39m2.412e+04\u001b[39m | \u001b[39m13.01    \u001b[39m | \u001b[39m0.1868   \u001b[39m | \u001b[39m0.4078   \u001b[39m | \u001b[39m2.654    \u001b[39m | \u001b[39m1.744    \u001b[39m | \u001b[39m1.69     \u001b[39m | \u001b[39m90.75    \u001b[39m | \u001b[39m1.729    \u001b[39m | \u001b[39m38.63    \u001b[39m | \u001b[39m0.8408   \u001b[39m | \u001b[39m1.717    \u001b[39m | \u001b[39m3.017    \u001b[39m | \u001b[39m29.3     \u001b[39m | \u001b[39m16.99    \u001b[39m | \u001b[39m10.96    \u001b[39m | \u001b[39m0.6889   \u001b[39m | \u001b[39m0.2486   \u001b[39m | \u001b[39m53.72    \u001b[39m | \u001b[39m18.19    \u001b[39m | \u001b[39m0.557    \u001b[39m | \u001b[39m0.3994   \u001b[39m | \u001b[39m0.2465   \u001b[39m | \u001b[39m53.2     \u001b[39m | \u001b[39m0.5257   \u001b[39m | \u001b[39m40.2     \u001b[39m | \u001b[39m5.151    \u001b[39m | \u001b[39m18.29    \u001b[39m | \u001b[39m92.28    \u001b[39m | \u001b[39m83.32    \u001b[39m | \u001b[39m10.74    \u001b[39m | \u001b[39m0.08833  \u001b[39m | \u001b[39m0.6442   \u001b[39m | \u001b[39m0.4431   \u001b[39m | \u001b[39m10.35    \u001b[39m | \u001b[39m1.379    \u001b[39m | \u001b[39m10.97    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:05,523 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.7964, R²: 0.5223\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m201      \u001b[39m | \u001b[39m-0.7964  \u001b[39m | \u001b[39m8.49e+04 \u001b[39m | \u001b[39m17.89    \u001b[39m | \u001b[39m0.1283   \u001b[39m | \u001b[39m0.6497   \u001b[39m | \u001b[39m3.674    \u001b[39m | \u001b[39m3.756    \u001b[39m | \u001b[39m2.807    \u001b[39m | \u001b[39m43.19    \u001b[39m | \u001b[39m5.02     \u001b[39m | \u001b[39m19.1     \u001b[39m | \u001b[39m1.649    \u001b[39m | \u001b[39m1.462    \u001b[39m | \u001b[39m17.58    \u001b[39m | \u001b[39m29.45    \u001b[39m | \u001b[39m11.57    \u001b[39m | \u001b[39m11.07    \u001b[39m | \u001b[39m0.9155   \u001b[39m | \u001b[39m0.2531   \u001b[39m | \u001b[39m97.31    \u001b[39m | \u001b[39m6.089    \u001b[39m | \u001b[39m0.05545  \u001b[39m | \u001b[39m0.3572   \u001b[39m | \u001b[39m0.5152   \u001b[39m | \u001b[39m24.28    \u001b[39m | \u001b[39m0.7206   \u001b[39m | \u001b[39m175.6    \u001b[39m | \u001b[39m32.27    \u001b[39m | \u001b[39m19.19    \u001b[39m | \u001b[39m89.35    \u001b[39m | \u001b[39m86.72    \u001b[39m | \u001b[39m22.4     \u001b[39m | \u001b[39m0.4488   \u001b[39m | \u001b[39m0.7212   \u001b[39m | \u001b[39m2.683    \u001b[39m | \u001b[39m10.35    \u001b[39m | \u001b[39m3.147    \u001b[39m | \u001b[39m42.19    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:05,902 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0888, R²: 0.9941\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m202      \u001b[39m | \u001b[39m-0.08877 \u001b[39m | \u001b[39m6.047e+04\u001b[39m | \u001b[39m36.39    \u001b[39m | \u001b[39m0.1433   \u001b[39m | \u001b[39m0.1513   \u001b[39m | \u001b[39m4.524    \u001b[39m | \u001b[39m3.383    \u001b[39m | \u001b[39m0.7498   \u001b[39m | \u001b[39m85.29    \u001b[39m | \u001b[39m8.485    \u001b[39m | \u001b[39m29.54    \u001b[39m | \u001b[39m8.249    \u001b[39m | \u001b[39m3.942    \u001b[39m | \u001b[39m21.93    \u001b[39m | \u001b[39m11.87    \u001b[39m | \u001b[39m26.72    \u001b[39m | \u001b[39m11.58    \u001b[39m | \u001b[39m0.9972   \u001b[39m | \u001b[39m0.2339   \u001b[39m | \u001b[39m12.57    \u001b[39m | \u001b[39m16.58    \u001b[39m | \u001b[39m0.8636   \u001b[39m | \u001b[39m0.3903   \u001b[39m | \u001b[39m0.8317   \u001b[39m | \u001b[39m148.9    \u001b[39m | \u001b[39m0.4797   \u001b[39m | \u001b[39m180.6    \u001b[39m | \u001b[39m89.15    \u001b[39m | \u001b[39m16.2     \u001b[39m | \u001b[39m90.55    \u001b[39m | \u001b[39m92.25    \u001b[39m | \u001b[39m24.17    \u001b[39m | \u001b[39m0.5354   \u001b[39m | \u001b[39m0.5059   \u001b[39m | \u001b[39m2.366    \u001b[39m | \u001b[39m9.4      \u001b[39m | \u001b[39m2.107    \u001b[39m | \u001b[39m87.4     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:06,799 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2482, R²: 0.9536\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m203      \u001b[39m | \u001b[39m-0.2482  \u001b[39m | \u001b[39m2.138e+04\u001b[39m | \u001b[39m35.77    \u001b[39m | \u001b[39m0.1401   \u001b[39m | \u001b[39m0.7486   \u001b[39m | \u001b[39m2.901    \u001b[39m | \u001b[39m2.315    \u001b[39m | \u001b[39m0.4359   \u001b[39m | \u001b[39m52.24    \u001b[39m | \u001b[39m7.904    \u001b[39m | \u001b[39m28.23    \u001b[39m | \u001b[39m6.472    \u001b[39m | \u001b[39m3.686    \u001b[39m | \u001b[39m16.99    \u001b[39m | \u001b[39m20.64    \u001b[39m | \u001b[39m9.923    \u001b[39m | \u001b[39m12.72    \u001b[39m | \u001b[39m0.8207   \u001b[39m | \u001b[39m0.1778   \u001b[39m | \u001b[39m30.09    \u001b[39m | \u001b[39m30.33    \u001b[39m | \u001b[39m0.3471   \u001b[39m | \u001b[39m0.7375   \u001b[39m | \u001b[39m0.1996   \u001b[39m | \u001b[39m199.4    \u001b[39m | \u001b[39m0.7377   \u001b[39m | \u001b[39m93.65    \u001b[39m | \u001b[39m21.15    \u001b[39m | \u001b[39m10.02    \u001b[39m | \u001b[39m87.81    \u001b[39m | \u001b[39m75.11    \u001b[39m | \u001b[39m14.58    \u001b[39m | \u001b[39m0.7018   \u001b[39m | \u001b[39m0.286    \u001b[39m | \u001b[39m0.8688   \u001b[39m | \u001b[39m9.95     \u001b[39m | \u001b[39m3.218    \u001b[39m | \u001b[39m54.41    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:08,109 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.6406, R²: 0.6909\n"
     ]
    },
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      "| \u001b[39m204      \u001b[39m | \u001b[39m-0.6406  \u001b[39m | \u001b[39m8.603e+04\u001b[39m | \u001b[39m13.43    \u001b[39m | \u001b[39m0.07353  \u001b[39m | \u001b[39m0.5545   \u001b[39m | \u001b[39m4.233    \u001b[39m | \u001b[39m1.709    \u001b[39m | \u001b[39m2.717    \u001b[39m | \u001b[39m86.47    \u001b[39m | \u001b[39m8.874    \u001b[39m | \u001b[39m17.88    \u001b[39m | \u001b[39m6.746    \u001b[39m | \u001b[39m0.1226   \u001b[39m | \u001b[39m36.41    \u001b[39m | \u001b[39m4.211    \u001b[39m | \u001b[39m24.34    \u001b[39m | \u001b[39m7.899    \u001b[39m | \u001b[39m0.8511   \u001b[39m | \u001b[39m0.3719   \u001b[39m | \u001b[39m39.11    \u001b[39m | \u001b[39m32.99    \u001b[39m | \u001b[39m0.3779   \u001b[39m | \u001b[39m0.3842   \u001b[39m | \u001b[39m0.07593  \u001b[39m | \u001b[39m70.18    \u001b[39m | \u001b[39m0.1121   \u001b[39m | \u001b[39m156.3    \u001b[39m | \u001b[39m6.692    \u001b[39m | \u001b[39m15.79    \u001b[39m | \u001b[39m89.22    \u001b[39m | \u001b[39m87.06    \u001b[39m | \u001b[39m13.64    \u001b[39m | \u001b[39m0.2994   \u001b[39m | \u001b[39m0.9994   \u001b[39m | \u001b[39m0.3839   \u001b[39m | \u001b[39m8.942    \u001b[39m | \u001b[39m1.746    \u001b[39m | \u001b[39m83.65    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:08,465 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2761, R²: 0.9426\n",
      "2025-04-09 17:38:08,637 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m205      \u001b[39m | \u001b[39m-0.2761  \u001b[39m | \u001b[39m3.156e+04\u001b[39m | \u001b[39m33.1     \u001b[39m | \u001b[39m0.2862   \u001b[39m | \u001b[39m0.2242   \u001b[39m | \u001b[39m3.16     \u001b[39m | \u001b[39m3.965    \u001b[39m | \u001b[39m0.8522   \u001b[39m | \u001b[39m14.66    \u001b[39m | \u001b[39m4.126    \u001b[39m | \u001b[39m8.232    \u001b[39m | \u001b[39m7.404    \u001b[39m | \u001b[39m2.168    \u001b[39m | \u001b[39m40.56    \u001b[39m | \u001b[39m21.35    \u001b[39m | \u001b[39m10.44    \u001b[39m | \u001b[39m12.97    \u001b[39m | \u001b[39m0.9093   \u001b[39m | \u001b[39m0.3276   \u001b[39m | \u001b[39m41.22    \u001b[39m | \u001b[39m29.59    \u001b[39m | \u001b[39m0.7292   \u001b[39m | \u001b[39m0.8177   \u001b[39m | \u001b[39m0.02162  \u001b[39m | \u001b[39m79.09    \u001b[39m | \u001b[39m0.9783   \u001b[39m | \u001b[39m97.98    \u001b[39m | \u001b[39m56.18    \u001b[39m | \u001b[39m17.61    \u001b[39m | \u001b[39m92.39    \u001b[39m | \u001b[39m81.89    \u001b[39m | \u001b[39m5.356    \u001b[39m | \u001b[39m0.2035   \u001b[39m | \u001b[39m0.824    \u001b[39m | \u001b[39m0.116    \u001b[39m | \u001b[39m9.205    \u001b[39m | \u001b[39m4.054    \u001b[39m | \u001b[39m52.96    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:08,723 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:38:08,805 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:38:08,806 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m206      \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m2.852e+04\u001b[39m | \u001b[39m27.85    \u001b[39m | \u001b[39m0.05095  \u001b[39m | \u001b[39m0.02271  \u001b[39m | \u001b[39m4.577    \u001b[39m | \u001b[39m3.599    \u001b[39m | \u001b[39m0.989    \u001b[39m | \u001b[39m49.85    \u001b[39m | \u001b[39m5.702    \u001b[39m | \u001b[39m13.0     \u001b[39m | \u001b[39m6.772    \u001b[39m | \u001b[39m0.5056   \u001b[39m | \u001b[39m11.4     \u001b[39m | \u001b[39m4.688    \u001b[39m | \u001b[39m25.8     \u001b[39m | \u001b[39m9.735    \u001b[39m | \u001b[39m0.7487   \u001b[39m | \u001b[39m0.366    \u001b[39m | \u001b[39m45.28    \u001b[39m | \u001b[39m27.28    \u001b[39m | \u001b[39m0.4491   \u001b[39m | \u001b[39m0.5695   \u001b[39m | \u001b[39m0.3138   \u001b[39m | \u001b[39m157.7    \u001b[39m | \u001b[39m0.05496  \u001b[39m | \u001b[39m46.72    \u001b[39m | \u001b[39m11.35    \u001b[39m | \u001b[39m14.51    \u001b[39m | \u001b[39m85.76    \u001b[39m | \u001b[39m91.81    \u001b[39m | \u001b[39m10.98    \u001b[39m | \u001b[39m0.9545   \u001b[39m | \u001b[39m0.8441   \u001b[39m | \u001b[39m0.2228   \u001b[39m | \u001b[39m10.37    \u001b[39m | \u001b[39m1.591    \u001b[39m | \u001b[39m68.46    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:09,157 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2725, R²: 0.9441\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m207      \u001b[39m | \u001b[39m-0.2725  \u001b[39m | \u001b[39m5.127e+04\u001b[39m | \u001b[39m33.37    \u001b[39m | \u001b[39m0.1822   \u001b[39m | \u001b[39m0.9801   \u001b[39m | \u001b[39m4.386    \u001b[39m | \u001b[39m3.456    \u001b[39m | \u001b[39m1.02     \u001b[39m | \u001b[39m24.45    \u001b[39m | \u001b[39m1.821    \u001b[39m | \u001b[39m38.51    \u001b[39m | \u001b[39m2.545    \u001b[39m | \u001b[39m2.386    \u001b[39m | \u001b[39m20.11    \u001b[39m | \u001b[39m9.946    \u001b[39m | \u001b[39m21.96    \u001b[39m | \u001b[39m12.95    \u001b[39m | \u001b[39m0.7439   \u001b[39m | \u001b[39m0.03378  \u001b[39m | \u001b[39m38.89    \u001b[39m | \u001b[39m35.86    \u001b[39m | \u001b[39m0.8931   \u001b[39m | \u001b[39m0.5861   \u001b[39m | \u001b[39m0.02607  \u001b[39m | \u001b[39m50.97    \u001b[39m | \u001b[39m0.8832   \u001b[39m | \u001b[39m44.07    \u001b[39m | \u001b[39m50.39    \u001b[39m | \u001b[39m18.66    \u001b[39m | \u001b[39m84.07    \u001b[39m | \u001b[39m82.15    \u001b[39m | \u001b[39m16.99    \u001b[39m | \u001b[39m0.3948   \u001b[39m | \u001b[39m0.8545   \u001b[39m | \u001b[39m0.3004   \u001b[39m | \u001b[39m9.17     \u001b[39m | \u001b[39m3.704    \u001b[39m | \u001b[39m62.32    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:38:09,538 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0853, R²: 0.9945\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m208      \u001b[39m | \u001b[39m-0.08527 \u001b[39m | \u001b[39m2.508e+04\u001b[39m | \u001b[39m38.58    \u001b[39m | \u001b[39m0.2798   \u001b[39m | \u001b[39m0.7021   \u001b[39m | \u001b[39m4.71     \u001b[39m | \u001b[39m4.721    \u001b[39m | \u001b[39m1.938    \u001b[39m | \u001b[39m57.26    \u001b[39m | \u001b[39m5.913    \u001b[39m | \u001b[39m37.91    \u001b[39m | \u001b[39m2.128    \u001b[39m | \u001b[39m2.229    \u001b[39m | \u001b[39m43.49    \u001b[39m | \u001b[39m24.06    \u001b[39m | \u001b[39m23.34    \u001b[39m | \u001b[39m8.705    \u001b[39m | \u001b[39m0.7325   \u001b[39m | \u001b[39m0.3683   \u001b[39m | \u001b[39m36.23    \u001b[39m | \u001b[39m21.39    \u001b[39m | \u001b[39m0.003783 \u001b[39m | \u001b[39m0.9601   \u001b[39m | \u001b[39m0.7129   \u001b[39m | \u001b[39m196.0    \u001b[39m | \u001b[39m0.8115   \u001b[39m | \u001b[39m49.97    \u001b[39m | \u001b[39m97.77    \u001b[39m | \u001b[39m18.56    \u001b[39m | \u001b[39m83.55    \u001b[39m | \u001b[39m94.16    \u001b[39m | \u001b[39m17.49    \u001b[39m | \u001b[39m0.2231   \u001b[39m | \u001b[39m0.4725   \u001b[39m | \u001b[39m2.347    \u001b[39m | \u001b[39m10.47    \u001b[39m | \u001b[39m1.913    \u001b[39m | \u001b[39m76.57    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:10,447 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2856, R²: 0.9386\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m209      \u001b[39m | \u001b[39m-0.2856  \u001b[39m | \u001b[39m2.887e+04\u001b[39m | \u001b[39m19.49    \u001b[39m | \u001b[39m0.0493   \u001b[39m | \u001b[39m0.2445   \u001b[39m | \u001b[39m3.431    \u001b[39m | \u001b[39m3.807    \u001b[39m | \u001b[39m1.687    \u001b[39m | \u001b[39m27.49    \u001b[39m | \u001b[39m5.579    \u001b[39m | \u001b[39m39.0     \u001b[39m | \u001b[39m8.772    \u001b[39m | \u001b[39m2.164    \u001b[39m | \u001b[39m18.78    \u001b[39m | \u001b[39m21.24    \u001b[39m | \u001b[39m18.42    \u001b[39m | \u001b[39m10.98    \u001b[39m | \u001b[39m0.8036   \u001b[39m | \u001b[39m0.1806   \u001b[39m | \u001b[39m14.48    \u001b[39m | \u001b[39m3.217    \u001b[39m | \u001b[39m0.1606   \u001b[39m | \u001b[39m0.4728   \u001b[39m | \u001b[39m0.0335   \u001b[39m | \u001b[39m88.38    \u001b[39m | \u001b[39m0.8377   \u001b[39m | \u001b[39m180.7    \u001b[39m | \u001b[39m72.76    \u001b[39m | \u001b[39m17.7     \u001b[39m | \u001b[39m89.13    \u001b[39m | \u001b[39m83.04    \u001b[39m | \u001b[39m17.87    \u001b[39m | \u001b[39m0.7805   \u001b[39m | \u001b[39m0.119    \u001b[39m | \u001b[39m0.2671   \u001b[39m | \u001b[39m12.99    \u001b[39m | \u001b[39m3.622    \u001b[39m | \u001b[39m13.78    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:11,770 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1438, R²: 0.0145\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m210      \u001b[39m | \u001b[39m-1.144   \u001b[39m | \u001b[39m2.806e+04\u001b[39m | \u001b[39m33.86    \u001b[39m | \u001b[39m0.2282   \u001b[39m | \u001b[39m0.732    \u001b[39m | \u001b[39m4.378    \u001b[39m | \u001b[39m2.476    \u001b[39m | \u001b[39m2.889    \u001b[39m | \u001b[39m17.12    \u001b[39m | \u001b[39m5.066    \u001b[39m | \u001b[39m7.64     \u001b[39m | \u001b[39m9.344    \u001b[39m | \u001b[39m2.422    \u001b[39m | \u001b[39m35.09    \u001b[39m | \u001b[39m26.41    \u001b[39m | \u001b[39m13.08    \u001b[39m | \u001b[39m9.434    \u001b[39m | \u001b[39m0.8595   \u001b[39m | \u001b[39m0.007215 \u001b[39m | \u001b[39m53.51    \u001b[39m | \u001b[39m16.34    \u001b[39m | \u001b[39m0.9742   \u001b[39m | \u001b[39m0.8814   \u001b[39m | \u001b[39m0.002077 \u001b[39m | \u001b[39m17.1     \u001b[39m | \u001b[39m0.09337  \u001b[39m | \u001b[39m170.2    \u001b[39m | \u001b[39m73.79    \u001b[39m | \u001b[39m5.688    \u001b[39m | \u001b[39m80.56    \u001b[39m | \u001b[39m85.86    \u001b[39m | \u001b[39m21.29    \u001b[39m | \u001b[39m0.9417   \u001b[39m | \u001b[39m0.6872   \u001b[39m | \u001b[39m1.046    \u001b[39m | \u001b[39m12.03    \u001b[39m | \u001b[39m2.798    \u001b[39m | \u001b[39m32.13    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:12,604 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4276, R²: 0.8623\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m211      \u001b[39m | \u001b[39m-0.4276  \u001b[39m | \u001b[39m1.695e+04\u001b[39m | \u001b[39m40.77    \u001b[39m | \u001b[39m0.1742   \u001b[39m | \u001b[39m0.3862   \u001b[39m | \u001b[39m3.894    \u001b[39m | \u001b[39m3.98     \u001b[39m | \u001b[39m0.4422   \u001b[39m | \u001b[39m71.73    \u001b[39m | \u001b[39m5.62     \u001b[39m | \u001b[39m41.17    \u001b[39m | \u001b[39m6.33     \u001b[39m | \u001b[39m0.722    \u001b[39m | \u001b[39m49.89    \u001b[39m | \u001b[39m16.08    \u001b[39m | \u001b[39m15.28    \u001b[39m | \u001b[39m11.29    \u001b[39m | \u001b[39m0.8523   \u001b[39m | \u001b[39m0.3298   \u001b[39m | \u001b[39m4.753    \u001b[39m | \u001b[39m22.86    \u001b[39m | \u001b[39m0.6946   \u001b[39m | \u001b[39m0.5142   \u001b[39m | \u001b[39m0.478    \u001b[39m | \u001b[39m32.06    \u001b[39m | \u001b[39m0.6154   \u001b[39m | \u001b[39m59.19    \u001b[39m | \u001b[39m75.17    \u001b[39m | \u001b[39m12.61    \u001b[39m | \u001b[39m93.94    \u001b[39m | \u001b[39m88.68    \u001b[39m | \u001b[39m15.59    \u001b[39m | \u001b[39m0.1567   \u001b[39m | \u001b[39m0.03611  \u001b[39m | \u001b[39m1.85     \u001b[39m | \u001b[39m8.028    \u001b[39m | \u001b[39m3.667    \u001b[39m | \u001b[39m89.14    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:13,859 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2010, R²: 0.9696\n"
     ]
    },
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      "| \u001b[39m212      \u001b[39m | \u001b[39m-0.201   \u001b[39m | \u001b[39m3.199e+04\u001b[39m | \u001b[39m14.01    \u001b[39m | \u001b[39m0.09621  \u001b[39m | \u001b[39m0.7729   \u001b[39m | \u001b[39m1.03     \u001b[39m | \u001b[39m4.102    \u001b[39m | \u001b[39m0.8962   \u001b[39m | \u001b[39m42.66    \u001b[39m | \u001b[39m5.81     \u001b[39m | \u001b[39m18.08    \u001b[39m | \u001b[39m2.538    \u001b[39m | \u001b[39m3.427    \u001b[39m | \u001b[39m11.75    \u001b[39m | \u001b[39m24.04    \u001b[39m | \u001b[39m6.918    \u001b[39m | \u001b[39m7.939    \u001b[39m | \u001b[39m0.861    \u001b[39m | \u001b[39m0.3865   \u001b[39m | \u001b[39m77.77    \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m0.3915   \u001b[39m | \u001b[39m0.7296   \u001b[39m | \u001b[39m0.03292  \u001b[39m | \u001b[39m54.29    \u001b[39m | \u001b[39m0.01103  \u001b[39m | \u001b[39m48.24    \u001b[39m | \u001b[39m30.55    \u001b[39m | \u001b[39m12.2     \u001b[39m | \u001b[39m80.48    \u001b[39m | \u001b[39m83.49    \u001b[39m | \u001b[39m17.8     \u001b[39m | \u001b[39m0.7357   \u001b[39m | \u001b[39m0.6536   \u001b[39m | \u001b[39m1.947    \u001b[39m | \u001b[39m8.633    \u001b[39m | \u001b[39m2.687    \u001b[39m | \u001b[39m97.42    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:38:14,803 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 0.7723, R²: 0.5507\n"
     ]
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      "| \u001b[39m213      \u001b[39m | \u001b[39m-0.7723  \u001b[39m | \u001b[39m4.971e+04\u001b[39m | \u001b[39m30.74    \u001b[39m | \u001b[39m0.2532   \u001b[39m | \u001b[39m0.5828   \u001b[39m | \u001b[39m1.374    \u001b[39m | \u001b[39m2.343    \u001b[39m | \u001b[39m0.507    \u001b[39m | \u001b[39m44.03    \u001b[39m | \u001b[39m2.496    \u001b[39m | \u001b[39m19.55    \u001b[39m | \u001b[39m0.4437   \u001b[39m | \u001b[39m0.4963   \u001b[39m | \u001b[39m43.19    \u001b[39m | \u001b[39m19.51    \u001b[39m | \u001b[39m14.78    \u001b[39m | \u001b[39m9.397    \u001b[39m | \u001b[39m0.7921   \u001b[39m | \u001b[39m0.1071   \u001b[39m | \u001b[39m76.26    \u001b[39m | \u001b[39m22.4     \u001b[39m | \u001b[39m0.1653   \u001b[39m | \u001b[39m0.647    \u001b[39m | \u001b[39m0.3279   \u001b[39m | \u001b[39m106.5    \u001b[39m | \u001b[39m0.7226   \u001b[39m | \u001b[39m154.6    \u001b[39m | \u001b[39m90.38    \u001b[39m | \u001b[39m8.625    \u001b[39m | \u001b[39m89.77    \u001b[39m | \u001b[39m85.0     \u001b[39m | \u001b[39m20.49    \u001b[39m | \u001b[39m0.08183  \u001b[39m | \u001b[39m0.4509   \u001b[39m | \u001b[39m0.02099  \u001b[39m | \u001b[39m8.689    \u001b[39m | \u001b[39m3.086    \u001b[39m | \u001b[39m58.85    \u001b[39m |\n"
     ]
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      "2025-04-09 17:38:15,951 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 0.8436, R²: 0.4640\n"
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      "| \u001b[39m214      \u001b[39m | \u001b[39m-0.8436  \u001b[39m | \u001b[39m5.64e+04 \u001b[39m | \u001b[39m23.24    \u001b[39m | \u001b[39m0.2325   \u001b[39m | \u001b[39m0.1093   \u001b[39m | \u001b[39m4.983    \u001b[39m | \u001b[39m2.469    \u001b[39m | \u001b[39m0.006628 \u001b[39m | \u001b[39m7.567    \u001b[39m | \u001b[39m4.326    \u001b[39m | \u001b[39m28.0     \u001b[39m | \u001b[39m8.472    \u001b[39m | \u001b[39m0.6743   \u001b[39m | \u001b[39m7.533    \u001b[39m | \u001b[39m11.59    \u001b[39m | \u001b[39m19.41    \u001b[39m | \u001b[39m9.378    \u001b[39m | \u001b[39m0.6814   \u001b[39m | \u001b[39m0.1064   \u001b[39m | \u001b[39m58.76    \u001b[39m | \u001b[39m8.559    \u001b[39m | \u001b[39m0.3152   \u001b[39m | \u001b[39m0.3391   \u001b[39m | \u001b[39m0.02043  \u001b[39m | \u001b[39m129.1    \u001b[39m | \u001b[39m0.8908   \u001b[39m | \u001b[39m110.9    \u001b[39m | \u001b[39m34.01    \u001b[39m | \u001b[39m13.5     \u001b[39m | \u001b[39m87.3     \u001b[39m | \u001b[39m84.34    \u001b[39m | \u001b[39m13.23    \u001b[39m | \u001b[39m0.5603   \u001b[39m | \u001b[39m0.1456   \u001b[39m | \u001b[39m0.4505   \u001b[39m | \u001b[39m10.7     \u001b[39m | \u001b[39m1.499    \u001b[39m | \u001b[39m66.62    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:38:17,083 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2755, R²: 0.9428\n"
     ]
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      "| \u001b[39m215      \u001b[39m | \u001b[39m-0.2755  \u001b[39m | \u001b[39m7.287e+04\u001b[39m | \u001b[39m20.25    \u001b[39m | \u001b[39m0.2316   \u001b[39m | \u001b[39m0.5722   \u001b[39m | \u001b[39m1.527    \u001b[39m | \u001b[39m2.103    \u001b[39m | \u001b[39m2.504    \u001b[39m | \u001b[39m7.805    \u001b[39m | \u001b[39m4.541    \u001b[39m | \u001b[39m38.1     \u001b[39m | \u001b[39m1.623    \u001b[39m | \u001b[39m0.6262   \u001b[39m | \u001b[39m13.61    \u001b[39m | \u001b[39m12.6     \u001b[39m | \u001b[39m26.73    \u001b[39m | \u001b[39m7.302    \u001b[39m | \u001b[39m0.8722   \u001b[39m | \u001b[39m0.2065   \u001b[39m | \u001b[39m59.51    \u001b[39m | \u001b[39m29.85    \u001b[39m | \u001b[39m0.3893   \u001b[39m | \u001b[39m0.9102   \u001b[39m | \u001b[39m0.1173   \u001b[39m | \u001b[39m149.4    \u001b[39m | \u001b[39m0.821    \u001b[39m | \u001b[39m167.3    \u001b[39m | \u001b[39m55.13    \u001b[39m | \u001b[39m13.05    \u001b[39m | \u001b[39m91.19    \u001b[39m | \u001b[39m82.49    \u001b[39m | \u001b[39m18.04    \u001b[39m | \u001b[39m0.4764   \u001b[39m | \u001b[39m0.8827   \u001b[39m | \u001b[39m2.555    \u001b[39m | \u001b[39m9.122    \u001b[39m | \u001b[39m4.155    \u001b[39m | \u001b[39m23.56    \u001b[39m |\n"
     ]
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      "2025-04-09 17:38:17,588 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.0878, R²: 0.9942\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m216      \u001b[39m | \u001b[39m-0.0878  \u001b[39m | \u001b[39m6.227e+04\u001b[39m | \u001b[39m23.42    \u001b[39m | \u001b[39m0.06541  \u001b[39m | \u001b[39m0.61     \u001b[39m | \u001b[39m1.911    \u001b[39m | \u001b[39m4.082    \u001b[39m | \u001b[39m2.226    \u001b[39m | \u001b[39m27.61    \u001b[39m | \u001b[39m8.323    \u001b[39m | \u001b[39m20.1     \u001b[39m | \u001b[39m0.4734   \u001b[39m | \u001b[39m2.796    \u001b[39m | \u001b[39m8.453    \u001b[39m | \u001b[39m23.5     \u001b[39m | \u001b[39m24.99    \u001b[39m | \u001b[39m12.17    \u001b[39m | \u001b[39m0.9758   \u001b[39m | \u001b[39m0.1939   \u001b[39m | \u001b[39m97.62    \u001b[39m | \u001b[39m11.35    \u001b[39m | \u001b[39m0.3462   \u001b[39m | \u001b[39m0.3872   \u001b[39m | \u001b[39m0.269    \u001b[39m | \u001b[39m183.9    \u001b[39m | \u001b[39m0.7272   \u001b[39m | \u001b[39m26.0     \u001b[39m | \u001b[39m0.3793   \u001b[39m | \u001b[39m12.62    \u001b[39m | \u001b[39m84.99    \u001b[39m | \u001b[39m75.52    \u001b[39m | \u001b[39m18.87    \u001b[39m | \u001b[39m0.9935   \u001b[39m | \u001b[39m0.3577   \u001b[39m | \u001b[39m2.983    \u001b[39m | \u001b[39m10.42    \u001b[39m | \u001b[39m1.168    \u001b[39m | \u001b[39m99.77    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:38:17,990 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.3909, R²: 0.8849\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m217      \u001b[39m | \u001b[39m-0.3909  \u001b[39m | \u001b[39m4.778e+04\u001b[39m | \u001b[39m37.36    \u001b[39m | \u001b[39m0.132    \u001b[39m | \u001b[39m0.3635   \u001b[39m | \u001b[39m2.305    \u001b[39m | \u001b[39m2.63     \u001b[39m | \u001b[39m0.9806   \u001b[39m | \u001b[39m92.54    \u001b[39m | \u001b[39m8.697    \u001b[39m | \u001b[39m46.04    \u001b[39m | \u001b[39m6.699    \u001b[39m | \u001b[39m3.309    \u001b[39m | \u001b[39m7.423    \u001b[39m | \u001b[39m16.03    \u001b[39m | \u001b[39m25.5     \u001b[39m | \u001b[39m11.56    \u001b[39m | \u001b[39m0.8281   \u001b[39m | \u001b[39m0.2905   \u001b[39m | \u001b[39m67.43    \u001b[39m | \u001b[39m28.12    \u001b[39m | \u001b[39m0.01802  \u001b[39m | \u001b[39m0.07916  \u001b[39m | \u001b[39m0.5483   \u001b[39m | \u001b[39m153.0    \u001b[39m | \u001b[39m0.05053  \u001b[39m | \u001b[39m27.32    \u001b[39m | \u001b[39m26.67    \u001b[39m | \u001b[39m18.93    \u001b[39m | \u001b[39m87.75    \u001b[39m | \u001b[39m86.59    \u001b[39m | \u001b[39m7.386    \u001b[39m | \u001b[39m0.4812   \u001b[39m | \u001b[39m0.4414   \u001b[39m | \u001b[39m2.711    \u001b[39m | \u001b[39m10.54    \u001b[39m | \u001b[39m1.432    \u001b[39m | \u001b[39m8.106    \u001b[39m |\n"
     ]
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      "2025-04-09 17:38:18,534 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.6025, R²: 0.7266\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m218      \u001b[39m | \u001b[39m-0.6025  \u001b[39m | \u001b[39m4.421e+03\u001b[39m | \u001b[39m23.61    \u001b[39m | \u001b[39m0.2449   \u001b[39m | \u001b[39m0.2588   \u001b[39m | \u001b[39m1.448    \u001b[39m | \u001b[39m1.125    \u001b[39m | \u001b[39m1.964    \u001b[39m | \u001b[39m9.745    \u001b[39m | \u001b[39m2.023    \u001b[39m | \u001b[39m24.51    \u001b[39m | \u001b[39m0.6461   \u001b[39m | \u001b[39m2.063    \u001b[39m | \u001b[39m3.844    \u001b[39m | \u001b[39m22.66    \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m8.94     \u001b[39m | \u001b[39m0.8194   \u001b[39m | \u001b[39m0.1782   \u001b[39m | \u001b[39m4.505    \u001b[39m | \u001b[39m10.11    \u001b[39m | \u001b[39m0.1548   \u001b[39m | \u001b[39m0.6924   \u001b[39m | \u001b[39m0.7307   \u001b[39m | \u001b[39m100.0    \u001b[39m | \u001b[39m0.2249   \u001b[39m | \u001b[39m160.5    \u001b[39m | \u001b[39m5.057    \u001b[39m | \u001b[39m7.084    \u001b[39m | \u001b[39m84.38    \u001b[39m | \u001b[39m89.86    \u001b[39m | \u001b[39m21.0     \u001b[39m | \u001b[39m0.04372  \u001b[39m | \u001b[39m0.02117  \u001b[39m | \u001b[39m0.666    \u001b[39m | \u001b[39m9.626    \u001b[39m | \u001b[39m1.337    \u001b[39m | \u001b[39m62.59    \u001b[39m |\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:19,785 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m219      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m9.657e+04\u001b[39m | \u001b[39m31.1     \u001b[39m | \u001b[39m0.1737   \u001b[39m | \u001b[39m0.9074   \u001b[39m | \u001b[39m3.194    \u001b[39m | \u001b[39m4.087    \u001b[39m | \u001b[39m1.974    \u001b[39m | \u001b[39m57.97    \u001b[39m | \u001b[39m5.688    \u001b[39m | \u001b[39m7.454    \u001b[39m | \u001b[39m2.636    \u001b[39m | \u001b[39m2.886    \u001b[39m | \u001b[39m13.9     \u001b[39m | \u001b[39m3.982    \u001b[39m | \u001b[39m13.39    \u001b[39m | \u001b[39m11.78    \u001b[39m | \u001b[39m0.9675   \u001b[39m | \u001b[39m0.3669   \u001b[39m | \u001b[39m45.02    \u001b[39m | \u001b[39m18.92    \u001b[39m | \u001b[39m0.2485   \u001b[39m | \u001b[39m0.6267   \u001b[39m | \u001b[39m0.08859  \u001b[39m | \u001b[39m120.0    \u001b[39m | \u001b[39m0.6119   \u001b[39m | \u001b[39m85.47    \u001b[39m | \u001b[39m67.26    \u001b[39m | \u001b[39m7.268    \u001b[39m | \u001b[39m86.57    \u001b[39m | \u001b[39m80.7     \u001b[39m | \u001b[39m22.31    \u001b[39m | \u001b[39m0.4734   \u001b[39m | \u001b[39m0.4575   \u001b[39m | \u001b[39m2.234    \u001b[39m | \u001b[39m9.323    \u001b[39m | \u001b[39m1.396    \u001b[39m | \u001b[39m96.33    \u001b[39m |\n"
     ]
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      "2025-04-09 17:38:20,922 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1504, R²: 0.0032\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m220      \u001b[39m | \u001b[39m-1.15    \u001b[39m | \u001b[39m3.116e+04\u001b[39m | \u001b[39m37.11    \u001b[39m | \u001b[39m0.0894   \u001b[39m | \u001b[39m0.4782   \u001b[39m | \u001b[39m1.54     \u001b[39m | \u001b[39m4.14     \u001b[39m | \u001b[39m1.711    \u001b[39m | \u001b[39m33.41    \u001b[39m | \u001b[39m3.458    \u001b[39m | \u001b[39m22.42    \u001b[39m | \u001b[39m4.454    \u001b[39m | \u001b[39m3.025    \u001b[39m | \u001b[39m6.09     \u001b[39m | \u001b[39m29.93    \u001b[39m | \u001b[39m14.53    \u001b[39m | \u001b[39m12.52    \u001b[39m | \u001b[39m0.6294   \u001b[39m | \u001b[39m0.01589  \u001b[39m | \u001b[39m46.03    \u001b[39m | \u001b[39m18.52    \u001b[39m | \u001b[39m0.2118   \u001b[39m | \u001b[39m0.03886  \u001b[39m | \u001b[39m0.6264   \u001b[39m | \u001b[39m198.3    \u001b[39m | \u001b[39m0.6142   \u001b[39m | \u001b[39m172.1    \u001b[39m | \u001b[39m9.996    \u001b[39m | \u001b[39m6.418    \u001b[39m | \u001b[39m88.8     \u001b[39m | \u001b[39m88.57    \u001b[39m | \u001b[39m12.28    \u001b[39m | \u001b[39m0.502    \u001b[39m | \u001b[39m0.6436   \u001b[39m | \u001b[39m2.355    \u001b[39m | \u001b[39m11.08    \u001b[39m | \u001b[39m2.644    \u001b[39m | \u001b[39m68.56    \u001b[39m |\n"
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      "2025-04-09 17:38:21,307 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4246, R²: 0.8642\n"
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      "| \u001b[39m221      \u001b[39m | \u001b[39m-0.4246  \u001b[39m | \u001b[39m8.887e+04\u001b[39m | \u001b[39m37.95    \u001b[39m | \u001b[39m0.06836  \u001b[39m | \u001b[39m0.2043   \u001b[39m | \u001b[39m4.39     \u001b[39m | \u001b[39m4.874    \u001b[39m | \u001b[39m2.621    \u001b[39m | \u001b[39m28.48    \u001b[39m | \u001b[39m7.947    \u001b[39m | \u001b[39m20.4     \u001b[39m | \u001b[39m0.3067   \u001b[39m | \u001b[39m2.756    \u001b[39m | \u001b[39m14.02    \u001b[39m | \u001b[39m19.87    \u001b[39m | \u001b[39m22.99    \u001b[39m | \u001b[39m11.59    \u001b[39m | \u001b[39m0.9992   \u001b[39m | \u001b[39m0.2034   \u001b[39m | \u001b[39m60.54    \u001b[39m | \u001b[39m22.73    \u001b[39m | \u001b[39m0.2858   \u001b[39m | \u001b[39m0.7815   \u001b[39m | \u001b[39m0.7673   \u001b[39m | \u001b[39m64.97    \u001b[39m | \u001b[39m0.2839   \u001b[39m | \u001b[39m145.1    \u001b[39m | \u001b[39m72.44    \u001b[39m | \u001b[39m9.426    \u001b[39m | \u001b[39m88.48    \u001b[39m | \u001b[39m84.49    \u001b[39m | \u001b[39m6.595    \u001b[39m | \u001b[39m0.2528   \u001b[39m | \u001b[39m0.9542   \u001b[39m | \u001b[39m2.366    \u001b[39m | \u001b[39m8.582    \u001b[39m | \u001b[39m3.779    \u001b[39m | \u001b[39m82.21    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:22,222 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.9037, R²: 0.3849\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m222      \u001b[39m | \u001b[39m-0.9037  \u001b[39m | \u001b[39m9.099e+04\u001b[39m | \u001b[39m39.66    \u001b[39m | \u001b[39m0.02643  \u001b[39m | \u001b[39m0.1648   \u001b[39m | \u001b[39m3.439    \u001b[39m | \u001b[39m2.487    \u001b[39m | \u001b[39m1.65     \u001b[39m | \u001b[39m80.69    \u001b[39m | \u001b[39m4.921    \u001b[39m | \u001b[39m31.75    \u001b[39m | \u001b[39m3.993    \u001b[39m | \u001b[39m0.9074   \u001b[39m | \u001b[39m42.2     \u001b[39m | \u001b[39m10.88    \u001b[39m | \u001b[39m26.33    \u001b[39m | \u001b[39m8.789    \u001b[39m | \u001b[39m0.9568   \u001b[39m | \u001b[39m0.209    \u001b[39m | \u001b[39m76.91    \u001b[39m | \u001b[39m2.364    \u001b[39m | \u001b[39m0.5518   \u001b[39m | \u001b[39m0.2892   \u001b[39m | \u001b[39m0.6568   \u001b[39m | \u001b[39m162.6    \u001b[39m | \u001b[39m0.4139   \u001b[39m | \u001b[39m193.7    \u001b[39m | \u001b[39m97.0     \u001b[39m | \u001b[39m5.026    \u001b[39m | \u001b[39m83.45    \u001b[39m | \u001b[39m76.76    \u001b[39m | \u001b[39m10.38    \u001b[39m | \u001b[39m0.1546   \u001b[39m | \u001b[39m0.12     \u001b[39m | \u001b[39m2.022    \u001b[39m | \u001b[39m9.078    \u001b[39m | \u001b[39m1.24     \u001b[39m | \u001b[39m36.47    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:23,261 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.3889, R²: 0.8861\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m223      \u001b[39m | \u001b[39m-0.3889  \u001b[39m | \u001b[39m3.973e+04\u001b[39m | \u001b[39m46.69    \u001b[39m | \u001b[39m0.1887   \u001b[39m | \u001b[39m0.8862   \u001b[39m | \u001b[39m4.307    \u001b[39m | \u001b[39m2.567    \u001b[39m | \u001b[39m0.4803   \u001b[39m | \u001b[39m5.094    \u001b[39m | \u001b[39m7.792    \u001b[39m | \u001b[39m27.05    \u001b[39m | \u001b[39m1.199    \u001b[39m | \u001b[39m3.778    \u001b[39m | \u001b[39m21.47    \u001b[39m | \u001b[39m4.961    \u001b[39m | \u001b[39m14.93    \u001b[39m | \u001b[39m8.46     \u001b[39m | \u001b[39m0.7418   \u001b[39m | \u001b[39m0.3454   \u001b[39m | \u001b[39m16.89    \u001b[39m | \u001b[39m15.41    \u001b[39m | \u001b[39m0.05774  \u001b[39m | \u001b[39m0.7191   \u001b[39m | \u001b[39m0.5156   \u001b[39m | \u001b[39m21.48    \u001b[39m | \u001b[39m0.5048   \u001b[39m | \u001b[39m120.7    \u001b[39m | \u001b[39m61.87    \u001b[39m | \u001b[39m7.473    \u001b[39m | \u001b[39m84.86    \u001b[39m | \u001b[39m76.2     \u001b[39m | \u001b[39m13.91    \u001b[39m | \u001b[39m0.1499   \u001b[39m | \u001b[39m0.156    \u001b[39m | \u001b[39m1.109    \u001b[39m | \u001b[39m10.68    \u001b[39m | \u001b[39m1.334    \u001b[39m | \u001b[39m18.4     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:24,544 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:38:24,665 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:38:24,749 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:38:24,749 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m224      \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m2.542e+04\u001b[39m | \u001b[39m15.95    \u001b[39m | \u001b[39m0.2468   \u001b[39m | \u001b[39m0.4931   \u001b[39m | \u001b[39m4.708    \u001b[39m | \u001b[39m1.617    \u001b[39m | \u001b[39m0.6686   \u001b[39m | \u001b[39m19.48    \u001b[39m | \u001b[39m6.748    \u001b[39m | \u001b[39m44.63    \u001b[39m | \u001b[39m2.318    \u001b[39m | \u001b[39m2.789    \u001b[39m | \u001b[39m38.97    \u001b[39m | \u001b[39m2.036    \u001b[39m | \u001b[39m12.63    \u001b[39m | \u001b[39m7.365    \u001b[39m | \u001b[39m0.8487   \u001b[39m | \u001b[39m0.1738   \u001b[39m | \u001b[39m75.18    \u001b[39m | \u001b[39m27.29    \u001b[39m | \u001b[39m0.05991  \u001b[39m | \u001b[39m0.2154   \u001b[39m | \u001b[39m0.9896   \u001b[39m | \u001b[39m30.85    \u001b[39m | \u001b[39m0.9355   \u001b[39m | \u001b[39m22.12    \u001b[39m | \u001b[39m23.07    \u001b[39m | \u001b[39m5.229    \u001b[39m | \u001b[39m94.71    \u001b[39m | \u001b[39m89.35    \u001b[39m | \u001b[39m16.52    \u001b[39m | \u001b[39m0.4319   \u001b[39m | \u001b[39m0.906    \u001b[39m | \u001b[39m2.597    \u001b[39m | \u001b[39m8.158    \u001b[39m | \u001b[39m2.703    \u001b[39m | \u001b[39m41.07    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:25,821 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.6759, R²: 0.6559\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m225      \u001b[39m | \u001b[39m-0.6759  \u001b[39m | \u001b[39m2.486e+04\u001b[39m | \u001b[39m36.82    \u001b[39m | \u001b[39m0.2329   \u001b[39m | \u001b[39m0.2735   \u001b[39m | \u001b[39m4.965    \u001b[39m | \u001b[39m3.573    \u001b[39m | \u001b[39m1.839    \u001b[39m | \u001b[39m50.65    \u001b[39m | \u001b[39m2.934    \u001b[39m | \u001b[39m38.37    \u001b[39m | \u001b[39m8.802    \u001b[39m | \u001b[39m3.418    \u001b[39m | \u001b[39m5.642    \u001b[39m | \u001b[39m15.0     \u001b[39m | \u001b[39m11.9     \u001b[39m | \u001b[39m7.136    \u001b[39m | \u001b[39m0.7388   \u001b[39m | \u001b[39m0.1677   \u001b[39m | \u001b[39m89.04    \u001b[39m | \u001b[39m7.79     \u001b[39m | \u001b[39m0.9129   \u001b[39m | \u001b[39m0.9017   \u001b[39m | \u001b[39m0.9915   \u001b[39m | \u001b[39m193.2    \u001b[39m | \u001b[39m0.6776   \u001b[39m | \u001b[39m198.0    \u001b[39m | \u001b[39m73.89    \u001b[39m | \u001b[39m14.84    \u001b[39m | \u001b[39m91.2     \u001b[39m | \u001b[39m92.3     \u001b[39m | \u001b[39m6.981    \u001b[39m | \u001b[39m0.8532   \u001b[39m | \u001b[39m0.4164   \u001b[39m | \u001b[39m1.35     \u001b[39m | \u001b[39m7.403    \u001b[39m | \u001b[39m2.898    \u001b[39m | \u001b[39m96.76    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:38:27,110 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.6680, R²: 0.6639\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m226      \u001b[39m | \u001b[39m-0.668   \u001b[39m | \u001b[39m5.968e+04\u001b[39m | \u001b[39m45.48    \u001b[39m | \u001b[39m0.05697  \u001b[39m | \u001b[39m0.7709   \u001b[39m | \u001b[39m2.337    \u001b[39m | \u001b[39m1.467    \u001b[39m | \u001b[39m0.3849   \u001b[39m | \u001b[39m64.12    \u001b[39m | \u001b[39m2.882    \u001b[39m | \u001b[39m25.02    \u001b[39m | \u001b[39m1.515    \u001b[39m | \u001b[39m1.858    \u001b[39m | \u001b[39m28.94    \u001b[39m | \u001b[39m3.941    \u001b[39m | \u001b[39m20.76    \u001b[39m | \u001b[39m9.565    \u001b[39m | \u001b[39m0.7764   \u001b[39m | \u001b[39m0.3724   \u001b[39m | \u001b[39m6.238    \u001b[39m | \u001b[39m8.335    \u001b[39m | \u001b[39m0.6148   \u001b[39m | \u001b[39m0.7539   \u001b[39m | \u001b[39m0.1746   \u001b[39m | \u001b[39m37.33    \u001b[39m | \u001b[39m0.8914   \u001b[39m | \u001b[39m143.3    \u001b[39m | \u001b[39m69.23    \u001b[39m | \u001b[39m5.094    \u001b[39m | \u001b[39m94.25    \u001b[39m | \u001b[39m90.02    \u001b[39m | \u001b[39m9.708    \u001b[39m | \u001b[39m0.0534   \u001b[39m | \u001b[39m0.7987   \u001b[39m | \u001b[39m2.444    \u001b[39m | \u001b[39m9.962    \u001b[39m | \u001b[39m1.414    \u001b[39m | \u001b[39m63.78    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:27,718 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8237, R²: 0.4890\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m227      \u001b[39m | \u001b[39m-0.8237  \u001b[39m | \u001b[39m1.865e+04\u001b[39m | \u001b[39m11.97    \u001b[39m | \u001b[39m0.162    \u001b[39m | \u001b[39m0.3443   \u001b[39m | \u001b[39m2.721    \u001b[39m | \u001b[39m4.53     \u001b[39m | \u001b[39m1.611    \u001b[39m | \u001b[39m31.86    \u001b[39m | \u001b[39m9.867    \u001b[39m | \u001b[39m25.79    \u001b[39m | \u001b[39m2.981    \u001b[39m | \u001b[39m3.064    \u001b[39m | \u001b[39m26.18    \u001b[39m | \u001b[39m15.37    \u001b[39m | \u001b[39m25.06    \u001b[39m | \u001b[39m12.56    \u001b[39m | \u001b[39m0.6516   \u001b[39m | \u001b[39m0.02738  \u001b[39m | \u001b[39m13.79    \u001b[39m | \u001b[39m4.887    \u001b[39m | \u001b[39m0.4008   \u001b[39m | \u001b[39m0.8746   \u001b[39m | \u001b[39m0.0328   \u001b[39m | \u001b[39m34.93    \u001b[39m | \u001b[39m0.594    \u001b[39m | \u001b[39m166.8    \u001b[39m | \u001b[39m82.46    \u001b[39m | \u001b[39m7.788    \u001b[39m | \u001b[39m92.48    \u001b[39m | \u001b[39m94.59    \u001b[39m | \u001b[39m11.4     \u001b[39m | \u001b[39m0.1261   \u001b[39m | \u001b[39m0.9172   \u001b[39m | \u001b[39m2.041    \u001b[39m | \u001b[39m9.338    \u001b[39m | \u001b[39m3.215    \u001b[39m | \u001b[39m6.944    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:28,649 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'globalscale'), RMSE: 0.3720, R²: 0.8958\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m228      \u001b[39m | \u001b[39m-0.372   \u001b[39m | \u001b[39m6.158e+04\u001b[39m | \u001b[39m25.69    \u001b[39m | \u001b[39m0.08397  \u001b[39m | \u001b[39m0.1357   \u001b[39m | \u001b[39m2.763    \u001b[39m | \u001b[39m1.659    \u001b[39m | \u001b[39m2.074    \u001b[39m | \u001b[39m77.34    \u001b[39m | \u001b[39m7.621    \u001b[39m | \u001b[39m2.404    \u001b[39m | \u001b[39m5.719    \u001b[39m | \u001b[39m2.8      \u001b[39m | \u001b[39m33.68    \u001b[39m | \u001b[39m3.754    \u001b[39m | \u001b[39m5.014    \u001b[39m | \u001b[39m8.122    \u001b[39m | \u001b[39m0.6936   \u001b[39m | \u001b[39m0.3808   \u001b[39m | \u001b[39m10.66    \u001b[39m | \u001b[39m36.93    \u001b[39m | \u001b[39m0.5859   \u001b[39m | \u001b[39m0.6456   \u001b[39m | \u001b[39m0.06868  \u001b[39m | \u001b[39m72.31    \u001b[39m | \u001b[39m0.4964   \u001b[39m | \u001b[39m103.3    \u001b[39m | \u001b[39m53.35    \u001b[39m | \u001b[39m16.83    \u001b[39m | \u001b[39m80.48    \u001b[39m | \u001b[39m76.41    \u001b[39m | \u001b[39m14.83    \u001b[39m | \u001b[39m0.9642   \u001b[39m | \u001b[39m0.5597   \u001b[39m | \u001b[39m0.001068 \u001b[39m | \u001b[39m10.61    \u001b[39m | \u001b[39m3.28     \u001b[39m | \u001b[39m91.77    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:29,602 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.8357, R²: 0.4739\n"
     ]
    },
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     "text": [
      "| \u001b[39m229      \u001b[39m | \u001b[39m-0.8357  \u001b[39m | \u001b[39m4.156e+04\u001b[39m | \u001b[39m48.14    \u001b[39m | \u001b[39m0.05035  \u001b[39m | \u001b[39m0.9647   \u001b[39m | \u001b[39m4.18     \u001b[39m | \u001b[39m1.476    \u001b[39m | \u001b[39m0.1572   \u001b[39m | \u001b[39m35.86    \u001b[39m | \u001b[39m2.297    \u001b[39m | \u001b[39m43.38    \u001b[39m | \u001b[39m4.287    \u001b[39m | \u001b[39m2.501    \u001b[39m | \u001b[39m7.217    \u001b[39m | \u001b[39m13.23    \u001b[39m | \u001b[39m7.613    \u001b[39m | \u001b[39m7.113    \u001b[39m | \u001b[39m0.769    \u001b[39m | \u001b[39m0.3827   \u001b[39m | \u001b[39m95.76    \u001b[39m | \u001b[39m18.45    \u001b[39m | \u001b[39m0.1176   \u001b[39m | \u001b[39m0.3259   \u001b[39m | \u001b[39m0.6094   \u001b[39m | \u001b[39m89.6     \u001b[39m | \u001b[39m0.3913   \u001b[39m | \u001b[39m108.4    \u001b[39m | \u001b[39m62.03    \u001b[39m | \u001b[39m8.677    \u001b[39m | \u001b[39m80.36    \u001b[39m | \u001b[39m84.51    \u001b[39m | \u001b[39m10.51    \u001b[39m | \u001b[39m0.08986  \u001b[39m | \u001b[39m0.4369   \u001b[39m | \u001b[39m0.1097   \u001b[39m | \u001b[39m10.97    \u001b[39m | \u001b[39m1.803    \u001b[39m | \u001b[39m13.98    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:38:29,985 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'globalscale'), RMSE: 0.2981, R²: 0.9331\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m230      \u001b[39m | \u001b[39m-0.2981  \u001b[39m | \u001b[39m8.526e+04\u001b[39m | \u001b[39m46.3     \u001b[39m | \u001b[39m0.1682   \u001b[39m | \u001b[39m0.6138   \u001b[39m | \u001b[39m3.193    \u001b[39m | \u001b[39m2.097    \u001b[39m | \u001b[39m2.432    \u001b[39m | \u001b[39m39.99    \u001b[39m | \u001b[39m4.765    \u001b[39m | \u001b[39m18.59    \u001b[39m | \u001b[39m3.473    \u001b[39m | \u001b[39m2.654    \u001b[39m | \u001b[39m31.53    \u001b[39m | \u001b[39m5.199    \u001b[39m | \u001b[39m21.01    \u001b[39m | \u001b[39m8.997    \u001b[39m | \u001b[39m0.7752   \u001b[39m | \u001b[39m0.2646   \u001b[39m | \u001b[39m52.29    \u001b[39m | \u001b[39m36.99    \u001b[39m | \u001b[39m0.5929   \u001b[39m | \u001b[39m0.5024   \u001b[39m | \u001b[39m0.01131  \u001b[39m | \u001b[39m85.82    \u001b[39m | \u001b[39m0.01224  \u001b[39m | \u001b[39m140.1    \u001b[39m | \u001b[39m6.409    \u001b[39m | \u001b[39m14.64    \u001b[39m | \u001b[39m93.76    \u001b[39m | \u001b[39m76.38    \u001b[39m | \u001b[39m17.88    \u001b[39m | \u001b[39m0.8897   \u001b[39m | \u001b[39m0.6772   \u001b[39m | \u001b[39m2.208    \u001b[39m | \u001b[39m7.302    \u001b[39m | \u001b[39m3.36     \u001b[39m | \u001b[39m13.21    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:38:31,191 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1554, R²: -0.0055\n"
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      "| \u001b[39m231      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m6.537e+04\u001b[39m | \u001b[39m30.41    \u001b[39m | \u001b[39m0.01335  \u001b[39m | \u001b[39m0.8726   \u001b[39m | \u001b[39m2.7      \u001b[39m | \u001b[39m1.757    \u001b[39m | \u001b[39m1.339    \u001b[39m | \u001b[39m17.51    \u001b[39m | \u001b[39m4.191    \u001b[39m | \u001b[39m15.8     \u001b[39m | \u001b[39m5.547    \u001b[39m | \u001b[39m3.714    \u001b[39m | \u001b[39m35.05    \u001b[39m | \u001b[39m20.49    \u001b[39m | \u001b[39m29.98    \u001b[39m | \u001b[39m8.468    \u001b[39m | \u001b[39m0.6495   \u001b[39m | \u001b[39m0.09688  \u001b[39m | \u001b[39m51.98    \u001b[39m | \u001b[39m17.9     \u001b[39m | \u001b[39m0.4548   \u001b[39m | \u001b[39m0.4902   \u001b[39m | \u001b[39m0.833    \u001b[39m | \u001b[39m184.0    \u001b[39m | \u001b[39m0.6076   \u001b[39m | \u001b[39m65.57    \u001b[39m | \u001b[39m95.39    \u001b[39m | \u001b[39m17.29    \u001b[39m | \u001b[39m93.86    \u001b[39m | \u001b[39m76.98    \u001b[39m | \u001b[39m17.54    \u001b[39m | \u001b[39m0.6256   \u001b[39m | \u001b[39m0.7843   \u001b[39m | \u001b[39m2.537    \u001b[39m | \u001b[39m11.67    \u001b[39m | \u001b[39m2.376    \u001b[39m | \u001b[39m13.09    \u001b[39m |\n"
     ]
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      "2025-04-09 17:38:32,288 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.7104, R²: 0.6199\n"
     ]
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     "text": [
      "| \u001b[39m232      \u001b[39m | \u001b[39m-0.7104  \u001b[39m | \u001b[39m3.864e+04\u001b[39m | \u001b[39m29.54    \u001b[39m | \u001b[39m0.1465   \u001b[39m | \u001b[39m0.01617  \u001b[39m | \u001b[39m4.979    \u001b[39m | \u001b[39m2.617    \u001b[39m | \u001b[39m0.2265   \u001b[39m | \u001b[39m87.14    \u001b[39m | \u001b[39m2.383    \u001b[39m | \u001b[39m14.07    \u001b[39m | \u001b[39m8.793    \u001b[39m | \u001b[39m1.853    \u001b[39m | \u001b[39m19.87    \u001b[39m | \u001b[39m16.54    \u001b[39m | \u001b[39m26.82    \u001b[39m | \u001b[39m9.462    \u001b[39m | \u001b[39m0.7229   \u001b[39m | \u001b[39m0.3326   \u001b[39m | \u001b[39m40.46    \u001b[39m | \u001b[39m28.48    \u001b[39m | \u001b[39m0.3057   \u001b[39m | \u001b[39m0.5195   \u001b[39m | \u001b[39m0.4005   \u001b[39m | \u001b[39m101.6    \u001b[39m | \u001b[39m0.6616   \u001b[39m | \u001b[39m196.5    \u001b[39m | \u001b[39m69.88    \u001b[39m | \u001b[39m6.261    \u001b[39m | \u001b[39m89.13    \u001b[39m | \u001b[39m76.43    \u001b[39m | \u001b[39m19.59    \u001b[39m | \u001b[39m0.2083   \u001b[39m | \u001b[39m0.1098   \u001b[39m | \u001b[39m2.432    \u001b[39m | \u001b[39m8.435    \u001b[39m | \u001b[39m2.955    \u001b[39m | \u001b[39m95.83    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:38:33,327 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.8208, R²: 0.4925\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m233      \u001b[39m | \u001b[39m-0.8208  \u001b[39m | \u001b[39m1.773e+04\u001b[39m | \u001b[39m27.01    \u001b[39m | \u001b[39m0.2416   \u001b[39m | \u001b[39m0.3824   \u001b[39m | \u001b[39m2.847    \u001b[39m | \u001b[39m2.283    \u001b[39m | \u001b[39m0.2769   \u001b[39m | \u001b[39m12.54    \u001b[39m | \u001b[39m8.822    \u001b[39m | \u001b[39m4.102    \u001b[39m | \u001b[39m6.668    \u001b[39m | \u001b[39m1.763    \u001b[39m | \u001b[39m32.3     \u001b[39m | \u001b[39m8.889    \u001b[39m | \u001b[39m14.53    \u001b[39m | \u001b[39m9.705    \u001b[39m | \u001b[39m0.6956   \u001b[39m | \u001b[39m0.05644  \u001b[39m | \u001b[39m87.65    \u001b[39m | \u001b[39m9.867    \u001b[39m | \u001b[39m0.8859   \u001b[39m | \u001b[39m0.9055   \u001b[39m | \u001b[39m0.5743   \u001b[39m | \u001b[39m128.8    \u001b[39m | \u001b[39m0.6252   \u001b[39m | \u001b[39m188.5    \u001b[39m | \u001b[39m50.49    \u001b[39m | \u001b[39m15.32    \u001b[39m | \u001b[39m92.96    \u001b[39m | \u001b[39m87.39    \u001b[39m | \u001b[39m15.62    \u001b[39m | \u001b[39m0.8065   \u001b[39m | \u001b[39m0.8209   \u001b[39m | \u001b[39m1.311    \u001b[39m | \u001b[39m10.22    \u001b[39m | \u001b[39m1.52     \u001b[39m | \u001b[39m20.93    \u001b[39m |\n"
     ]
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      "2025-04-09 17:38:34,728 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.6403, R²: 0.6911\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m234      \u001b[39m | \u001b[39m-0.6403  \u001b[39m | \u001b[39m1.816e+04\u001b[39m | \u001b[39m40.41    \u001b[39m | \u001b[39m0.1547   \u001b[39m | \u001b[39m0.8922   \u001b[39m | \u001b[39m1.093    \u001b[39m | \u001b[39m2.804    \u001b[39m | \u001b[39m0.5615   \u001b[39m | \u001b[39m36.16    \u001b[39m | \u001b[39m2.114    \u001b[39m | \u001b[39m47.91    \u001b[39m | \u001b[39m3.883    \u001b[39m | \u001b[39m0.6197   \u001b[39m | \u001b[39m25.16    \u001b[39m | \u001b[39m17.38    \u001b[39m | \u001b[39m26.74    \u001b[39m | \u001b[39m10.36    \u001b[39m | \u001b[39m0.7398   \u001b[39m | \u001b[39m0.2647   \u001b[39m | \u001b[39m20.74    \u001b[39m | \u001b[39m9.64     \u001b[39m | \u001b[39m0.4029   \u001b[39m | \u001b[39m0.4365   \u001b[39m | \u001b[39m0.005381 \u001b[39m | \u001b[39m39.35    \u001b[39m | \u001b[39m0.7662   \u001b[39m | \u001b[39m197.5    \u001b[39m | \u001b[39m6.026    \u001b[39m | \u001b[39m12.03    \u001b[39m | \u001b[39m83.64    \u001b[39m | \u001b[39m84.55    \u001b[39m | \u001b[39m16.39    \u001b[39m | \u001b[39m0.6205   \u001b[39m | \u001b[39m0.3545   \u001b[39m | \u001b[39m0.8081   \u001b[39m | \u001b[39m8.81     \u001b[39m | \u001b[39m4.685    \u001b[39m | \u001b[39m86.88    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:35,245 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.7117, R²: 0.6184\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m235      \u001b[39m | \u001b[39m-0.7117  \u001b[39m | \u001b[39m1.553e+04\u001b[39m | \u001b[39m30.24    \u001b[39m | \u001b[39m0.2779   \u001b[39m | \u001b[39m0.2514   \u001b[39m | \u001b[39m2.401    \u001b[39m | \u001b[39m1.654    \u001b[39m | \u001b[39m2.287    \u001b[39m | \u001b[39m89.07    \u001b[39m | \u001b[39m4.142    \u001b[39m | \u001b[39m47.6     \u001b[39m | \u001b[39m4.258    \u001b[39m | \u001b[39m3.222    \u001b[39m | \u001b[39m40.98    \u001b[39m | \u001b[39m27.77    \u001b[39m | \u001b[39m25.58    \u001b[39m | \u001b[39m10.06    \u001b[39m | \u001b[39m0.6733   \u001b[39m | \u001b[39m0.2811   \u001b[39m | \u001b[39m49.06    \u001b[39m | \u001b[39m12.92    \u001b[39m | \u001b[39m0.3368   \u001b[39m | \u001b[39m0.4274   \u001b[39m | \u001b[39m0.4249   \u001b[39m | \u001b[39m97.07    \u001b[39m | \u001b[39m0.3944   \u001b[39m | \u001b[39m76.33    \u001b[39m | \u001b[39m8.904    \u001b[39m | \u001b[39m17.72    \u001b[39m | \u001b[39m94.05    \u001b[39m | \u001b[39m87.35    \u001b[39m | \u001b[39m16.96    \u001b[39m | \u001b[39m0.8273   \u001b[39m | \u001b[39m0.0754   \u001b[39m | \u001b[39m2.964    \u001b[39m | \u001b[39m9.722    \u001b[39m | \u001b[39m3.384    \u001b[39m | \u001b[39m35.27    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:36,335 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.3710, R²: 0.8963\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m236      \u001b[39m | \u001b[39m-0.371   \u001b[39m | \u001b[39m3.749e+04\u001b[39m | \u001b[39m47.43    \u001b[39m | \u001b[39m0.2484   \u001b[39m | \u001b[39m0.4078   \u001b[39m | \u001b[39m2.436    \u001b[39m | \u001b[39m3.833    \u001b[39m | \u001b[39m1.553    \u001b[39m | \u001b[39m3.382    \u001b[39m | \u001b[39m5.953    \u001b[39m | \u001b[39m19.04    \u001b[39m | \u001b[39m1.26     \u001b[39m | \u001b[39m3.271    \u001b[39m | \u001b[39m19.26    \u001b[39m | \u001b[39m10.96    \u001b[39m | \u001b[39m8.289    \u001b[39m | \u001b[39m9.158    \u001b[39m | \u001b[39m0.9352   \u001b[39m | \u001b[39m0.03365  \u001b[39m | \u001b[39m73.29    \u001b[39m | \u001b[39m22.55    \u001b[39m | \u001b[39m0.1987   \u001b[39m | \u001b[39m0.3815   \u001b[39m | \u001b[39m0.5692   \u001b[39m | \u001b[39m82.11    \u001b[39m | \u001b[39m0.8805   \u001b[39m | \u001b[39m117.1    \u001b[39m | \u001b[39m36.23    \u001b[39m | \u001b[39m19.31    \u001b[39m | \u001b[39m93.97    \u001b[39m | \u001b[39m88.26    \u001b[39m | \u001b[39m15.95    \u001b[39m | \u001b[39m0.5375   \u001b[39m | \u001b[39m0.528    \u001b[39m | \u001b[39m2.632    \u001b[39m | \u001b[39m9.061    \u001b[39m | \u001b[39m3.343    \u001b[39m | \u001b[39m35.68    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:36,849 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.1436, R²: 0.9845\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m237      \u001b[39m | \u001b[39m-0.1436  \u001b[39m | \u001b[39m8.62e+04 \u001b[39m | \u001b[39m27.75    \u001b[39m | \u001b[39m0.2672   \u001b[39m | \u001b[39m0.1807   \u001b[39m | \u001b[39m4.19     \u001b[39m | \u001b[39m1.123    \u001b[39m | \u001b[39m1.078    \u001b[39m | \u001b[39m49.77    \u001b[39m | \u001b[39m1.53     \u001b[39m | \u001b[39m29.46    \u001b[39m | \u001b[39m6.133    \u001b[39m | \u001b[39m2.877    \u001b[39m | \u001b[39m40.63    \u001b[39m | \u001b[39m3.091    \u001b[39m | \u001b[39m26.15    \u001b[39m | \u001b[39m9.087    \u001b[39m | \u001b[39m0.6775   \u001b[39m | \u001b[39m0.2263   \u001b[39m | \u001b[39m21.69    \u001b[39m | \u001b[39m13.57    \u001b[39m | \u001b[39m0.3716   \u001b[39m | \u001b[39m0.3538   \u001b[39m | \u001b[39m0.8059   \u001b[39m | \u001b[39m105.2    \u001b[39m | \u001b[39m0.5757   \u001b[39m | \u001b[39m118.9    \u001b[39m | \u001b[39m8.147    \u001b[39m | \u001b[39m8.442    \u001b[39m | \u001b[39m80.7     \u001b[39m | \u001b[39m83.51    \u001b[39m | \u001b[39m8.725    \u001b[39m | \u001b[39m0.5885   \u001b[39m | \u001b[39m0.4491   \u001b[39m | \u001b[39m0.7278   \u001b[39m | \u001b[39m10.96    \u001b[39m | \u001b[39m3.933    \u001b[39m | \u001b[39m60.8     \u001b[39m |\n"
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    {
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     "output_type": "stream",
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      "2025-04-09 17:38:38,178 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 1.0415, R²: 0.1830\n"
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    },
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      "| \u001b[39m238      \u001b[39m | \u001b[39m-1.041   \u001b[39m | \u001b[39m9.923e+04\u001b[39m | \u001b[39m12.44    \u001b[39m | \u001b[39m0.0247   \u001b[39m | \u001b[39m0.7464   \u001b[39m | \u001b[39m1.711    \u001b[39m | \u001b[39m3.885    \u001b[39m | \u001b[39m1.708    \u001b[39m | \u001b[39m8.336    \u001b[39m | \u001b[39m4.572    \u001b[39m | \u001b[39m23.71    \u001b[39m | \u001b[39m3.241    \u001b[39m | \u001b[39m0.7878   \u001b[39m | \u001b[39m15.29    \u001b[39m | \u001b[39m5.175    \u001b[39m | \u001b[39m24.71    \u001b[39m | \u001b[39m9.663    \u001b[39m | \u001b[39m0.7695   \u001b[39m | \u001b[39m0.05011  \u001b[39m | \u001b[39m83.17    \u001b[39m | \u001b[39m1.739    \u001b[39m | \u001b[39m0.8255   \u001b[39m | \u001b[39m0.829    \u001b[39m | \u001b[39m0.8294   \u001b[39m | \u001b[39m170.6    \u001b[39m | \u001b[39m0.3547   \u001b[39m | \u001b[39m125.4    \u001b[39m | \u001b[39m79.77    \u001b[39m | \u001b[39m9.382    \u001b[39m | \u001b[39m85.94    \u001b[39m | \u001b[39m90.42    \u001b[39m | \u001b[39m24.91    \u001b[39m | \u001b[39m0.8124   \u001b[39m | \u001b[39m0.539    \u001b[39m | \u001b[39m0.6133   \u001b[39m | \u001b[39m9.205    \u001b[39m | \u001b[39m1.433    \u001b[39m | \u001b[39m39.36    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:38:38,997 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2843, R²: 0.9391\n"
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      "| \u001b[39m239      \u001b[39m | \u001b[39m-0.2843  \u001b[39m | \u001b[39m9.959e+04\u001b[39m | \u001b[39m40.61    \u001b[39m | \u001b[39m0.121    \u001b[39m | \u001b[39m0.9001   \u001b[39m | \u001b[39m4.719    \u001b[39m | \u001b[39m2.203    \u001b[39m | \u001b[39m1.845    \u001b[39m | \u001b[39m79.92    \u001b[39m | \u001b[39m8.132    \u001b[39m | \u001b[39m40.2     \u001b[39m | \u001b[39m5.695    \u001b[39m | \u001b[39m2.49     \u001b[39m | \u001b[39m14.94    \u001b[39m | \u001b[39m28.71    \u001b[39m | \u001b[39m19.75    \u001b[39m | \u001b[39m9.712    \u001b[39m | \u001b[39m0.8049   \u001b[39m | \u001b[39m0.3345   \u001b[39m | \u001b[39m79.63    \u001b[39m | \u001b[39m6.702    \u001b[39m | \u001b[39m0.1601   \u001b[39m | \u001b[39m0.06121  \u001b[39m | \u001b[39m0.3628   \u001b[39m | \u001b[39m41.95    \u001b[39m | \u001b[39m0.3448   \u001b[39m | \u001b[39m52.1     \u001b[39m | \u001b[39m70.39    \u001b[39m | \u001b[39m9.293    \u001b[39m | \u001b[39m94.38    \u001b[39m | \u001b[39m87.85    \u001b[39m | \u001b[39m20.64    \u001b[39m | \u001b[39m0.1302   \u001b[39m | \u001b[39m0.144    \u001b[39m | \u001b[39m1.296    \u001b[39m | \u001b[39m11.37    \u001b[39m | \u001b[39m3.471    \u001b[39m | \u001b[39m53.47    \u001b[39m |\n"
     ]
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      "2025-04-09 17:38:39,397 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0679, R²: 0.9965\n"
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      "| \u001b[35m240      \u001b[39m | \u001b[35m-0.06787 \u001b[39m | \u001b[35m3.431e+04\u001b[39m | \u001b[35m44.09    \u001b[39m | \u001b[35m0.05634  \u001b[39m | \u001b[35m0.5117   \u001b[39m | \u001b[35m3.01     \u001b[39m | \u001b[35m3.478    \u001b[39m | \u001b[35m0.623    \u001b[39m | \u001b[35m31.29    \u001b[39m | \u001b[35m4.733    \u001b[39m | \u001b[35m36.04    \u001b[39m | \u001b[35m3.753    \u001b[39m | \u001b[35m1.866    \u001b[39m | \u001b[35m41.68    \u001b[39m | \u001b[35m18.18    \u001b[39m | \u001b[35m27.61    \u001b[39m | \u001b[35m11.59    \u001b[39m | \u001b[35m0.8774   \u001b[39m | \u001b[35m0.2071   \u001b[39m | \u001b[35m51.06    \u001b[39m | \u001b[35m21.28    \u001b[39m | \u001b[35m0.3311   \u001b[39m | \u001b[35m0.6705   \u001b[39m | \u001b[35m0.3497   \u001b[39m | \u001b[35m179.7    \u001b[39m | \u001b[35m0.08063  \u001b[39m | \u001b[35m39.7     \u001b[39m | \u001b[35m18.44    \u001b[39m | \u001b[35m9.533    \u001b[39m | \u001b[35m90.22    \u001b[39m | \u001b[35m89.31    \u001b[39m | \u001b[35m24.13    \u001b[39m | \u001b[35m0.3065   \u001b[39m | \u001b[35m0.1139   \u001b[39m | \u001b[35m2.11     \u001b[39m | \u001b[35m12.95    \u001b[39m | \u001b[35m3.224    \u001b[39m | \u001b[35m46.3     \u001b[39m |\n"
     ]
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      "2025-04-09 17:38:39,766 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2788, R²: 0.9414\n"
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    },
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      "| \u001b[39m241      \u001b[39m | \u001b[39m-0.2788  \u001b[39m | \u001b[39m1.787e+04\u001b[39m | \u001b[39m31.36    \u001b[39m | \u001b[39m0.2881   \u001b[39m | \u001b[39m0.7155   \u001b[39m | \u001b[39m1.309    \u001b[39m | \u001b[39m2.435    \u001b[39m | \u001b[39m1.576    \u001b[39m | \u001b[39m53.97    \u001b[39m | \u001b[39m2.909    \u001b[39m | \u001b[39m13.55    \u001b[39m | \u001b[39m9.571    \u001b[39m | \u001b[39m2.949    \u001b[39m | \u001b[39m22.89    \u001b[39m | \u001b[39m3.982    \u001b[39m | \u001b[39m16.57    \u001b[39m | \u001b[39m12.5     \u001b[39m | \u001b[39m0.6574   \u001b[39m | \u001b[39m0.1406   \u001b[39m | \u001b[39m92.42    \u001b[39m | \u001b[39m6.66     \u001b[39m | \u001b[39m0.1866   \u001b[39m | \u001b[39m0.6197   \u001b[39m | \u001b[39m0.0646   \u001b[39m | \u001b[39m183.4    \u001b[39m | \u001b[39m0.4598   \u001b[39m | \u001b[39m150.8    \u001b[39m | \u001b[39m60.71    \u001b[39m | \u001b[39m17.97    \u001b[39m | \u001b[39m87.64    \u001b[39m | \u001b[39m88.29    \u001b[39m | \u001b[39m10.93    \u001b[39m | \u001b[39m0.4579   \u001b[39m | \u001b[39m0.1729   \u001b[39m | \u001b[39m1.676    \u001b[39m | \u001b[39m10.73    \u001b[39m | \u001b[39m2.699    \u001b[39m | \u001b[39m36.09    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:38:40,147 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'globalscale'), RMSE: 0.4471, R²: 0.8494\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m242      \u001b[39m | \u001b[39m-0.4471  \u001b[39m | \u001b[39m3.452e+04\u001b[39m | \u001b[39m24.33    \u001b[39m | \u001b[39m0.1204   \u001b[39m | \u001b[39m0.9693   \u001b[39m | \u001b[39m4.808    \u001b[39m | \u001b[39m1.08     \u001b[39m | \u001b[39m2.002    \u001b[39m | \u001b[39m85.21    \u001b[39m | \u001b[39m4.511    \u001b[39m | \u001b[39m17.12    \u001b[39m | \u001b[39m5.85     \u001b[39m | \u001b[39m1.918    \u001b[39m | \u001b[39m44.82    \u001b[39m | \u001b[39m7.626    \u001b[39m | \u001b[39m21.23    \u001b[39m | \u001b[39m9.567    \u001b[39m | \u001b[39m0.8251   \u001b[39m | \u001b[39m0.07655  \u001b[39m | \u001b[39m49.15    \u001b[39m | \u001b[39m36.55    \u001b[39m | \u001b[39m0.5844   \u001b[39m | \u001b[39m0.2662   \u001b[39m | \u001b[39m0.09419  \u001b[39m | \u001b[39m28.09    \u001b[39m | \u001b[39m0.7337   \u001b[39m | \u001b[39m56.57    \u001b[39m | \u001b[39m40.42    \u001b[39m | \u001b[39m9.818    \u001b[39m | \u001b[39m91.96    \u001b[39m | \u001b[39m93.09    \u001b[39m | \u001b[39m15.73    \u001b[39m | \u001b[39m0.3494   \u001b[39m | \u001b[39m0.9994   \u001b[39m | \u001b[39m2.401    \u001b[39m | \u001b[39m8.714    \u001b[39m | \u001b[39m4.285    \u001b[39m | \u001b[39m74.52    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:40,669 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2050, R²: 0.9683\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m243      \u001b[39m | \u001b[39m-0.205   \u001b[39m | \u001b[39m4.801e+04\u001b[39m | \u001b[39m43.95    \u001b[39m | \u001b[39m0.0123   \u001b[39m | \u001b[39m0.4633   \u001b[39m | \u001b[39m3.153    \u001b[39m | \u001b[39m3.412    \u001b[39m | \u001b[39m2.067    \u001b[39m | \u001b[39m66.31    \u001b[39m | \u001b[39m8.419    \u001b[39m | \u001b[39m25.65    \u001b[39m | \u001b[39m6.657    \u001b[39m | \u001b[39m0.5877   \u001b[39m | \u001b[39m36.26    \u001b[39m | \u001b[39m25.16    \u001b[39m | \u001b[39m22.34    \u001b[39m | \u001b[39m8.868    \u001b[39m | \u001b[39m0.6522   \u001b[39m | \u001b[39m0.1681   \u001b[39m | \u001b[39m56.95    \u001b[39m | \u001b[39m11.04    \u001b[39m | \u001b[39m0.2963   \u001b[39m | \u001b[39m0.9111   \u001b[39m | \u001b[39m0.02556  \u001b[39m | \u001b[39m69.34    \u001b[39m | \u001b[39m0.7425   \u001b[39m | \u001b[39m134.7    \u001b[39m | \u001b[39m33.63    \u001b[39m | \u001b[39m14.75    \u001b[39m | \u001b[39m88.97    \u001b[39m | \u001b[39m88.83    \u001b[39m | \u001b[39m13.49    \u001b[39m | \u001b[39m0.5829   \u001b[39m | \u001b[39m0.8356   \u001b[39m | \u001b[39m2.654    \u001b[39m | \u001b[39m8.792    \u001b[39m | \u001b[39m3.053    \u001b[39m | \u001b[39m55.09    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:38:41,861 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1469, R²: 0.0092\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m244      \u001b[39m | \u001b[39m-1.147   \u001b[39m | \u001b[39m3.391e+04\u001b[39m | \u001b[39m21.94    \u001b[39m | \u001b[39m0.2509   \u001b[39m | \u001b[39m0.4789   \u001b[39m | \u001b[39m4.373    \u001b[39m | \u001b[39m3.674    \u001b[39m | \u001b[39m1.667    \u001b[39m | \u001b[39m62.6     \u001b[39m | \u001b[39m7.972    \u001b[39m | \u001b[39m23.2     \u001b[39m | \u001b[39m5.871    \u001b[39m | \u001b[39m3.63     \u001b[39m | \u001b[39m10.11    \u001b[39m | \u001b[39m8.038    \u001b[39m | \u001b[39m25.17    \u001b[39m | \u001b[39m11.67    \u001b[39m | \u001b[39m0.8647   \u001b[39m | \u001b[39m0.32     \u001b[39m | \u001b[39m45.06    \u001b[39m | \u001b[39m18.81    \u001b[39m | \u001b[39m0.1197   \u001b[39m | \u001b[39m0.5608   \u001b[39m | \u001b[39m0.9236   \u001b[39m | \u001b[39m41.26    \u001b[39m | \u001b[39m0.2309   \u001b[39m | \u001b[39m195.4    \u001b[39m | \u001b[39m96.32    \u001b[39m | \u001b[39m9.013    \u001b[39m | \u001b[39m93.5     \u001b[39m | \u001b[39m88.25    \u001b[39m | \u001b[39m13.33    \u001b[39m | \u001b[39m0.3059   \u001b[39m | \u001b[39m0.3568   \u001b[39m | \u001b[39m0.7157   \u001b[39m | \u001b[39m12.28    \u001b[39m | \u001b[39m3.059    \u001b[39m | \u001b[39m55.11    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:42,970 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.8397, R²: 0.4689\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m245      \u001b[39m | \u001b[39m-0.8397  \u001b[39m | \u001b[39m9.826e+03\u001b[39m | \u001b[39m24.18    \u001b[39m | \u001b[39m0.1703   \u001b[39m | \u001b[39m0.6797   \u001b[39m | \u001b[39m3.849    \u001b[39m | \u001b[39m1.62     \u001b[39m | \u001b[39m0.6874   \u001b[39m | \u001b[39m77.45    \u001b[39m | \u001b[39m6.193    \u001b[39m | \u001b[39m28.88    \u001b[39m | \u001b[39m1.169    \u001b[39m | \u001b[39m2.271    \u001b[39m | \u001b[39m43.0     \u001b[39m | \u001b[39m5.008    \u001b[39m | \u001b[39m16.49    \u001b[39m | \u001b[39m11.63    \u001b[39m | \u001b[39m0.9633   \u001b[39m | \u001b[39m0.3204   \u001b[39m | \u001b[39m79.08    \u001b[39m | \u001b[39m0.4303   \u001b[39m | \u001b[39m0.3802   \u001b[39m | \u001b[39m0.873    \u001b[39m | \u001b[39m0.5468   \u001b[39m | \u001b[39m161.2    \u001b[39m | \u001b[39m0.8528   \u001b[39m | \u001b[39m112.4    \u001b[39m | \u001b[39m34.75    \u001b[39m | \u001b[39m11.23    \u001b[39m | \u001b[39m94.79    \u001b[39m | \u001b[39m88.1     \u001b[39m | \u001b[39m21.93    \u001b[39m | \u001b[39m0.3235   \u001b[39m | \u001b[39m0.8893   \u001b[39m | \u001b[39m2.49     \u001b[39m | \u001b[39m9.894    \u001b[39m | \u001b[39m1.647    \u001b[39m | \u001b[39m37.44    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:38:43,901 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0953, R²: 0.9932\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m246      \u001b[39m | \u001b[39m-0.09525 \u001b[39m | \u001b[39m6.809e+04\u001b[39m | \u001b[39m10.4     \u001b[39m | \u001b[39m0.05555  \u001b[39m | \u001b[39m0.3177   \u001b[39m | \u001b[39m1.62     \u001b[39m | \u001b[39m2.789    \u001b[39m | \u001b[39m0.6247   \u001b[39m | \u001b[39m65.87    \u001b[39m | \u001b[39m9.405    \u001b[39m | \u001b[39m44.61    \u001b[39m | \u001b[39m4.813    \u001b[39m | \u001b[39m2.9      \u001b[39m | \u001b[39m6.544    \u001b[39m | \u001b[39m11.14    \u001b[39m | \u001b[39m20.51    \u001b[39m | \u001b[39m11.36    \u001b[39m | \u001b[39m0.6562   \u001b[39m | \u001b[39m0.2465   \u001b[39m | \u001b[39m70.21    \u001b[39m | \u001b[39m21.39    \u001b[39m | \u001b[39m0.4625   \u001b[39m | \u001b[39m0.1197   \u001b[39m | \u001b[39m0.1217   \u001b[39m | \u001b[39m153.2    \u001b[39m | \u001b[39m0.6419   \u001b[39m | \u001b[39m105.6    \u001b[39m | \u001b[39m79.13    \u001b[39m | \u001b[39m11.05    \u001b[39m | \u001b[39m88.16    \u001b[39m | \u001b[39m86.4     \u001b[39m | \u001b[39m18.87    \u001b[39m | \u001b[39m0.2876   \u001b[39m | \u001b[39m0.8577   \u001b[39m | \u001b[39m1.177    \u001b[39m | \u001b[39m9.884    \u001b[39m | \u001b[39m4.046    \u001b[39m | \u001b[39m80.01    \u001b[39m |\n"
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    },
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     "output_type": "stream",
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      "2025-04-09 17:38:44,946 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 0.8673, R²: 0.4334\n"
     ]
    },
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      "| \u001b[39m247      \u001b[39m | \u001b[39m-0.8673  \u001b[39m | \u001b[39m9.834e+04\u001b[39m | \u001b[39m15.03    \u001b[39m | \u001b[39m0.2002   \u001b[39m | \u001b[39m0.8783   \u001b[39m | \u001b[39m1.799    \u001b[39m | \u001b[39m4.807    \u001b[39m | \u001b[39m1.876    \u001b[39m | \u001b[39m73.52    \u001b[39m | \u001b[39m8.944    \u001b[39m | \u001b[39m4.392    \u001b[39m | \u001b[39m2.479    \u001b[39m | \u001b[39m3.228    \u001b[39m | \u001b[39m46.49    \u001b[39m | \u001b[39m23.5     \u001b[39m | \u001b[39m9.674    \u001b[39m | \u001b[39m12.95    \u001b[39m | \u001b[39m0.6995   \u001b[39m | \u001b[39m0.3623   \u001b[39m | \u001b[39m81.43    \u001b[39m | \u001b[39m9.137    \u001b[39m | \u001b[39m0.4242   \u001b[39m | \u001b[39m0.4321   \u001b[39m | \u001b[39m0.9585   \u001b[39m | \u001b[39m27.73    \u001b[39m | \u001b[39m0.2241   \u001b[39m | \u001b[39m12.68    \u001b[39m | \u001b[39m57.1     \u001b[39m | \u001b[39m13.53    \u001b[39m | \u001b[39m90.34    \u001b[39m | \u001b[39m88.89    \u001b[39m | \u001b[39m20.14    \u001b[39m | \u001b[39m0.8608   \u001b[39m | \u001b[39m0.9024   \u001b[39m | \u001b[39m0.002317 \u001b[39m | \u001b[39m8.322    \u001b[39m | \u001b[39m2.763    \u001b[39m | \u001b[39m82.28    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:38:45,463 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.7936, R²: 0.5256\n"
     ]
    },
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      "| \u001b[39m248      \u001b[39m | \u001b[39m-0.7936  \u001b[39m | \u001b[39m7.871e+03\u001b[39m | \u001b[39m10.33    \u001b[39m | \u001b[39m0.2771   \u001b[39m | \u001b[39m0.6439   \u001b[39m | \u001b[39m4.857    \u001b[39m | \u001b[39m4.985    \u001b[39m | \u001b[39m0.4227   \u001b[39m | \u001b[39m77.24    \u001b[39m | \u001b[39m9.963    \u001b[39m | \u001b[39m42.45    \u001b[39m | \u001b[39m4.48     \u001b[39m | \u001b[39m3.69     \u001b[39m | \u001b[39m8.241    \u001b[39m | \u001b[39m11.08    \u001b[39m | \u001b[39m14.24    \u001b[39m | \u001b[39m12.67    \u001b[39m | \u001b[39m0.7362   \u001b[39m | \u001b[39m0.04443  \u001b[39m | \u001b[39m19.93    \u001b[39m | \u001b[39m13.2     \u001b[39m | \u001b[39m0.3059   \u001b[39m | \u001b[39m0.5584   \u001b[39m | \u001b[39m0.4995   \u001b[39m | \u001b[39m56.89    \u001b[39m | \u001b[39m0.7937   \u001b[39m | \u001b[39m166.5    \u001b[39m | \u001b[39m18.54    \u001b[39m | \u001b[39m19.74    \u001b[39m | \u001b[39m83.85    \u001b[39m | \u001b[39m87.66    \u001b[39m | \u001b[39m19.05    \u001b[39m | \u001b[39m0.5623   \u001b[39m | \u001b[39m0.6232   \u001b[39m | \u001b[39m0.7528   \u001b[39m | \u001b[39m11.59    \u001b[39m | \u001b[39m4.659    \u001b[39m | \u001b[39m54.91    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:38:45,980 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.5944, R²: 0.7339\n"
     ]
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      "| \u001b[39m249      \u001b[39m | \u001b[39m-0.5944  \u001b[39m | \u001b[39m3.544e+04\u001b[39m | \u001b[39m29.42    \u001b[39m | \u001b[39m0.2235   \u001b[39m | \u001b[39m0.3131   \u001b[39m | \u001b[39m4.445    \u001b[39m | \u001b[39m4.538    \u001b[39m | \u001b[39m2.694    \u001b[39m | \u001b[39m66.51    \u001b[39m | \u001b[39m3.28     \u001b[39m | \u001b[39m4.827    \u001b[39m | \u001b[39m2.314    \u001b[39m | \u001b[39m1.568    \u001b[39m | \u001b[39m39.39    \u001b[39m | \u001b[39m6.082    \u001b[39m | \u001b[39m15.91    \u001b[39m | \u001b[39m11.16    \u001b[39m | \u001b[39m0.9166   \u001b[39m | \u001b[39m0.01517  \u001b[39m | \u001b[39m26.9     \u001b[39m | \u001b[39m15.08    \u001b[39m | \u001b[39m0.004461 \u001b[39m | \u001b[39m0.1029   \u001b[39m | \u001b[39m0.6823   \u001b[39m | \u001b[39m165.4    \u001b[39m | \u001b[39m0.6232   \u001b[39m | \u001b[39m186.0    \u001b[39m | \u001b[39m37.12    \u001b[39m | \u001b[39m16.54    \u001b[39m | \u001b[39m89.16    \u001b[39m | \u001b[39m85.42    \u001b[39m | \u001b[39m20.14    \u001b[39m | \u001b[39m0.9483   \u001b[39m | \u001b[39m0.2864   \u001b[39m | \u001b[39m1.142    \u001b[39m | \u001b[39m12.59    \u001b[39m | \u001b[39m3.615    \u001b[39m | \u001b[39m52.72    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:38:46,776 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 1.0178, R²: 0.2197\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m250      \u001b[39m | \u001b[39m-1.018   \u001b[39m | \u001b[39m6.637e+04\u001b[39m | \u001b[39m17.73    \u001b[39m | \u001b[39m0.2753   \u001b[39m | \u001b[39m0.6018   \u001b[39m | \u001b[39m3.75     \u001b[39m | \u001b[39m3.594    \u001b[39m | \u001b[39m1.912    \u001b[39m | \u001b[39m18.83    \u001b[39m | \u001b[39m7.924    \u001b[39m | \u001b[39m27.76    \u001b[39m | \u001b[39m2.482    \u001b[39m | \u001b[39m3.485    \u001b[39m | \u001b[39m15.08    \u001b[39m | \u001b[39m4.973    \u001b[39m | \u001b[39m9.035    \u001b[39m | \u001b[39m11.66    \u001b[39m | \u001b[39m0.9444   \u001b[39m | \u001b[39m0.3701   \u001b[39m | \u001b[39m37.62    \u001b[39m | \u001b[39m10.27    \u001b[39m | \u001b[39m0.8336   \u001b[39m | \u001b[39m0.5598   \u001b[39m | \u001b[39m0.3941   \u001b[39m | \u001b[39m37.72    \u001b[39m | \u001b[39m0.6497   \u001b[39m | \u001b[39m144.4    \u001b[39m | \u001b[39m48.9     \u001b[39m | \u001b[39m8.021    \u001b[39m | \u001b[39m87.78    \u001b[39m | \u001b[39m89.65    \u001b[39m | \u001b[39m15.74    \u001b[39m | \u001b[39m0.598    \u001b[39m | \u001b[39m0.01626  \u001b[39m | \u001b[39m2.449    \u001b[39m | \u001b[39m8.398    \u001b[39m | \u001b[39m4.991    \u001b[39m | \u001b[39m39.61    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:38:48,056 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.1738, R²: 0.9772\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m251      \u001b[39m | \u001b[39m-0.1738  \u001b[39m | \u001b[39m8.302e+03\u001b[39m | \u001b[39m19.25    \u001b[39m | \u001b[39m0.1868   \u001b[39m | \u001b[39m0.824    \u001b[39m | \u001b[39m2.317    \u001b[39m | \u001b[39m4.003    \u001b[39m | \u001b[39m2.415    \u001b[39m | \u001b[39m48.58    \u001b[39m | \u001b[39m6.466    \u001b[39m | \u001b[39m24.26    \u001b[39m | \u001b[39m7.344    \u001b[39m | \u001b[39m1.543    \u001b[39m | \u001b[39m18.86    \u001b[39m | \u001b[39m2.41     \u001b[39m | \u001b[39m23.56    \u001b[39m | \u001b[39m12.3     \u001b[39m | \u001b[39m0.9343   \u001b[39m | \u001b[39m0.214    \u001b[39m | \u001b[39m38.17    \u001b[39m | \u001b[39m23.23    \u001b[39m | \u001b[39m0.314    \u001b[39m | \u001b[39m0.7722   \u001b[39m | \u001b[39m0.9655   \u001b[39m | \u001b[39m190.5    \u001b[39m | \u001b[39m0.8397   \u001b[39m | \u001b[39m190.1    \u001b[39m | \u001b[39m46.98    \u001b[39m | \u001b[39m11.27    \u001b[39m | \u001b[39m93.11    \u001b[39m | \u001b[39m81.09    \u001b[39m | \u001b[39m19.73    \u001b[39m | \u001b[39m0.8987   \u001b[39m | \u001b[39m0.6932   \u001b[39m | \u001b[39m2.369    \u001b[39m | \u001b[39m8.582    \u001b[39m | \u001b[39m4.1      \u001b[39m | \u001b[39m74.85    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:38:49,101 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2737, R²: 0.9436\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m252      \u001b[39m | \u001b[39m-0.2737  \u001b[39m | \u001b[39m9.787e+04\u001b[39m | \u001b[39m29.41    \u001b[39m | \u001b[39m0.2792   \u001b[39m | \u001b[39m0.004025 \u001b[39m | \u001b[39m2.011    \u001b[39m | \u001b[39m2.22     \u001b[39m | \u001b[39m1.892    \u001b[39m | \u001b[39m85.76    \u001b[39m | \u001b[39m3.066    \u001b[39m | \u001b[39m48.43    \u001b[39m | \u001b[39m6.144    \u001b[39m | \u001b[39m1.098    \u001b[39m | \u001b[39m40.41    \u001b[39m | \u001b[39m26.49    \u001b[39m | \u001b[39m8.492    \u001b[39m | \u001b[39m7.289    \u001b[39m | \u001b[39m0.6791   \u001b[39m | \u001b[39m0.1661   \u001b[39m | \u001b[39m40.53    \u001b[39m | \u001b[39m34.41    \u001b[39m | \u001b[39m0.9248   \u001b[39m | \u001b[39m0.9503   \u001b[39m | \u001b[39m0.7621   \u001b[39m | \u001b[39m82.15    \u001b[39m | \u001b[39m0.7361   \u001b[39m | \u001b[39m81.83    \u001b[39m | \u001b[39m72.32    \u001b[39m | \u001b[39m15.62    \u001b[39m | \u001b[39m94.1     \u001b[39m | \u001b[39m86.81    \u001b[39m | \u001b[39m11.42    \u001b[39m | \u001b[39m0.5034   \u001b[39m | \u001b[39m0.3276   \u001b[39m | \u001b[39m2.365    \u001b[39m | \u001b[39m10.92    \u001b[39m | \u001b[39m3.958    \u001b[39m | \u001b[39m84.92    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:50,267 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7800, R²: 0.5418\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m253      \u001b[39m | \u001b[39m-0.78    \u001b[39m | \u001b[39m6.877e+04\u001b[39m | \u001b[39m38.26    \u001b[39m | \u001b[39m0.08632  \u001b[39m | \u001b[39m0.7994   \u001b[39m | \u001b[39m1.72     \u001b[39m | \u001b[39m2.099    \u001b[39m | \u001b[39m2.402    \u001b[39m | \u001b[39m52.17    \u001b[39m | \u001b[39m2.149    \u001b[39m | \u001b[39m13.04    \u001b[39m | \u001b[39m1.917    \u001b[39m | \u001b[39m2.523    \u001b[39m | \u001b[39m10.18    \u001b[39m | \u001b[39m12.86    \u001b[39m | \u001b[39m15.04    \u001b[39m | \u001b[39m8.667    \u001b[39m | \u001b[39m0.7658   \u001b[39m | \u001b[39m0.1006   \u001b[39m | \u001b[39m32.0     \u001b[39m | \u001b[39m32.75    \u001b[39m | \u001b[39m0.1377   \u001b[39m | \u001b[39m0.482    \u001b[39m | \u001b[39m0.1611   \u001b[39m | \u001b[39m123.7    \u001b[39m | \u001b[39m0.1875   \u001b[39m | \u001b[39m112.3    \u001b[39m | \u001b[39m35.08    \u001b[39m | \u001b[39m10.35    \u001b[39m | \u001b[39m81.85    \u001b[39m | \u001b[39m85.2     \u001b[39m | \u001b[39m22.26    \u001b[39m | \u001b[39m0.09148  \u001b[39m | \u001b[39m0.797    \u001b[39m | \u001b[39m0.292    \u001b[39m | \u001b[39m11.89    \u001b[39m | \u001b[39m2.176    \u001b[39m | \u001b[39m79.67    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:51,782 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.9908, R²: 0.2606\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m254      \u001b[39m | \u001b[39m-0.9908  \u001b[39m | \u001b[39m7.395e+04\u001b[39m | \u001b[39m36.32    \u001b[39m | \u001b[39m0.229    \u001b[39m | \u001b[39m0.7294   \u001b[39m | \u001b[39m3.795    \u001b[39m | \u001b[39m3.182    \u001b[39m | \u001b[39m2.6      \u001b[39m | \u001b[39m96.05    \u001b[39m | \u001b[39m6.743    \u001b[39m | \u001b[39m22.55    \u001b[39m | \u001b[39m8.662    \u001b[39m | \u001b[39m1.354    \u001b[39m | \u001b[39m22.14    \u001b[39m | \u001b[39m22.36    \u001b[39m | \u001b[39m7.609    \u001b[39m | \u001b[39m8.497    \u001b[39m | \u001b[39m0.7263   \u001b[39m | \u001b[39m0.394    \u001b[39m | \u001b[39m61.37    \u001b[39m | \u001b[39m9.828    \u001b[39m | \u001b[39m0.7301   \u001b[39m | \u001b[39m0.9644   \u001b[39m | \u001b[39m0.3433   \u001b[39m | \u001b[39m149.2    \u001b[39m | \u001b[39m0.6804   \u001b[39m | \u001b[39m103.2    \u001b[39m | \u001b[39m25.75    \u001b[39m | \u001b[39m9.48     \u001b[39m | \u001b[39m85.46    \u001b[39m | \u001b[39m85.82    \u001b[39m | \u001b[39m11.98    \u001b[39m | \u001b[39m0.8356   \u001b[39m | \u001b[39m0.09003  \u001b[39m | \u001b[39m1.321    \u001b[39m | \u001b[39m8.986    \u001b[39m | \u001b[39m3.445    \u001b[39m | \u001b[39m63.44    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:52,981 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 0.8532, R²: 0.4516\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m255      \u001b[39m | \u001b[39m-0.8532  \u001b[39m | \u001b[39m7.684e+04\u001b[39m | \u001b[39m32.01    \u001b[39m | \u001b[39m0.1124   \u001b[39m | \u001b[39m0.2402   \u001b[39m | \u001b[39m4.92     \u001b[39m | \u001b[39m2.548    \u001b[39m | \u001b[39m2.504    \u001b[39m | \u001b[39m3.649    \u001b[39m | \u001b[39m1.847    \u001b[39m | \u001b[39m7.15     \u001b[39m | \u001b[39m4.602    \u001b[39m | \u001b[39m2.196    \u001b[39m | \u001b[39m5.265    \u001b[39m | \u001b[39m12.0     \u001b[39m | \u001b[39m11.39    \u001b[39m | \u001b[39m8.59     \u001b[39m | \u001b[39m0.9951   \u001b[39m | \u001b[39m0.05238  \u001b[39m | \u001b[39m81.83    \u001b[39m | \u001b[39m19.18    \u001b[39m | \u001b[39m0.6586   \u001b[39m | \u001b[39m0.1386   \u001b[39m | \u001b[39m0.04657  \u001b[39m | \u001b[39m105.9    \u001b[39m | \u001b[39m0.4861   \u001b[39m | \u001b[39m134.3    \u001b[39m | \u001b[39m87.49    \u001b[39m | \u001b[39m8.581    \u001b[39m | \u001b[39m91.84    \u001b[39m | \u001b[39m76.77    \u001b[39m | \u001b[39m14.58    \u001b[39m | \u001b[39m0.8028   \u001b[39m | \u001b[39m0.5481   \u001b[39m | \u001b[39m0.2935   \u001b[39m | \u001b[39m10.62    \u001b[39m | \u001b[39m4.416    \u001b[39m | \u001b[39m80.13    \u001b[39m |\n"
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    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:53,883 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.3763, R²: 0.8933\n"
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    },
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      "| \u001b[39m256      \u001b[39m | \u001b[39m-0.3763  \u001b[39m | \u001b[39m7.117e+04\u001b[39m | \u001b[39m20.87    \u001b[39m | \u001b[39m0.1536   \u001b[39m | \u001b[39m0.5534   \u001b[39m | \u001b[39m1.18     \u001b[39m | \u001b[39m3.627    \u001b[39m | \u001b[39m2.738    \u001b[39m | \u001b[39m80.25    \u001b[39m | \u001b[39m6.684    \u001b[39m | \u001b[39m44.39    \u001b[39m | \u001b[39m5.171    \u001b[39m | \u001b[39m1.283    \u001b[39m | \u001b[39m3.824    \u001b[39m | \u001b[39m4.237    \u001b[39m | \u001b[39m9.452    \u001b[39m | \u001b[39m10.35    \u001b[39m | \u001b[39m0.7105   \u001b[39m | \u001b[39m0.3342   \u001b[39m | \u001b[39m37.93    \u001b[39m | \u001b[39m7.987    \u001b[39m | \u001b[39m0.8542   \u001b[39m | \u001b[39m0.8972   \u001b[39m | \u001b[39m0.4737   \u001b[39m | \u001b[39m113.3    \u001b[39m | \u001b[39m0.4027   \u001b[39m | \u001b[39m107.2    \u001b[39m | \u001b[39m42.75    \u001b[39m | \u001b[39m10.33    \u001b[39m | \u001b[39m83.38    \u001b[39m | \u001b[39m90.93    \u001b[39m | \u001b[39m15.69    \u001b[39m | \u001b[39m0.3367   \u001b[39m | \u001b[39m0.8218   \u001b[39m | \u001b[39m1.443    \u001b[39m | \u001b[39m11.27    \u001b[39m | \u001b[39m2.148    \u001b[39m | \u001b[39m11.95    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:38:54,806 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.0352, R²: 0.1927\n"
     ]
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      "| \u001b[39m257      \u001b[39m | \u001b[39m-1.035   \u001b[39m | \u001b[39m7.155e+04\u001b[39m | \u001b[39m15.22    \u001b[39m | \u001b[39m0.1996   \u001b[39m | \u001b[39m0.03359  \u001b[39m | \u001b[39m4.379    \u001b[39m | \u001b[39m2.224    \u001b[39m | \u001b[39m0.3495   \u001b[39m | \u001b[39m77.65    \u001b[39m | \u001b[39m7.339    \u001b[39m | \u001b[39m48.07    \u001b[39m | \u001b[39m1.813    \u001b[39m | \u001b[39m2.557    \u001b[39m | \u001b[39m47.28    \u001b[39m | \u001b[39m6.396    \u001b[39m | \u001b[39m9.614    \u001b[39m | \u001b[39m9.55     \u001b[39m | \u001b[39m0.8775   \u001b[39m | \u001b[39m0.3303   \u001b[39m | \u001b[39m30.68    \u001b[39m | \u001b[39m21.75    \u001b[39m | \u001b[39m0.1779   \u001b[39m | \u001b[39m0.5594   \u001b[39m | \u001b[39m0.3162   \u001b[39m | \u001b[39m71.8     \u001b[39m | \u001b[39m0.8431   \u001b[39m | \u001b[39m178.2    \u001b[39m | \u001b[39m40.27    \u001b[39m | \u001b[39m11.89    \u001b[39m | \u001b[39m83.62    \u001b[39m | \u001b[39m76.37    \u001b[39m | \u001b[39m12.99    \u001b[39m | \u001b[39m0.8725   \u001b[39m | \u001b[39m0.3322   \u001b[39m | \u001b[39m0.5518   \u001b[39m | \u001b[39m13.0     \u001b[39m | \u001b[39m4.761    \u001b[39m | \u001b[39m99.58    \u001b[39m |\n"
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      "2025-04-09 17:38:55,785 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.1145, R²: 0.9901\n"
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      "| \u001b[39m258      \u001b[39m | \u001b[39m-0.1145  \u001b[39m | \u001b[39m8.202e+04\u001b[39m | \u001b[39m33.92    \u001b[39m | \u001b[39m0.2158   \u001b[39m | \u001b[39m0.1837   \u001b[39m | \u001b[39m2.505    \u001b[39m | \u001b[39m2.668    \u001b[39m | \u001b[39m0.04636  \u001b[39m | \u001b[39m50.42    \u001b[39m | \u001b[39m9.164    \u001b[39m | \u001b[39m37.48    \u001b[39m | \u001b[39m1.9      \u001b[39m | \u001b[39m2.032    \u001b[39m | \u001b[39m13.32    \u001b[39m | \u001b[39m5.756    \u001b[39m | \u001b[39m12.03    \u001b[39m | \u001b[39m9.222    \u001b[39m | \u001b[39m0.7569   \u001b[39m | \u001b[39m0.04803  \u001b[39m | \u001b[39m44.17    \u001b[39m | \u001b[39m3.43     \u001b[39m | \u001b[39m0.5311   \u001b[39m | \u001b[39m0.5198   \u001b[39m | \u001b[39m0.8969   \u001b[39m | \u001b[39m13.46    \u001b[39m | \u001b[39m0.6213   \u001b[39m | \u001b[39m63.51    \u001b[39m | \u001b[39m0.4677   \u001b[39m | \u001b[39m14.76    \u001b[39m | \u001b[39m86.29    \u001b[39m | \u001b[39m81.4     \u001b[39m | \u001b[39m17.51    \u001b[39m | \u001b[39m0.9036   \u001b[39m | \u001b[39m0.344    \u001b[39m | \u001b[39m1.391    \u001b[39m | \u001b[39m7.956    \u001b[39m | \u001b[39m4.349    \u001b[39m | \u001b[39m13.89    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:38:56,884 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.8127, R²: 0.5024\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m259      \u001b[39m | \u001b[39m-0.8127  \u001b[39m | \u001b[39m8.158e+04\u001b[39m | \u001b[39m36.09    \u001b[39m | \u001b[39m0.1452   \u001b[39m | \u001b[39m0.4357   \u001b[39m | \u001b[39m4.73     \u001b[39m | \u001b[39m2.378    \u001b[39m | \u001b[39m2.348    \u001b[39m | \u001b[39m93.76    \u001b[39m | \u001b[39m9.983    \u001b[39m | \u001b[39m41.87    \u001b[39m | \u001b[39m0.5898   \u001b[39m | \u001b[39m2.026    \u001b[39m | \u001b[39m3.011    \u001b[39m | \u001b[39m24.76    \u001b[39m | \u001b[39m6.083    \u001b[39m | \u001b[39m7.115    \u001b[39m | \u001b[39m0.9023   \u001b[39m | \u001b[39m0.08202  \u001b[39m | \u001b[39m30.62    \u001b[39m | \u001b[39m31.07    \u001b[39m | \u001b[39m0.1578   \u001b[39m | \u001b[39m0.5286   \u001b[39m | \u001b[39m0.7766   \u001b[39m | \u001b[39m33.83    \u001b[39m | \u001b[39m0.09709  \u001b[39m | \u001b[39m191.9    \u001b[39m | \u001b[39m19.72    \u001b[39m | \u001b[39m9.761    \u001b[39m | \u001b[39m93.09    \u001b[39m | \u001b[39m78.87    \u001b[39m | \u001b[39m10.43    \u001b[39m | \u001b[39m0.9803   \u001b[39m | \u001b[39m0.2372   \u001b[39m | \u001b[39m1.749    \u001b[39m | \u001b[39m12.28    \u001b[39m | \u001b[39m4.435    \u001b[39m | \u001b[39m35.88    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:38:57,968 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1537, R²: -0.0026\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m260      \u001b[39m | \u001b[39m-1.154   \u001b[39m | \u001b[39m9.434e+04\u001b[39m | \u001b[39m31.54    \u001b[39m | \u001b[39m0.2865   \u001b[39m | \u001b[39m0.4313   \u001b[39m | \u001b[39m4.329    \u001b[39m | \u001b[39m1.169    \u001b[39m | \u001b[39m1.863    \u001b[39m | \u001b[39m7.565    \u001b[39m | \u001b[39m7.645    \u001b[39m | \u001b[39m18.57    \u001b[39m | \u001b[39m6.753    \u001b[39m | \u001b[39m0.3862   \u001b[39m | \u001b[39m44.12    \u001b[39m | \u001b[39m23.29    \u001b[39m | \u001b[39m29.06    \u001b[39m | \u001b[39m7.275    \u001b[39m | \u001b[39m0.9733   \u001b[39m | \u001b[39m0.2984   \u001b[39m | \u001b[39m52.0     \u001b[39m | \u001b[39m8.621    \u001b[39m | \u001b[39m0.1426   \u001b[39m | \u001b[39m0.4967   \u001b[39m | \u001b[39m0.2852   \u001b[39m | \u001b[39m68.86    \u001b[39m | \u001b[39m0.2495   \u001b[39m | \u001b[39m161.5    \u001b[39m | \u001b[39m15.95    \u001b[39m | \u001b[39m16.29    \u001b[39m | \u001b[39m85.74    \u001b[39m | \u001b[39m89.5     \u001b[39m | \u001b[39m23.64    \u001b[39m | \u001b[39m0.6104   \u001b[39m | \u001b[39m0.3288   \u001b[39m | \u001b[39m2.622    \u001b[39m | \u001b[39m8.894    \u001b[39m | \u001b[39m2.735    \u001b[39m | \u001b[39m70.16    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:38:59,320 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.2274, R²: 0.9610\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m261      \u001b[39m | \u001b[39m-0.2274  \u001b[39m | \u001b[39m9.473e+04\u001b[39m | \u001b[39m25.54    \u001b[39m | \u001b[39m0.09075  \u001b[39m | \u001b[39m0.9129   \u001b[39m | \u001b[39m4.34     \u001b[39m | \u001b[39m1.889    \u001b[39m | \u001b[39m0.7805   \u001b[39m | \u001b[39m44.33    \u001b[39m | \u001b[39m9.518    \u001b[39m | \u001b[39m44.92    \u001b[39m | \u001b[39m1.39     \u001b[39m | \u001b[39m1.457    \u001b[39m | \u001b[39m35.35    \u001b[39m | \u001b[39m6.306    \u001b[39m | \u001b[39m17.1     \u001b[39m | \u001b[39m12.99    \u001b[39m | \u001b[39m0.6276   \u001b[39m | \u001b[39m0.274    \u001b[39m | \u001b[39m25.15    \u001b[39m | \u001b[39m26.57    \u001b[39m | \u001b[39m0.1959   \u001b[39m | \u001b[39m0.2152   \u001b[39m | \u001b[39m0.5973   \u001b[39m | \u001b[39m196.4    \u001b[39m | \u001b[39m0.6096   \u001b[39m | \u001b[39m151.9    \u001b[39m | \u001b[39m93.51    \u001b[39m | \u001b[39m11.25    \u001b[39m | \u001b[39m84.38    \u001b[39m | \u001b[39m83.78    \u001b[39m | \u001b[39m18.61    \u001b[39m | \u001b[39m0.5544   \u001b[39m | \u001b[39m0.6478   \u001b[39m | \u001b[39m0.7153   \u001b[39m | \u001b[39m8.723    \u001b[39m | \u001b[39m3.63     \u001b[39m | \u001b[39m61.83    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:38:59,788 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.2849, R²: 0.9389\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m262      \u001b[39m | \u001b[39m-0.2849  \u001b[39m | \u001b[39m3.413e+03\u001b[39m | \u001b[39m34.87    \u001b[39m | \u001b[39m0.2254   \u001b[39m | \u001b[39m0.539    \u001b[39m | \u001b[39m4.58     \u001b[39m | \u001b[39m1.332    \u001b[39m | \u001b[39m2.664    \u001b[39m | \u001b[39m21.89    \u001b[39m | \u001b[39m1.788    \u001b[39m | \u001b[39m9.744    \u001b[39m | \u001b[39m4.279    \u001b[39m | \u001b[39m3.598    \u001b[39m | \u001b[39m37.34    \u001b[39m | \u001b[39m13.95    \u001b[39m | \u001b[39m24.62    \u001b[39m | \u001b[39m12.15    \u001b[39m | \u001b[39m0.9248   \u001b[39m | \u001b[39m0.08794  \u001b[39m | \u001b[39m58.84    \u001b[39m | \u001b[39m32.44    \u001b[39m | \u001b[39m0.01922  \u001b[39m | \u001b[39m0.9843   \u001b[39m | \u001b[39m0.1367   \u001b[39m | \u001b[39m193.1    \u001b[39m | \u001b[39m0.6463   \u001b[39m | \u001b[39m42.68    \u001b[39m | \u001b[39m34.41    \u001b[39m | \u001b[39m18.32    \u001b[39m | \u001b[39m88.79    \u001b[39m | \u001b[39m82.4     \u001b[39m | \u001b[39m13.38    \u001b[39m | \u001b[39m0.11     \u001b[39m | \u001b[39m0.7356   \u001b[39m | \u001b[39m2.171    \u001b[39m | \u001b[39m8.445    \u001b[39m | \u001b[39m4.707    \u001b[39m | \u001b[39m50.0     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:01,039 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.4633, R²: 0.8383\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m263      \u001b[39m | \u001b[39m-0.4633  \u001b[39m | \u001b[39m8.724e+04\u001b[39m | \u001b[39m43.06    \u001b[39m | \u001b[39m0.1597   \u001b[39m | \u001b[39m0.8958   \u001b[39m | \u001b[39m1.042    \u001b[39m | \u001b[39m2.655    \u001b[39m | \u001b[39m0.5321   \u001b[39m | \u001b[39m7.413    \u001b[39m | \u001b[39m5.533    \u001b[39m | \u001b[39m45.24    \u001b[39m | \u001b[39m4.43     \u001b[39m | \u001b[39m3.264    \u001b[39m | \u001b[39m7.733    \u001b[39m | \u001b[39m14.68    \u001b[39m | \u001b[39m13.77    \u001b[39m | \u001b[39m8.28     \u001b[39m | \u001b[39m0.9996   \u001b[39m | \u001b[39m0.003005 \u001b[39m | \u001b[39m84.75    \u001b[39m | \u001b[39m35.38    \u001b[39m | \u001b[39m0.5301   \u001b[39m | \u001b[39m0.7797   \u001b[39m | \u001b[39m0.4009   \u001b[39m | \u001b[39m25.53    \u001b[39m | \u001b[39m0.7085   \u001b[39m | \u001b[39m182.8    \u001b[39m | \u001b[39m60.48    \u001b[39m | \u001b[39m14.75    \u001b[39m | \u001b[39m90.15    \u001b[39m | \u001b[39m88.94    \u001b[39m | \u001b[39m13.33    \u001b[39m | \u001b[39m0.9081   \u001b[39m | \u001b[39m0.6609   \u001b[39m | \u001b[39m1.794    \u001b[39m | \u001b[39m8.467    \u001b[39m | \u001b[39m1.259    \u001b[39m | \u001b[39m95.79    \u001b[39m |\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:02,056 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.2964, R²: 0.9338\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m264      \u001b[39m | \u001b[39m-0.2964  \u001b[39m | \u001b[39m525.5    \u001b[39m | \u001b[39m10.97    \u001b[39m | \u001b[39m0.02613  \u001b[39m | \u001b[39m0.5388   \u001b[39m | \u001b[39m1.705    \u001b[39m | \u001b[39m2.222    \u001b[39m | \u001b[39m1.976    \u001b[39m | \u001b[39m4.431    \u001b[39m | \u001b[39m8.983    \u001b[39m | \u001b[39m8.711    \u001b[39m | \u001b[39m4.248    \u001b[39m | \u001b[39m0.8508   \u001b[39m | \u001b[39m47.14    \u001b[39m | \u001b[39m7.589    \u001b[39m | \u001b[39m10.17    \u001b[39m | \u001b[39m11.56    \u001b[39m | \u001b[39m0.9269   \u001b[39m | \u001b[39m0.04976  \u001b[39m | \u001b[39m91.57    \u001b[39m | \u001b[39m17.22    \u001b[39m | \u001b[39m0.06499  \u001b[39m | \u001b[39m0.6515   \u001b[39m | \u001b[39m0.808    \u001b[39m | \u001b[39m96.94    \u001b[39m | \u001b[39m0.5327   \u001b[39m | \u001b[39m120.2    \u001b[39m | \u001b[39m90.98    \u001b[39m | \u001b[39m17.35    \u001b[39m | \u001b[39m80.98    \u001b[39m | \u001b[39m78.77    \u001b[39m | \u001b[39m13.2     \u001b[39m | \u001b[39m0.9447   \u001b[39m | \u001b[39m0.5131   \u001b[39m | \u001b[39m0.2788   \u001b[39m | \u001b[39m11.01    \u001b[39m | \u001b[39m4.139    \u001b[39m | \u001b[39m8.689    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:39:03,250 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.2229, R²: 0.9626\n"
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    },
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      "| \u001b[39m265      \u001b[39m | \u001b[39m-0.2229  \u001b[39m | \u001b[39m1.025e+03\u001b[39m | \u001b[39m44.25    \u001b[39m | \u001b[39m0.1386   \u001b[39m | \u001b[39m0.711    \u001b[39m | \u001b[39m4.272    \u001b[39m | \u001b[39m2.149    \u001b[39m | \u001b[39m2.193    \u001b[39m | \u001b[39m8.241    \u001b[39m | \u001b[39m7.036    \u001b[39m | \u001b[39m36.82    \u001b[39m | \u001b[39m7.379    \u001b[39m | \u001b[39m2.577    \u001b[39m | \u001b[39m11.03    \u001b[39m | \u001b[39m13.57    \u001b[39m | \u001b[39m24.4     \u001b[39m | \u001b[39m10.13    \u001b[39m | \u001b[39m0.8096   \u001b[39m | \u001b[39m0.2598   \u001b[39m | \u001b[39m55.51    \u001b[39m | \u001b[39m22.54    \u001b[39m | \u001b[39m0.6319   \u001b[39m | \u001b[39m0.2305   \u001b[39m | \u001b[39m0.5488   \u001b[39m | \u001b[39m93.03    \u001b[39m | \u001b[39m0.6287   \u001b[39m | \u001b[39m128.6    \u001b[39m | \u001b[39m86.47    \u001b[39m | \u001b[39m18.76    \u001b[39m | \u001b[39m86.33    \u001b[39m | \u001b[39m81.55    \u001b[39m | \u001b[39m15.41    \u001b[39m | \u001b[39m0.4724   \u001b[39m | \u001b[39m0.5033   \u001b[39m | \u001b[39m0.2748   \u001b[39m | \u001b[39m7.962    \u001b[39m | \u001b[39m2.033    \u001b[39m | \u001b[39m14.0     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:04,470 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2863, R²: 0.9383\n"
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      "| \u001b[39m266      \u001b[39m | \u001b[39m-0.2863  \u001b[39m | \u001b[39m8.693e+04\u001b[39m | \u001b[39m25.91    \u001b[39m | \u001b[39m0.08957  \u001b[39m | \u001b[39m0.6557   \u001b[39m | \u001b[39m1.723    \u001b[39m | \u001b[39m4.178    \u001b[39m | \u001b[39m0.279    \u001b[39m | \u001b[39m93.12    \u001b[39m | \u001b[39m2.967    \u001b[39m | \u001b[39m21.66    \u001b[39m | \u001b[39m1.334    \u001b[39m | \u001b[39m3.705    \u001b[39m | \u001b[39m47.37    \u001b[39m | \u001b[39m21.83    \u001b[39m | \u001b[39m23.2     \u001b[39m | \u001b[39m8.945    \u001b[39m | \u001b[39m0.6247   \u001b[39m | \u001b[39m0.03486  \u001b[39m | \u001b[39m25.26    \u001b[39m | \u001b[39m7.444    \u001b[39m | \u001b[39m0.2512   \u001b[39m | \u001b[39m0.09546  \u001b[39m | \u001b[39m0.2782   \u001b[39m | \u001b[39m148.7    \u001b[39m | \u001b[39m0.1014   \u001b[39m | \u001b[39m29.86    \u001b[39m | \u001b[39m74.03    \u001b[39m | \u001b[39m15.28    \u001b[39m | \u001b[39m91.25    \u001b[39m | \u001b[39m90.04    \u001b[39m | \u001b[39m8.92     \u001b[39m | \u001b[39m0.1879   \u001b[39m | \u001b[39m0.04974  \u001b[39m | \u001b[39m1.387    \u001b[39m | \u001b[39m9.512    \u001b[39m | \u001b[39m1.075    \u001b[39m | \u001b[39m13.21    \u001b[39m |\n"
     ]
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      "2025-04-09 17:39:05,493 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.7807, R²: 0.5409\n"
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      "| \u001b[39m267      \u001b[39m | \u001b[39m-0.7807  \u001b[39m | \u001b[39m1.231e+04\u001b[39m | \u001b[39m16.17    \u001b[39m | \u001b[39m0.2672   \u001b[39m | \u001b[39m0.26     \u001b[39m | \u001b[39m2.291    \u001b[39m | \u001b[39m4.577    \u001b[39m | \u001b[39m0.9016   \u001b[39m | \u001b[39m60.6     \u001b[39m | \u001b[39m8.841    \u001b[39m | \u001b[39m13.82    \u001b[39m | \u001b[39m5.904    \u001b[39m | \u001b[39m3.105    \u001b[39m | \u001b[39m10.64    \u001b[39m | \u001b[39m23.29    \u001b[39m | \u001b[39m26.61    \u001b[39m | \u001b[39m12.87    \u001b[39m | \u001b[39m0.7321   \u001b[39m | \u001b[39m0.1927   \u001b[39m | \u001b[39m82.3     \u001b[39m | \u001b[39m0.3735   \u001b[39m | \u001b[39m0.4736   \u001b[39m | \u001b[39m0.405    \u001b[39m | \u001b[39m0.4299   \u001b[39m | \u001b[39m52.83    \u001b[39m | \u001b[39m0.5246   \u001b[39m | \u001b[39m94.05    \u001b[39m | \u001b[39m16.15    \u001b[39m | \u001b[39m16.93    \u001b[39m | \u001b[39m86.86    \u001b[39m | \u001b[39m84.02    \u001b[39m | \u001b[39m10.07    \u001b[39m | \u001b[39m0.9523   \u001b[39m | \u001b[39m0.3916   \u001b[39m | \u001b[39m1.174    \u001b[39m | \u001b[39m7.242    \u001b[39m | \u001b[39m4.885    \u001b[39m | \u001b[39m52.04    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:06,557 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.7838, R²: 0.5373\n"
     ]
    },
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      "| \u001b[39m268      \u001b[39m | \u001b[39m-0.7838  \u001b[39m | \u001b[39m1.181e+04\u001b[39m | \u001b[39m10.7     \u001b[39m | \u001b[39m0.0532   \u001b[39m | \u001b[39m0.4809   \u001b[39m | \u001b[39m4.873    \u001b[39m | \u001b[39m2.246    \u001b[39m | \u001b[39m0.5346   \u001b[39m | \u001b[39m75.56    \u001b[39m | \u001b[39m4.184    \u001b[39m | \u001b[39m14.93    \u001b[39m | \u001b[39m7.301    \u001b[39m | \u001b[39m2.553    \u001b[39m | \u001b[39m40.83    \u001b[39m | \u001b[39m5.618    \u001b[39m | \u001b[39m7.741    \u001b[39m | \u001b[39m12.86    \u001b[39m | \u001b[39m0.8468   \u001b[39m | \u001b[39m0.115    \u001b[39m | \u001b[39m93.29    \u001b[39m | \u001b[39m4.59     \u001b[39m | \u001b[39m0.248    \u001b[39m | \u001b[39m0.839    \u001b[39m | \u001b[39m0.9972   \u001b[39m | \u001b[39m93.2     \u001b[39m | \u001b[39m0.6944   \u001b[39m | \u001b[39m94.61    \u001b[39m | \u001b[39m37.03    \u001b[39m | \u001b[39m11.2     \u001b[39m | \u001b[39m81.5     \u001b[39m | \u001b[39m75.91    \u001b[39m | \u001b[39m17.91    \u001b[39m | \u001b[39m0.4712   \u001b[39m | \u001b[39m0.7018   \u001b[39m | \u001b[39m1.143    \u001b[39m | \u001b[39m8.238    \u001b[39m | \u001b[39m1.242    \u001b[39m | \u001b[39m26.96    \u001b[39m |\n"
     ]
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      "2025-04-09 17:39:07,442 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4201, R²: 0.8670\n"
     ]
    },
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      "| \u001b[39m269      \u001b[39m | \u001b[39m-0.4201  \u001b[39m | \u001b[39m4.351e+04\u001b[39m | \u001b[39m21.0     \u001b[39m | \u001b[39m0.02461  \u001b[39m | \u001b[39m0.03919  \u001b[39m | \u001b[39m4.896    \u001b[39m | \u001b[39m3.967    \u001b[39m | \u001b[39m1.629    \u001b[39m | \u001b[39m70.99    \u001b[39m | \u001b[39m3.78     \u001b[39m | \u001b[39m24.36    \u001b[39m | \u001b[39m5.89     \u001b[39m | \u001b[39m2.375    \u001b[39m | \u001b[39m18.42    \u001b[39m | \u001b[39m25.86    \u001b[39m | \u001b[39m22.38    \u001b[39m | \u001b[39m7.559    \u001b[39m | \u001b[39m0.7795   \u001b[39m | \u001b[39m0.1359   \u001b[39m | \u001b[39m11.13    \u001b[39m | \u001b[39m22.97    \u001b[39m | \u001b[39m0.5522   \u001b[39m | \u001b[39m0.746    \u001b[39m | \u001b[39m0.8894   \u001b[39m | \u001b[39m155.0    \u001b[39m | \u001b[39m0.596    \u001b[39m | \u001b[39m100.0    \u001b[39m | \u001b[39m68.62    \u001b[39m | \u001b[39m11.42    \u001b[39m | \u001b[39m94.04    \u001b[39m | \u001b[39m91.17    \u001b[39m | \u001b[39m9.703    \u001b[39m | \u001b[39m0.9547   \u001b[39m | \u001b[39m0.3744   \u001b[39m | \u001b[39m1.888    \u001b[39m | \u001b[39m12.59    \u001b[39m | \u001b[39m4.992    \u001b[39m | \u001b[39m68.42    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:08,529 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m270      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m4.304e+04\u001b[39m | \u001b[39m38.48    \u001b[39m | \u001b[39m0.1044   \u001b[39m | \u001b[39m0.7255   \u001b[39m | \u001b[39m1.105    \u001b[39m | \u001b[39m4.493    \u001b[39m | \u001b[39m0.9362   \u001b[39m | \u001b[39m42.45    \u001b[39m | \u001b[39m6.431    \u001b[39m | \u001b[39m45.99    \u001b[39m | \u001b[39m6.698    \u001b[39m | \u001b[39m3.627    \u001b[39m | \u001b[39m4.386    \u001b[39m | \u001b[39m5.219    \u001b[39m | \u001b[39m29.94    \u001b[39m | \u001b[39m7.864    \u001b[39m | \u001b[39m0.8177   \u001b[39m | \u001b[39m0.3843   \u001b[39m | \u001b[39m21.25    \u001b[39m | \u001b[39m1.326    \u001b[39m | \u001b[39m0.1951   \u001b[39m | \u001b[39m0.4898   \u001b[39m | \u001b[39m0.1322   \u001b[39m | \u001b[39m100.5    \u001b[39m | \u001b[39m0.4606   \u001b[39m | \u001b[39m177.4    \u001b[39m | \u001b[39m68.09    \u001b[39m | \u001b[39m11.54    \u001b[39m | \u001b[39m88.64    \u001b[39m | \u001b[39m75.49    \u001b[39m | \u001b[39m8.539    \u001b[39m | \u001b[39m0.7536   \u001b[39m | \u001b[39m0.8934   \u001b[39m | \u001b[39m2.625    \u001b[39m | \u001b[39m8.923    \u001b[39m | \u001b[39m1.539    \u001b[39m | \u001b[39m64.65    \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:08,911 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2987, R²: 0.9328\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m271      \u001b[39m | \u001b[39m-0.2987  \u001b[39m | \u001b[39m5.57e+03 \u001b[39m | \u001b[39m17.97    \u001b[39m | \u001b[39m0.2255   \u001b[39m | \u001b[39m0.8325   \u001b[39m | \u001b[39m2.357    \u001b[39m | \u001b[39m2.392    \u001b[39m | \u001b[39m2.694    \u001b[39m | \u001b[39m51.72    \u001b[39m | \u001b[39m5.089    \u001b[39m | \u001b[39m47.28    \u001b[39m | \u001b[39m1.997    \u001b[39m | \u001b[39m1.235    \u001b[39m | \u001b[39m31.62    \u001b[39m | \u001b[39m2.208    \u001b[39m | \u001b[39m14.93    \u001b[39m | \u001b[39m12.97    \u001b[39m | \u001b[39m0.6291   \u001b[39m | \u001b[39m0.05793  \u001b[39m | \u001b[39m85.92    \u001b[39m | \u001b[39m29.91    \u001b[39m | \u001b[39m0.0477   \u001b[39m | \u001b[39m0.9077   \u001b[39m | \u001b[39m0.1667   \u001b[39m | \u001b[39m115.2    \u001b[39m | \u001b[39m0.9928   \u001b[39m | \u001b[39m77.18    \u001b[39m | \u001b[39m98.65    \u001b[39m | \u001b[39m6.646    \u001b[39m | \u001b[39m94.14    \u001b[39m | \u001b[39m90.71    \u001b[39m | \u001b[39m23.01    \u001b[39m | \u001b[39m0.814    \u001b[39m | \u001b[39m0.441    \u001b[39m | \u001b[39m0.09098  \u001b[39m | \u001b[39m12.89    \u001b[39m | \u001b[39m1.459    \u001b[39m | \u001b[39m95.39    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:09,315 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1528, R²: -0.0010\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m272      \u001b[39m | \u001b[39m-1.153   \u001b[39m | \u001b[39m6.075e+04\u001b[39m | \u001b[39m36.46    \u001b[39m | \u001b[39m0.2581   \u001b[39m | \u001b[39m0.3647   \u001b[39m | \u001b[39m2.948    \u001b[39m | \u001b[39m2.374    \u001b[39m | \u001b[39m1.77     \u001b[39m | \u001b[39m51.48    \u001b[39m | \u001b[39m8.778    \u001b[39m | \u001b[39m19.62    \u001b[39m | \u001b[39m8.0      \u001b[39m | \u001b[39m0.518    \u001b[39m | \u001b[39m28.09    \u001b[39m | \u001b[39m24.29    \u001b[39m | \u001b[39m13.53    \u001b[39m | \u001b[39m9.161    \u001b[39m | \u001b[39m0.6704   \u001b[39m | \u001b[39m0.02254  \u001b[39m | \u001b[39m48.3     \u001b[39m | \u001b[39m15.64    \u001b[39m | \u001b[39m0.9993   \u001b[39m | \u001b[39m0.5121   \u001b[39m | \u001b[39m0.4159   \u001b[39m | \u001b[39m22.67    \u001b[39m | \u001b[39m0.83     \u001b[39m | \u001b[39m159.8    \u001b[39m | \u001b[39m42.36    \u001b[39m | \u001b[39m19.49    \u001b[39m | \u001b[39m92.01    \u001b[39m | \u001b[39m81.02    \u001b[39m | \u001b[39m15.66    \u001b[39m | \u001b[39m0.7464   \u001b[39m | \u001b[39m0.3658   \u001b[39m | \u001b[39m2.377    \u001b[39m | \u001b[39m9.251    \u001b[39m | \u001b[39m4.087    \u001b[39m | \u001b[39m47.57    \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "2025-04-09 17:39:10,497 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2781, R²: 0.9417\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m273      \u001b[39m | \u001b[39m-0.2781  \u001b[39m | \u001b[39m8.342e+04\u001b[39m | \u001b[39m23.52    \u001b[39m | \u001b[39m0.2225   \u001b[39m | \u001b[39m0.8308   \u001b[39m | \u001b[39m1.752    \u001b[39m | \u001b[39m3.319    \u001b[39m | \u001b[39m2.933    \u001b[39m | \u001b[39m69.72    \u001b[39m | \u001b[39m7.272    \u001b[39m | \u001b[39m11.75    \u001b[39m | \u001b[39m8.171    \u001b[39m | \u001b[39m1.427    \u001b[39m | \u001b[39m17.96    \u001b[39m | \u001b[39m19.37    \u001b[39m | \u001b[39m13.8     \u001b[39m | \u001b[39m10.27    \u001b[39m | \u001b[39m0.973    \u001b[39m | \u001b[39m0.206    \u001b[39m | \u001b[39m7.946    \u001b[39m | \u001b[39m29.47    \u001b[39m | \u001b[39m0.5446   \u001b[39m | \u001b[39m0.4237   \u001b[39m | \u001b[39m0.6971   \u001b[39m | \u001b[39m39.52    \u001b[39m | \u001b[39m0.9945   \u001b[39m | \u001b[39m67.64    \u001b[39m | \u001b[39m59.51    \u001b[39m | \u001b[39m5.653    \u001b[39m | \u001b[39m88.77    \u001b[39m | \u001b[39m86.53    \u001b[39m | \u001b[39m17.77    \u001b[39m | \u001b[39m0.9721   \u001b[39m | \u001b[39m0.9067   \u001b[39m | \u001b[39m2.845    \u001b[39m | \u001b[39m10.61    \u001b[39m | \u001b[39m3.369    \u001b[39m | \u001b[39m97.16    \u001b[39m |\n"
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    },
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     "output_type": "stream",
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      "2025-04-09 17:39:11,655 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.4862, R²: 0.8219\n"
     ]
    },
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      "| \u001b[39m274      \u001b[39m | \u001b[39m-0.4862  \u001b[39m | \u001b[39m8.289e+04\u001b[39m | \u001b[39m34.82    \u001b[39m | \u001b[39m0.2316   \u001b[39m | \u001b[39m0.03949  \u001b[39m | \u001b[39m3.707    \u001b[39m | \u001b[39m1.882    \u001b[39m | \u001b[39m0.4235   \u001b[39m | \u001b[39m69.36    \u001b[39m | \u001b[39m6.085    \u001b[39m | \u001b[39m7.873    \u001b[39m | \u001b[39m8.847    \u001b[39m | \u001b[39m0.1264   \u001b[39m | \u001b[39m35.15    \u001b[39m | \u001b[39m14.01    \u001b[39m | \u001b[39m23.63    \u001b[39m | \u001b[39m11.16    \u001b[39m | \u001b[39m0.7587   \u001b[39m | \u001b[39m0.1642   \u001b[39m | \u001b[39m31.92    \u001b[39m | \u001b[39m14.83    \u001b[39m | \u001b[39m0.654    \u001b[39m | \u001b[39m0.9984   \u001b[39m | \u001b[39m0.004915 \u001b[39m | \u001b[39m86.38    \u001b[39m | \u001b[39m0.993    \u001b[39m | \u001b[39m102.9    \u001b[39m | \u001b[39m75.54    \u001b[39m | \u001b[39m7.702    \u001b[39m | \u001b[39m90.21    \u001b[39m | \u001b[39m86.71    \u001b[39m | \u001b[39m19.35    \u001b[39m | \u001b[39m0.5424   \u001b[39m | \u001b[39m0.4534   \u001b[39m | \u001b[39m2.521    \u001b[39m | \u001b[39m12.21    \u001b[39m | \u001b[39m1.523    \u001b[39m | \u001b[39m56.89    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:12,553 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.8333, R²: 0.4770\n"
     ]
    },
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      "| \u001b[39m275      \u001b[39m | \u001b[39m-0.8333  \u001b[39m | \u001b[39m5.728e+04\u001b[39m | \u001b[39m13.35    \u001b[39m | \u001b[39m0.2006   \u001b[39m | \u001b[39m0.2758   \u001b[39m | \u001b[39m3.896    \u001b[39m | \u001b[39m2.569    \u001b[39m | \u001b[39m0.6987   \u001b[39m | \u001b[39m38.65    \u001b[39m | \u001b[39m7.079    \u001b[39m | \u001b[39m30.08    \u001b[39m | \u001b[39m7.715    \u001b[39m | \u001b[39m3.905    \u001b[39m | \u001b[39m10.3     \u001b[39m | \u001b[39m6.397    \u001b[39m | \u001b[39m19.17    \u001b[39m | \u001b[39m8.646    \u001b[39m | \u001b[39m0.8186   \u001b[39m | \u001b[39m0.163    \u001b[39m | \u001b[39m85.64    \u001b[39m | \u001b[39m6.48     \u001b[39m | \u001b[39m0.8617   \u001b[39m | \u001b[39m0.8568   \u001b[39m | \u001b[39m0.6876   \u001b[39m | \u001b[39m91.63    \u001b[39m | \u001b[39m0.3724   \u001b[39m | \u001b[39m16.27    \u001b[39m | \u001b[39m59.89    \u001b[39m | \u001b[39m10.99    \u001b[39m | \u001b[39m90.33    \u001b[39m | \u001b[39m76.53    \u001b[39m | \u001b[39m16.61    \u001b[39m | \u001b[39m0.2336   \u001b[39m | \u001b[39m0.1383   \u001b[39m | \u001b[39m2.328    \u001b[39m | \u001b[39m10.3     \u001b[39m | \u001b[39m4.241    \u001b[39m | \u001b[39m36.75    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:13,095 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.3182, R²: 0.9237\n"
     ]
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     "text": [
      "| \u001b[39m276      \u001b[39m | \u001b[39m-0.3182  \u001b[39m | \u001b[39m4.883e+04\u001b[39m | \u001b[39m42.27    \u001b[39m | \u001b[39m0.1941   \u001b[39m | \u001b[39m0.9801   \u001b[39m | \u001b[39m2.531    \u001b[39m | \u001b[39m1.577    \u001b[39m | \u001b[39m0.3853   \u001b[39m | \u001b[39m30.01    \u001b[39m | \u001b[39m9.356    \u001b[39m | \u001b[39m35.78    \u001b[39m | \u001b[39m6.135    \u001b[39m | \u001b[39m1.181    \u001b[39m | \u001b[39m10.6     \u001b[39m | \u001b[39m19.21    \u001b[39m | \u001b[39m7.713    \u001b[39m | \u001b[39m8.036    \u001b[39m | \u001b[39m0.6113   \u001b[39m | \u001b[39m0.2972   \u001b[39m | \u001b[39m78.61    \u001b[39m | \u001b[39m31.62    \u001b[39m | \u001b[39m0.2188   \u001b[39m | \u001b[39m0.3897   \u001b[39m | \u001b[39m0.3547   \u001b[39m | \u001b[39m183.7    \u001b[39m | \u001b[39m0.4573   \u001b[39m | \u001b[39m13.12    \u001b[39m | \u001b[39m42.57    \u001b[39m | \u001b[39m17.87    \u001b[39m | \u001b[39m86.71    \u001b[39m | \u001b[39m90.6     \u001b[39m | \u001b[39m12.71    \u001b[39m | \u001b[39m0.9377   \u001b[39m | \u001b[39m0.6098   \u001b[39m | \u001b[39m2.204    \u001b[39m | \u001b[39m9.42     \u001b[39m | \u001b[39m2.714    \u001b[39m | \u001b[39m10.61    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:39:13,508 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1437, R²: 0.0148\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m277      \u001b[39m | \u001b[39m-1.144   \u001b[39m | \u001b[39m7.761e+04\u001b[39m | \u001b[39m21.52    \u001b[39m | \u001b[39m0.08299  \u001b[39m | \u001b[39m0.6933   \u001b[39m | \u001b[39m3.091    \u001b[39m | \u001b[39m2.824    \u001b[39m | \u001b[39m0.5909   \u001b[39m | \u001b[39m44.8     \u001b[39m | \u001b[39m1.77     \u001b[39m | \u001b[39m27.68    \u001b[39m | \u001b[39m7.984    \u001b[39m | \u001b[39m3.409    \u001b[39m | \u001b[39m8.624    \u001b[39m | \u001b[39m26.95    \u001b[39m | \u001b[39m27.31    \u001b[39m | \u001b[39m8.545    \u001b[39m | \u001b[39m0.8301   \u001b[39m | \u001b[39m0.1522   \u001b[39m | \u001b[39m48.44    \u001b[39m | \u001b[39m17.96    \u001b[39m | \u001b[39m0.8517   \u001b[39m | \u001b[39m0.5309   \u001b[39m | \u001b[39m0.3123   \u001b[39m | \u001b[39m130.9    \u001b[39m | \u001b[39m0.7188   \u001b[39m | \u001b[39m88.83    \u001b[39m | \u001b[39m54.56    \u001b[39m | \u001b[39m5.523    \u001b[39m | \u001b[39m87.68    \u001b[39m | \u001b[39m81.59    \u001b[39m | \u001b[39m21.88    \u001b[39m | \u001b[39m0.41     \u001b[39m | \u001b[39m0.186    \u001b[39m | \u001b[39m1.143    \u001b[39m | \u001b[39m9.207    \u001b[39m | \u001b[39m1.88     \u001b[39m | \u001b[39m52.22    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:13,911 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2892, R²: 0.9370\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m278      \u001b[39m | \u001b[39m-0.2892  \u001b[39m | \u001b[39m3.821e+03\u001b[39m | \u001b[39m32.0     \u001b[39m | \u001b[39m0.1906   \u001b[39m | \u001b[39m0.07093  \u001b[39m | \u001b[39m2.653    \u001b[39m | \u001b[39m1.763    \u001b[39m | \u001b[39m0.2589   \u001b[39m | \u001b[39m23.81    \u001b[39m | \u001b[39m9.098    \u001b[39m | \u001b[39m36.74    \u001b[39m | \u001b[39m8.721    \u001b[39m | \u001b[39m2.65     \u001b[39m | \u001b[39m12.47    \u001b[39m | \u001b[39m3.013    \u001b[39m | \u001b[39m27.43    \u001b[39m | \u001b[39m10.74    \u001b[39m | \u001b[39m0.7131   \u001b[39m | \u001b[39m0.05347  \u001b[39m | \u001b[39m2.955    \u001b[39m | \u001b[39m36.32    \u001b[39m | \u001b[39m0.1715   \u001b[39m | \u001b[39m0.8253   \u001b[39m | \u001b[39m0.9224   \u001b[39m | \u001b[39m166.9    \u001b[39m | \u001b[39m0.5799   \u001b[39m | \u001b[39m155.2    \u001b[39m | \u001b[39m79.57    \u001b[39m | \u001b[39m13.55    \u001b[39m | \u001b[39m87.27    \u001b[39m | \u001b[39m80.49    \u001b[39m | \u001b[39m23.92    \u001b[39m | \u001b[39m0.7425   \u001b[39m | \u001b[39m0.178    \u001b[39m | \u001b[39m1.924    \u001b[39m | \u001b[39m12.06    \u001b[39m | \u001b[39m3.751    \u001b[39m | \u001b[39m90.44    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:14,888 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1540, R²: -0.0030\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m279      \u001b[39m | \u001b[39m-1.154   \u001b[39m | \u001b[39m5.768e+04\u001b[39m | \u001b[39m25.07    \u001b[39m | \u001b[39m0.1199   \u001b[39m | \u001b[39m0.1255   \u001b[39m | \u001b[39m2.734    \u001b[39m | \u001b[39m4.079    \u001b[39m | \u001b[39m0.1999   \u001b[39m | \u001b[39m33.14    \u001b[39m | \u001b[39m3.687    \u001b[39m | \u001b[39m34.88    \u001b[39m | \u001b[39m1.1      \u001b[39m | \u001b[39m2.678    \u001b[39m | \u001b[39m43.82    \u001b[39m | \u001b[39m12.12    \u001b[39m | \u001b[39m8.748    \u001b[39m | \u001b[39m10.41    \u001b[39m | \u001b[39m0.6423   \u001b[39m | \u001b[39m0.01331  \u001b[39m | \u001b[39m77.67    \u001b[39m | \u001b[39m0.7405   \u001b[39m | \u001b[39m0.9767   \u001b[39m | \u001b[39m0.8441   \u001b[39m | \u001b[39m0.1352   \u001b[39m | \u001b[39m61.66    \u001b[39m | \u001b[39m0.5646   \u001b[39m | \u001b[39m156.5    \u001b[39m | \u001b[39m18.84    \u001b[39m | \u001b[39m12.13    \u001b[39m | \u001b[39m87.06    \u001b[39m | \u001b[39m93.36    \u001b[39m | \u001b[39m15.05    \u001b[39m | \u001b[39m0.2734   \u001b[39m | \u001b[39m0.1536   \u001b[39m | \u001b[39m2.886    \u001b[39m | \u001b[39m8.731    \u001b[39m | \u001b[39m4.089    \u001b[39m | \u001b[39m17.13    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:15,548 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 1.0625, R²: 0.1496\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m280      \u001b[39m | \u001b[39m-1.063   \u001b[39m | \u001b[39m2.728e+04\u001b[39m | \u001b[39m26.74    \u001b[39m | \u001b[39m0.2681   \u001b[39m | \u001b[39m0.8877   \u001b[39m | \u001b[39m3.86     \u001b[39m | \u001b[39m2.943    \u001b[39m | \u001b[39m0.7688   \u001b[39m | \u001b[39m11.31    \u001b[39m | \u001b[39m4.942    \u001b[39m | \u001b[39m24.21    \u001b[39m | \u001b[39m4.638    \u001b[39m | \u001b[39m2.847    \u001b[39m | \u001b[39m4.574    \u001b[39m | \u001b[39m23.21    \u001b[39m | \u001b[39m26.95    \u001b[39m | \u001b[39m9.432    \u001b[39m | \u001b[39m0.8842   \u001b[39m | \u001b[39m0.009366 \u001b[39m | \u001b[39m76.66    \u001b[39m | \u001b[39m26.14    \u001b[39m | \u001b[39m0.2074   \u001b[39m | \u001b[39m0.1401   \u001b[39m | \u001b[39m0.2828   \u001b[39m | \u001b[39m64.31    \u001b[39m | \u001b[39m0.5273   \u001b[39m | \u001b[39m175.1    \u001b[39m | \u001b[39m87.84    \u001b[39m | \u001b[39m12.94    \u001b[39m | \u001b[39m87.88    \u001b[39m | \u001b[39m75.91    \u001b[39m | \u001b[39m21.34    \u001b[39m | \u001b[39m0.8375   \u001b[39m | \u001b[39m0.04623  \u001b[39m | \u001b[39m2.131    \u001b[39m | \u001b[39m10.94    \u001b[39m | \u001b[39m1.931    \u001b[39m | \u001b[39m93.9     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:16,076 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.8510, R²: 0.4545\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m281      \u001b[39m | \u001b[39m-0.851   \u001b[39m | \u001b[39m4.11e+04 \u001b[39m | \u001b[39m31.66    \u001b[39m | \u001b[39m0.0853   \u001b[39m | \u001b[39m0.1313   \u001b[39m | \u001b[39m4.416    \u001b[39m | \u001b[39m1.848    \u001b[39m | \u001b[39m0.1795   \u001b[39m | \u001b[39m82.7     \u001b[39m | \u001b[39m1.91     \u001b[39m | \u001b[39m7.065    \u001b[39m | \u001b[39m0.3652   \u001b[39m | \u001b[39m1.606    \u001b[39m | \u001b[39m37.1     \u001b[39m | \u001b[39m29.53    \u001b[39m | \u001b[39m14.81    \u001b[39m | \u001b[39m12.88    \u001b[39m | \u001b[39m0.8486   \u001b[39m | \u001b[39m0.2807   \u001b[39m | \u001b[39m11.49    \u001b[39m | \u001b[39m25.14    \u001b[39m | \u001b[39m0.982    \u001b[39m | \u001b[39m0.3617   \u001b[39m | \u001b[39m0.7517   \u001b[39m | \u001b[39m64.98    \u001b[39m | \u001b[39m0.761    \u001b[39m | \u001b[39m67.73    \u001b[39m | \u001b[39m57.77    \u001b[39m | \u001b[39m17.6     \u001b[39m | \u001b[39m92.11    \u001b[39m | \u001b[39m90.95    \u001b[39m | \u001b[39m24.5     \u001b[39m | \u001b[39m0.8445   \u001b[39m | \u001b[39m0.1405   \u001b[39m | \u001b[39m1.748    \u001b[39m | \u001b[39m7.56     \u001b[39m | \u001b[39m1.689    \u001b[39m | \u001b[39m93.15    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:16,656 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.2608, R²: 0.9488\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m282      \u001b[39m | \u001b[39m-0.2608  \u001b[39m | \u001b[39m6.182e+04\u001b[39m | \u001b[39m45.5     \u001b[39m | \u001b[39m0.08508  \u001b[39m | \u001b[39m0.7294   \u001b[39m | \u001b[39m3.98     \u001b[39m | \u001b[39m4.79     \u001b[39m | \u001b[39m1.08     \u001b[39m | \u001b[39m89.66    \u001b[39m | \u001b[39m1.944    \u001b[39m | \u001b[39m15.6     \u001b[39m | \u001b[39m5.586    \u001b[39m | \u001b[39m1.43     \u001b[39m | \u001b[39m22.86    \u001b[39m | \u001b[39m25.05    \u001b[39m | \u001b[39m28.3     \u001b[39m | \u001b[39m10.34    \u001b[39m | \u001b[39m0.7672   \u001b[39m | \u001b[39m0.00203  \u001b[39m | \u001b[39m64.47    \u001b[39m | \u001b[39m3.588    \u001b[39m | \u001b[39m0.5956   \u001b[39m | \u001b[39m0.3401   \u001b[39m | \u001b[39m0.7732   \u001b[39m | \u001b[39m152.3    \u001b[39m | \u001b[39m0.9563   \u001b[39m | \u001b[39m10.71    \u001b[39m | \u001b[39m15.78    \u001b[39m | \u001b[39m16.46    \u001b[39m | \u001b[39m81.74    \u001b[39m | \u001b[39m81.86    \u001b[39m | \u001b[39m11.03    \u001b[39m | \u001b[39m0.6773   \u001b[39m | \u001b[39m0.8521   \u001b[39m | \u001b[39m0.375    \u001b[39m | \u001b[39m9.313    \u001b[39m | \u001b[39m3.919    \u001b[39m | \u001b[39m86.3     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:17,557 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2245, R²: 0.9620\n"
     ]
    },
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      "| \u001b[39m283      \u001b[39m | \u001b[39m-0.2245  \u001b[39m | \u001b[39m7.03e+04 \u001b[39m | \u001b[39m12.25    \u001b[39m | \u001b[39m0.1332   \u001b[39m | \u001b[39m0.1085   \u001b[39m | \u001b[39m4.4      \u001b[39m | \u001b[39m4.92     \u001b[39m | \u001b[39m0.1617   \u001b[39m | \u001b[39m54.8     \u001b[39m | \u001b[39m8.631    \u001b[39m | \u001b[39m13.75    \u001b[39m | \u001b[39m0.2511   \u001b[39m | \u001b[39m1.346    \u001b[39m | \u001b[39m40.27    \u001b[39m | \u001b[39m19.24    \u001b[39m | \u001b[39m24.96    \u001b[39m | \u001b[39m8.872    \u001b[39m | \u001b[39m0.621    \u001b[39m | \u001b[39m0.04025  \u001b[39m | \u001b[39m36.55    \u001b[39m | \u001b[39m36.32    \u001b[39m | \u001b[39m0.2567   \u001b[39m | \u001b[39m0.8372   \u001b[39m | \u001b[39m0.4234   \u001b[39m | \u001b[39m89.51    \u001b[39m | \u001b[39m0.339    \u001b[39m | \u001b[39m113.1    \u001b[39m | \u001b[39m8.927    \u001b[39m | \u001b[39m17.89    \u001b[39m | \u001b[39m88.72    \u001b[39m | \u001b[39m93.42    \u001b[39m | \u001b[39m6.117    \u001b[39m | \u001b[39m0.7167   \u001b[39m | \u001b[39m0.8949   \u001b[39m | \u001b[39m0.336    \u001b[39m | \u001b[39m10.37    \u001b[39m | \u001b[39m2.506    \u001b[39m | \u001b[39m82.82    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:18,449 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2836, R²: 0.9394\n"
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    },
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      "| \u001b[39m284      \u001b[39m | \u001b[39m-0.2836  \u001b[39m | \u001b[39m6.984e+04\u001b[39m | \u001b[39m23.46    \u001b[39m | \u001b[39m0.1853   \u001b[39m | \u001b[39m0.1734   \u001b[39m | \u001b[39m2.722    \u001b[39m | \u001b[39m2.648    \u001b[39m | \u001b[39m0.0403   \u001b[39m | \u001b[39m62.51    \u001b[39m | \u001b[39m6.649    \u001b[39m | \u001b[39m24.95    \u001b[39m | \u001b[39m4.875    \u001b[39m | \u001b[39m2.811    \u001b[39m | \u001b[39m20.48    \u001b[39m | \u001b[39m25.82    \u001b[39m | \u001b[39m14.56    \u001b[39m | \u001b[39m13.0     \u001b[39m | \u001b[39m0.7209   \u001b[39m | \u001b[39m0.1052   \u001b[39m | \u001b[39m38.79    \u001b[39m | \u001b[39m2.707    \u001b[39m | \u001b[39m0.6719   \u001b[39m | \u001b[39m0.3131   \u001b[39m | \u001b[39m0.6113   \u001b[39m | \u001b[39m62.48    \u001b[39m | \u001b[39m0.8032   \u001b[39m | \u001b[39m105.9    \u001b[39m | \u001b[39m69.11    \u001b[39m | \u001b[39m12.71    \u001b[39m | \u001b[39m93.05    \u001b[39m | \u001b[39m82.64    \u001b[39m | \u001b[39m17.24    \u001b[39m | \u001b[39m0.6544   \u001b[39m | \u001b[39m0.3511   \u001b[39m | \u001b[39m0.6718   \u001b[39m | \u001b[39m7.26     \u001b[39m | \u001b[39m4.986    \u001b[39m | \u001b[39m4.833    \u001b[39m |\n"
     ]
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      "2025-04-09 17:39:20,040 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.9286, R²: 0.3504\n"
     ]
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      "| \u001b[39m285      \u001b[39m | \u001b[39m-0.9286  \u001b[39m | \u001b[39m4.649e+04\u001b[39m | \u001b[39m35.02    \u001b[39m | \u001b[39m0.2963   \u001b[39m | \u001b[39m0.6592   \u001b[39m | \u001b[39m4.952    \u001b[39m | \u001b[39m3.683    \u001b[39m | \u001b[39m0.6709   \u001b[39m | \u001b[39m93.24    \u001b[39m | \u001b[39m3.858    \u001b[39m | \u001b[39m46.98    \u001b[39m | \u001b[39m3.754    \u001b[39m | \u001b[39m2.244    \u001b[39m | \u001b[39m10.18    \u001b[39m | \u001b[39m3.051    \u001b[39m | \u001b[39m28.28    \u001b[39m | \u001b[39m7.838    \u001b[39m | \u001b[39m0.8173   \u001b[39m | \u001b[39m0.06345  \u001b[39m | \u001b[39m8.593    \u001b[39m | \u001b[39m28.03    \u001b[39m | \u001b[39m0.4749   \u001b[39m | \u001b[39m0.7506   \u001b[39m | \u001b[39m0.09876  \u001b[39m | \u001b[39m163.3    \u001b[39m | \u001b[39m0.7096   \u001b[39m | \u001b[39m192.0    \u001b[39m | \u001b[39m60.41    \u001b[39m | \u001b[39m7.413    \u001b[39m | \u001b[39m84.67    \u001b[39m | \u001b[39m83.61    \u001b[39m | \u001b[39m14.33    \u001b[39m | \u001b[39m0.5929   \u001b[39m | \u001b[39m0.1453   \u001b[39m | \u001b[39m2.25     \u001b[39m | \u001b[39m7.876    \u001b[39m | \u001b[39m3.384    \u001b[39m | \u001b[39m22.32    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:20,527 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1547, R²: -0.0044\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m286      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m8.53e+04 \u001b[39m | \u001b[39m30.17    \u001b[39m | \u001b[39m0.06503  \u001b[39m | \u001b[39m0.9536   \u001b[39m | \u001b[39m3.393    \u001b[39m | \u001b[39m4.107    \u001b[39m | \u001b[39m2.174    \u001b[39m | \u001b[39m47.33    \u001b[39m | \u001b[39m4.208    \u001b[39m | \u001b[39m36.25    \u001b[39m | \u001b[39m9.585    \u001b[39m | \u001b[39m3.585    \u001b[39m | \u001b[39m22.95    \u001b[39m | \u001b[39m24.96    \u001b[39m | \u001b[39m25.48    \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m0.6371   \u001b[39m | \u001b[39m0.07049  \u001b[39m | \u001b[39m83.98    \u001b[39m | \u001b[39m18.42    \u001b[39m | \u001b[39m0.9433   \u001b[39m | \u001b[39m0.08753  \u001b[39m | \u001b[39m0.7552   \u001b[39m | \u001b[39m135.7    \u001b[39m | \u001b[39m0.7664   \u001b[39m | \u001b[39m130.1    \u001b[39m | \u001b[39m85.85    \u001b[39m | \u001b[39m10.56    \u001b[39m | \u001b[39m91.09    \u001b[39m | \u001b[39m89.34    \u001b[39m | \u001b[39m9.671    \u001b[39m | \u001b[39m0.9799   \u001b[39m | \u001b[39m0.3891   \u001b[39m | \u001b[39m2.077    \u001b[39m | \u001b[39m10.92    \u001b[39m | \u001b[39m2.227    \u001b[39m | \u001b[39m62.93    \u001b[39m |\n"
     ]
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      "2025-04-09 17:39:21,747 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m287      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m4.69e+04 \u001b[39m | \u001b[39m20.35    \u001b[39m | \u001b[39m0.2232   \u001b[39m | \u001b[39m0.5776   \u001b[39m | \u001b[39m3.788    \u001b[39m | \u001b[39m4.509    \u001b[39m | \u001b[39m0.8676   \u001b[39m | \u001b[39m48.06    \u001b[39m | \u001b[39m1.654    \u001b[39m | \u001b[39m45.48    \u001b[39m | \u001b[39m1.34     \u001b[39m | \u001b[39m0.6892   \u001b[39m | \u001b[39m9.662    \u001b[39m | \u001b[39m8.063    \u001b[39m | \u001b[39m19.85    \u001b[39m | \u001b[39m7.051    \u001b[39m | \u001b[39m0.7751   \u001b[39m | \u001b[39m0.01045  \u001b[39m | \u001b[39m53.46    \u001b[39m | \u001b[39m15.85    \u001b[39m | \u001b[39m0.418    \u001b[39m | \u001b[39m0.8503   \u001b[39m | \u001b[39m0.2969   \u001b[39m | \u001b[39m137.1    \u001b[39m | \u001b[39m0.4757   \u001b[39m | \u001b[39m46.79    \u001b[39m | \u001b[39m74.2     \u001b[39m | \u001b[39m13.12    \u001b[39m | \u001b[39m83.81    \u001b[39m | \u001b[39m79.42    \u001b[39m | \u001b[39m21.93    \u001b[39m | \u001b[39m0.3225   \u001b[39m | \u001b[39m0.988    \u001b[39m | \u001b[39m2.925    \u001b[39m | \u001b[39m9.458    \u001b[39m | \u001b[39m2.155    \u001b[39m | \u001b[39m8.126    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:22,181 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2811, R²: 0.9405\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m288      \u001b[39m | \u001b[39m-0.2811  \u001b[39m | \u001b[39m4.924e+03\u001b[39m | \u001b[39m25.55    \u001b[39m | \u001b[39m0.0697   \u001b[39m | \u001b[39m0.9321   \u001b[39m | \u001b[39m4.104    \u001b[39m | \u001b[39m2.211    \u001b[39m | \u001b[39m1.881    \u001b[39m | \u001b[39m30.97    \u001b[39m | \u001b[39m4.961    \u001b[39m | \u001b[39m7.804    \u001b[39m | \u001b[39m7.2      \u001b[39m | \u001b[39m3.815    \u001b[39m | \u001b[39m2.887    \u001b[39m | \u001b[39m7.9      \u001b[39m | \u001b[39m20.41    \u001b[39m | \u001b[39m12.37    \u001b[39m | \u001b[39m0.7652   \u001b[39m | \u001b[39m0.1905   \u001b[39m | \u001b[39m65.75    \u001b[39m | \u001b[39m6.555    \u001b[39m | \u001b[39m0.3058   \u001b[39m | \u001b[39m0.9253   \u001b[39m | \u001b[39m0.6959   \u001b[39m | \u001b[39m167.5    \u001b[39m | \u001b[39m0.624    \u001b[39m | \u001b[39m109.1    \u001b[39m | \u001b[39m64.65    \u001b[39m | \u001b[39m10.32    \u001b[39m | \u001b[39m89.1     \u001b[39m | \u001b[39m83.67    \u001b[39m | \u001b[39m8.301    \u001b[39m | \u001b[39m0.1237   \u001b[39m | \u001b[39m0.8958   \u001b[39m | \u001b[39m1.052    \u001b[39m | \u001b[39m12.9     \u001b[39m | \u001b[39m3.808    \u001b[39m | \u001b[39m55.05    \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
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     "text": [
      "2025-04-09 17:39:22,711 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.3788, R²: 0.8919\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m289      \u001b[39m | \u001b[39m-0.3788  \u001b[39m | \u001b[39m6.179e+04\u001b[39m | \u001b[39m48.19    \u001b[39m | \u001b[39m0.1926   \u001b[39m | \u001b[39m0.9527   \u001b[39m | \u001b[39m4.336    \u001b[39m | \u001b[39m1.874    \u001b[39m | \u001b[39m1.947    \u001b[39m | \u001b[39m80.55    \u001b[39m | \u001b[39m8.377    \u001b[39m | \u001b[39m33.66    \u001b[39m | \u001b[39m5.56     \u001b[39m | \u001b[39m2.058    \u001b[39m | \u001b[39m18.81    \u001b[39m | \u001b[39m2.969    \u001b[39m | \u001b[39m29.27    \u001b[39m | \u001b[39m9.679    \u001b[39m | \u001b[39m0.7808   \u001b[39m | \u001b[39m0.05847  \u001b[39m | \u001b[39m47.78    \u001b[39m | \u001b[39m14.75    \u001b[39m | \u001b[39m0.5326   \u001b[39m | \u001b[39m0.9432   \u001b[39m | \u001b[39m0.3477   \u001b[39m | \u001b[39m192.5    \u001b[39m | \u001b[39m0.2696   \u001b[39m | \u001b[39m157.8    \u001b[39m | \u001b[39m55.61    \u001b[39m | \u001b[39m11.85    \u001b[39m | \u001b[39m86.15    \u001b[39m | \u001b[39m80.45    \u001b[39m | \u001b[39m11.94    \u001b[39m | \u001b[39m0.2918   \u001b[39m | \u001b[39m0.5508   \u001b[39m | \u001b[39m2.504    \u001b[39m | \u001b[39m7.194    \u001b[39m | \u001b[39m2.335    \u001b[39m | \u001b[39m8.105    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:23,238 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8842, R²: 0.4110\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m290      \u001b[39m | \u001b[39m-0.8842  \u001b[39m | \u001b[39m9.691e+04\u001b[39m | \u001b[39m16.96    \u001b[39m | \u001b[39m0.07987  \u001b[39m | \u001b[39m0.4563   \u001b[39m | \u001b[39m4.944    \u001b[39m | \u001b[39m2.118    \u001b[39m | \u001b[39m2.657    \u001b[39m | \u001b[39m6.949    \u001b[39m | \u001b[39m8.807    \u001b[39m | \u001b[39m19.5     \u001b[39m | \u001b[39m9.735    \u001b[39m | \u001b[39m2.476    \u001b[39m | \u001b[39m40.78    \u001b[39m | \u001b[39m29.57    \u001b[39m | \u001b[39m18.55    \u001b[39m | \u001b[39m7.164    \u001b[39m | \u001b[39m0.6838   \u001b[39m | \u001b[39m0.3155   \u001b[39m | \u001b[39m87.82    \u001b[39m | \u001b[39m12.55    \u001b[39m | \u001b[39m0.04378  \u001b[39m | \u001b[39m0.1463   \u001b[39m | \u001b[39m0.5338   \u001b[39m | \u001b[39m130.4    \u001b[39m | \u001b[39m0.1743   \u001b[39m | \u001b[39m167.4    \u001b[39m | \u001b[39m80.21    \u001b[39m | \u001b[39m18.1     \u001b[39m | \u001b[39m88.68    \u001b[39m | \u001b[39m82.16    \u001b[39m | \u001b[39m15.14    \u001b[39m | \u001b[39m0.492    \u001b[39m | \u001b[39m0.3034   \u001b[39m | \u001b[39m2.296    \u001b[39m | \u001b[39m9.879    \u001b[39m | \u001b[39m3.95     \u001b[39m | \u001b[39m96.45    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "2025-04-09 17:39:24,305 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1544, R²: -0.0038\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m291      \u001b[39m | \u001b[39m-1.154   \u001b[39m | \u001b[39m4.733e+04\u001b[39m | \u001b[39m20.13    \u001b[39m | \u001b[39m0.2163   \u001b[39m | \u001b[39m0.2684   \u001b[39m | \u001b[39m4.486    \u001b[39m | \u001b[39m2.641    \u001b[39m | \u001b[39m0.08529  \u001b[39m | \u001b[39m76.03    \u001b[39m | \u001b[39m2.335    \u001b[39m | \u001b[39m39.67    \u001b[39m | \u001b[39m2.357    \u001b[39m | \u001b[39m0.5088   \u001b[39m | \u001b[39m11.04    \u001b[39m | \u001b[39m21.85    \u001b[39m | \u001b[39m22.28    \u001b[39m | \u001b[39m8.024    \u001b[39m | \u001b[39m0.9273   \u001b[39m | \u001b[39m0.1532   \u001b[39m | \u001b[39m97.8     \u001b[39m | \u001b[39m20.4     \u001b[39m | \u001b[39m0.03981  \u001b[39m | \u001b[39m0.4972   \u001b[39m | \u001b[39m0.4189   \u001b[39m | \u001b[39m54.25    \u001b[39m | \u001b[39m0.4916   \u001b[39m | \u001b[39m106.7    \u001b[39m | \u001b[39m76.45    \u001b[39m | \u001b[39m6.891    \u001b[39m | \u001b[39m90.59    \u001b[39m | \u001b[39m77.83    \u001b[39m | \u001b[39m11.02    \u001b[39m | \u001b[39m0.9913   \u001b[39m | \u001b[39m0.5151   \u001b[39m | \u001b[39m1.649    \u001b[39m | \u001b[39m9.975    \u001b[39m | \u001b[39m1.901    \u001b[39m | \u001b[39m2.247    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:39:24,697 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2760, R²: 0.9426\n"
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    },
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      "| \u001b[39m292      \u001b[39m | \u001b[39m-0.276   \u001b[39m | \u001b[39m8.878e+04\u001b[39m | \u001b[39m47.61    \u001b[39m | \u001b[39m0.2475   \u001b[39m | \u001b[39m0.46     \u001b[39m | \u001b[39m3.836    \u001b[39m | \u001b[39m2.518    \u001b[39m | \u001b[39m1.341    \u001b[39m | \u001b[39m67.88    \u001b[39m | \u001b[39m8.218    \u001b[39m | \u001b[39m37.84    \u001b[39m | \u001b[39m4.68     \u001b[39m | \u001b[39m0.7      \u001b[39m | \u001b[39m9.722    \u001b[39m | \u001b[39m10.59    \u001b[39m | \u001b[39m8.403    \u001b[39m | \u001b[39m12.42    \u001b[39m | \u001b[39m0.6974   \u001b[39m | \u001b[39m0.1656   \u001b[39m | \u001b[39m49.53    \u001b[39m | \u001b[39m6.852    \u001b[39m | \u001b[39m0.9117   \u001b[39m | \u001b[39m0.7074   \u001b[39m | \u001b[39m0.9189   \u001b[39m | \u001b[39m30.13    \u001b[39m | \u001b[39m0.06063  \u001b[39m | \u001b[39m50.29    \u001b[39m | \u001b[39m55.9     \u001b[39m | \u001b[39m19.52    \u001b[39m | \u001b[39m88.51    \u001b[39m | \u001b[39m90.76    \u001b[39m | \u001b[39m23.79    \u001b[39m | \u001b[39m0.1945   \u001b[39m | \u001b[39m0.2004   \u001b[39m | \u001b[39m1.56     \u001b[39m | \u001b[39m12.12    \u001b[39m | \u001b[39m2.4      \u001b[39m | \u001b[39m50.65    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:25,723 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2678, R²: 0.9460\n"
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    },
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      "| \u001b[39m293      \u001b[39m | \u001b[39m-0.2678  \u001b[39m | \u001b[39m7.844e+04\u001b[39m | \u001b[39m40.9     \u001b[39m | \u001b[39m0.2095   \u001b[39m | \u001b[39m0.3446   \u001b[39m | \u001b[39m2.919    \u001b[39m | \u001b[39m2.056    \u001b[39m | \u001b[39m2.79     \u001b[39m | \u001b[39m63.76    \u001b[39m | \u001b[39m7.927    \u001b[39m | \u001b[39m40.29    \u001b[39m | \u001b[39m1.288    \u001b[39m | \u001b[39m1.218    \u001b[39m | \u001b[39m13.32    \u001b[39m | \u001b[39m28.24    \u001b[39m | \u001b[39m22.26    \u001b[39m | \u001b[39m10.34    \u001b[39m | \u001b[39m0.8272   \u001b[39m | \u001b[39m0.2768   \u001b[39m | \u001b[39m41.45    \u001b[39m | \u001b[39m3.318    \u001b[39m | \u001b[39m0.4757   \u001b[39m | \u001b[39m0.8554   \u001b[39m | \u001b[39m0.02902  \u001b[39m | \u001b[39m85.96    \u001b[39m | \u001b[39m0.3136   \u001b[39m | \u001b[39m124.8    \u001b[39m | \u001b[39m43.31    \u001b[39m | \u001b[39m12.72    \u001b[39m | \u001b[39m83.45    \u001b[39m | \u001b[39m94.89    \u001b[39m | \u001b[39m24.4     \u001b[39m | \u001b[39m0.5498   \u001b[39m | \u001b[39m0.5052   \u001b[39m | \u001b[39m0.4617   \u001b[39m | \u001b[39m10.71    \u001b[39m | \u001b[39m2.416    \u001b[39m | \u001b[39m44.02    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:26,835 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8787, R²: 0.4185\n"
     ]
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      "| \u001b[39m294      \u001b[39m | \u001b[39m-0.8787  \u001b[39m | \u001b[39m9.026e+04\u001b[39m | \u001b[39m28.09    \u001b[39m | \u001b[39m0.112    \u001b[39m | \u001b[39m0.1467   \u001b[39m | \u001b[39m1.876    \u001b[39m | \u001b[39m4.404    \u001b[39m | \u001b[39m0.4294   \u001b[39m | \u001b[39m64.96    \u001b[39m | \u001b[39m2.917    \u001b[39m | \u001b[39m4.666    \u001b[39m | \u001b[39m3.845    \u001b[39m | \u001b[39m2.677    \u001b[39m | \u001b[39m13.56    \u001b[39m | \u001b[39m27.89    \u001b[39m | \u001b[39m7.197    \u001b[39m | \u001b[39m12.64    \u001b[39m | \u001b[39m0.8997   \u001b[39m | \u001b[39m0.1184   \u001b[39m | \u001b[39m33.95    \u001b[39m | \u001b[39m12.88    \u001b[39m | \u001b[39m0.187    \u001b[39m | \u001b[39m0.9831   \u001b[39m | \u001b[39m0.6005   \u001b[39m | \u001b[39m189.2    \u001b[39m | \u001b[39m0.01545  \u001b[39m | \u001b[39m195.8    \u001b[39m | \u001b[39m71.95    \u001b[39m | \u001b[39m6.484    \u001b[39m | \u001b[39m88.45    \u001b[39m | \u001b[39m80.7     \u001b[39m | \u001b[39m20.35    \u001b[39m | \u001b[39m0.7012   \u001b[39m | \u001b[39m0.1354   \u001b[39m | \u001b[39m2.251    \u001b[39m | \u001b[39m11.15    \u001b[39m | \u001b[39m1.873    \u001b[39m | \u001b[39m58.1     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:27,940 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.7889, R²: 0.5312\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m295      \u001b[39m | \u001b[39m-0.7889  \u001b[39m | \u001b[39m8.98e+04 \u001b[39m | \u001b[39m33.75    \u001b[39m | \u001b[39m0.01141  \u001b[39m | \u001b[39m0.3183   \u001b[39m | \u001b[39m1.029    \u001b[39m | \u001b[39m4.304    \u001b[39m | \u001b[39m1.717    \u001b[39m | \u001b[39m77.61    \u001b[39m | \u001b[39m1.011    \u001b[39m | \u001b[39m9.296    \u001b[39m | \u001b[39m1.446    \u001b[39m | \u001b[39m1.2      \u001b[39m | \u001b[39m9.072    \u001b[39m | \u001b[39m24.85    \u001b[39m | \u001b[39m21.91    \u001b[39m | \u001b[39m12.56    \u001b[39m | \u001b[39m0.7188   \u001b[39m | \u001b[39m0.2259   \u001b[39m | \u001b[39m87.81    \u001b[39m | \u001b[39m26.15    \u001b[39m | \u001b[39m0.308    \u001b[39m | \u001b[39m0.5058   \u001b[39m | \u001b[39m0.5682   \u001b[39m | \u001b[39m148.6    \u001b[39m | \u001b[39m0.03067  \u001b[39m | \u001b[39m195.1    \u001b[39m | \u001b[39m33.85    \u001b[39m | \u001b[39m14.45    \u001b[39m | \u001b[39m88.08    \u001b[39m | \u001b[39m75.92    \u001b[39m | \u001b[39m24.95    \u001b[39m | \u001b[39m0.7888   \u001b[39m | \u001b[39m0.6284   \u001b[39m | \u001b[39m2.301    \u001b[39m | \u001b[39m7.948    \u001b[39m | \u001b[39m4.126    \u001b[39m | \u001b[39m51.67    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:39:28,543 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.8114, R²: 0.5041\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m296      \u001b[39m | \u001b[39m-0.8114  \u001b[39m | \u001b[39m2.232e+04\u001b[39m | \u001b[39m37.59    \u001b[39m | \u001b[39m0.276    \u001b[39m | \u001b[39m0.04356  \u001b[39m | \u001b[39m1.37     \u001b[39m | \u001b[39m3.403    \u001b[39m | \u001b[39m2.517    \u001b[39m | \u001b[39m3.536    \u001b[39m | \u001b[39m1.473    \u001b[39m | \u001b[39m35.74    \u001b[39m | \u001b[39m8.843    \u001b[39m | \u001b[39m2.329    \u001b[39m | \u001b[39m4.168    \u001b[39m | \u001b[39m18.16    \u001b[39m | \u001b[39m21.65    \u001b[39m | \u001b[39m8.864    \u001b[39m | \u001b[39m0.7835   \u001b[39m | \u001b[39m0.2688   \u001b[39m | \u001b[39m92.54    \u001b[39m | \u001b[39m24.61    \u001b[39m | \u001b[39m0.2997   \u001b[39m | \u001b[39m0.372    \u001b[39m | \u001b[39m0.2642   \u001b[39m | \u001b[39m124.8    \u001b[39m | \u001b[39m0.3564   \u001b[39m | \u001b[39m193.3    \u001b[39m | \u001b[39m29.98    \u001b[39m | \u001b[39m16.56    \u001b[39m | \u001b[39m91.97    \u001b[39m | \u001b[39m76.39    \u001b[39m | \u001b[39m6.518    \u001b[39m | \u001b[39m0.5174   \u001b[39m | \u001b[39m0.1225   \u001b[39m | \u001b[39m1.16     \u001b[39m | \u001b[39m12.04    \u001b[39m | \u001b[39m2.501    \u001b[39m | \u001b[39m53.06    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:39:29,566 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.2014, R²: 0.9694\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m297      \u001b[39m | \u001b[39m-0.2014  \u001b[39m | \u001b[39m7.804e+04\u001b[39m | \u001b[39m44.25    \u001b[39m | \u001b[39m0.06991  \u001b[39m | \u001b[39m0.9646   \u001b[39m | \u001b[39m2.389    \u001b[39m | \u001b[39m3.28     \u001b[39m | \u001b[39m1.709    \u001b[39m | \u001b[39m83.37    \u001b[39m | \u001b[39m2.052    \u001b[39m | \u001b[39m25.24    \u001b[39m | \u001b[39m6.442    \u001b[39m | \u001b[39m0.9136   \u001b[39m | \u001b[39m23.22    \u001b[39m | \u001b[39m23.85    \u001b[39m | \u001b[39m15.91    \u001b[39m | \u001b[39m10.89    \u001b[39m | \u001b[39m0.9591   \u001b[39m | \u001b[39m0.2889   \u001b[39m | \u001b[39m98.06    \u001b[39m | \u001b[39m27.49    \u001b[39m | \u001b[39m0.3219   \u001b[39m | \u001b[39m0.2678   \u001b[39m | \u001b[39m0.5167   \u001b[39m | \u001b[39m26.57    \u001b[39m | \u001b[39m0.9815   \u001b[39m | \u001b[39m158.7    \u001b[39m | \u001b[39m96.26    \u001b[39m | \u001b[39m5.798    \u001b[39m | \u001b[39m89.97    \u001b[39m | \u001b[39m81.63    \u001b[39m | \u001b[39m9.404    \u001b[39m | \u001b[39m0.9089   \u001b[39m | \u001b[39m0.5013   \u001b[39m | \u001b[39m2.284    \u001b[39m | \u001b[39m11.64    \u001b[39m | \u001b[39m2.716    \u001b[39m | \u001b[39m86.35    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:39:30,189 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.2545, R²: 0.9512\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m298      \u001b[39m | \u001b[39m-0.2545  \u001b[39m | \u001b[39m6.338e+04\u001b[39m | \u001b[39m35.0     \u001b[39m | \u001b[39m0.01765  \u001b[39m | \u001b[39m0.2347   \u001b[39m | \u001b[39m2.98     \u001b[39m | \u001b[39m2.555    \u001b[39m | \u001b[39m1.339    \u001b[39m | \u001b[39m59.42    \u001b[39m | \u001b[39m9.553    \u001b[39m | \u001b[39m32.83    \u001b[39m | \u001b[39m9.945    \u001b[39m | \u001b[39m3.547    \u001b[39m | \u001b[39m38.61    \u001b[39m | \u001b[39m17.37    \u001b[39m | \u001b[39m11.44    \u001b[39m | \u001b[39m10.54    \u001b[39m | \u001b[39m0.9334   \u001b[39m | \u001b[39m0.1499   \u001b[39m | \u001b[39m84.33    \u001b[39m | \u001b[39m3.846    \u001b[39m | \u001b[39m0.701    \u001b[39m | \u001b[39m0.8754   \u001b[39m | \u001b[39m0.8168   \u001b[39m | \u001b[39m20.21    \u001b[39m | \u001b[39m0.517    \u001b[39m | \u001b[39m138.7    \u001b[39m | \u001b[39m7.3      \u001b[39m | \u001b[39m6.116    \u001b[39m | \u001b[39m93.57    \u001b[39m | \u001b[39m88.75    \u001b[39m | \u001b[39m7.47     \u001b[39m | \u001b[39m0.6745   \u001b[39m | \u001b[39m0.8722   \u001b[39m | \u001b[39m1.835    \u001b[39m | \u001b[39m9.197    \u001b[39m | \u001b[39m4.003    \u001b[39m | \u001b[39m51.9     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:31,162 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8088, R²: 0.5073\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m299      \u001b[39m | \u001b[39m-0.8088  \u001b[39m | \u001b[39m6.356e+04\u001b[39m | \u001b[39m39.89    \u001b[39m | \u001b[39m0.08382  \u001b[39m | \u001b[39m0.1051   \u001b[39m | \u001b[39m4.222    \u001b[39m | \u001b[39m2.151    \u001b[39m | \u001b[39m2.064    \u001b[39m | \u001b[39m58.92    \u001b[39m | \u001b[39m7.244    \u001b[39m | \u001b[39m41.99    \u001b[39m | \u001b[39m9.449    \u001b[39m | \u001b[39m1.678    \u001b[39m | \u001b[39m32.58    \u001b[39m | \u001b[39m12.46    \u001b[39m | \u001b[39m11.0     \u001b[39m | \u001b[39m11.39    \u001b[39m | \u001b[39m0.8941   \u001b[39m | \u001b[39m0.02359  \u001b[39m | \u001b[39m57.57    \u001b[39m | \u001b[39m5.407    \u001b[39m | \u001b[39m0.938    \u001b[39m | \u001b[39m0.9048   \u001b[39m | \u001b[39m0.4304   \u001b[39m | \u001b[39m15.89    \u001b[39m | \u001b[39m0.1739   \u001b[39m | \u001b[39m131.9    \u001b[39m | \u001b[39m52.04    \u001b[39m | \u001b[39m6.459    \u001b[39m | \u001b[39m81.23    \u001b[39m | \u001b[39m79.48    \u001b[39m | \u001b[39m19.57    \u001b[39m | \u001b[39m0.2599   \u001b[39m | \u001b[39m0.958    \u001b[39m | \u001b[39m1.353    \u001b[39m | \u001b[39m12.7     \u001b[39m | \u001b[39m3.526    \u001b[39m | \u001b[39m92.19    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:31,669 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1434, R²: 0.0152\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m300      \u001b[39m | \u001b[39m-1.143   \u001b[39m | \u001b[39m8.359e+04\u001b[39m | \u001b[39m44.84    \u001b[39m | \u001b[39m0.2691   \u001b[39m | \u001b[39m0.3815   \u001b[39m | \u001b[39m4.692    \u001b[39m | \u001b[39m1.365    \u001b[39m | \u001b[39m2.205    \u001b[39m | \u001b[39m43.43    \u001b[39m | \u001b[39m7.353    \u001b[39m | \u001b[39m12.69    \u001b[39m | \u001b[39m0.9985   \u001b[39m | \u001b[39m2.954    \u001b[39m | \u001b[39m46.0     \u001b[39m | \u001b[39m8.416    \u001b[39m | \u001b[39m12.19    \u001b[39m | \u001b[39m11.85    \u001b[39m | \u001b[39m0.6846   \u001b[39m | \u001b[39m0.2734   \u001b[39m | \u001b[39m70.61    \u001b[39m | \u001b[39m19.78    \u001b[39m | \u001b[39m0.3205   \u001b[39m | \u001b[39m0.3506   \u001b[39m | \u001b[39m0.1097   \u001b[39m | \u001b[39m27.39    \u001b[39m | \u001b[39m0.7102   \u001b[39m | \u001b[39m30.95    \u001b[39m | \u001b[39m81.63    \u001b[39m | \u001b[39m13.51    \u001b[39m | \u001b[39m88.22    \u001b[39m | \u001b[39m90.56    \u001b[39m | \u001b[39m8.878    \u001b[39m | \u001b[39m0.6373   \u001b[39m | \u001b[39m0.8902   \u001b[39m | \u001b[39m1.409    \u001b[39m | \u001b[39m9.027    \u001b[39m | \u001b[39m2.75     \u001b[39m | \u001b[39m54.06    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:32,627 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2948, R²: 0.9345\n"
     ]
    },
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      "| \u001b[39m301      \u001b[39m | \u001b[39m-0.2948  \u001b[39m | \u001b[39m6.57e+04 \u001b[39m | \u001b[39m26.47    \u001b[39m | \u001b[39m0.1803   \u001b[39m | \u001b[39m0.5452   \u001b[39m | \u001b[39m3.801    \u001b[39m | \u001b[39m2.194    \u001b[39m | \u001b[39m0.1025   \u001b[39m | \u001b[39m63.54    \u001b[39m | \u001b[39m9.002    \u001b[39m | \u001b[39m43.37    \u001b[39m | \u001b[39m1.048    \u001b[39m | \u001b[39m3.778    \u001b[39m | \u001b[39m37.12    \u001b[39m | \u001b[39m7.427    \u001b[39m | \u001b[39m26.13    \u001b[39m | \u001b[39m10.02    \u001b[39m | \u001b[39m0.8436   \u001b[39m | \u001b[39m0.1066   \u001b[39m | \u001b[39m60.12    \u001b[39m | \u001b[39m36.18    \u001b[39m | \u001b[39m0.8999   \u001b[39m | \u001b[39m0.4344   \u001b[39m | \u001b[39m0.7353   \u001b[39m | \u001b[39m26.73    \u001b[39m | \u001b[39m0.4695   \u001b[39m | \u001b[39m26.73    \u001b[39m | \u001b[39m90.72    \u001b[39m | \u001b[39m7.343    \u001b[39m | \u001b[39m94.15    \u001b[39m | \u001b[39m89.28    \u001b[39m | \u001b[39m10.46    \u001b[39m | \u001b[39m0.4498   \u001b[39m | \u001b[39m0.9934   \u001b[39m | \u001b[39m2.888    \u001b[39m | \u001b[39m9.071    \u001b[39m | \u001b[39m3.789    \u001b[39m | \u001b[39m16.23    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:33,694 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.3188, R²: 0.9235\n"
     ]
    },
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      "| \u001b[39m302      \u001b[39m | \u001b[39m-0.3188  \u001b[39m | \u001b[39m4.431e+04\u001b[39m | \u001b[39m37.69    \u001b[39m | \u001b[39m0.1219   \u001b[39m | \u001b[39m0.6739   \u001b[39m | \u001b[39m2.183    \u001b[39m | \u001b[39m3.125    \u001b[39m | \u001b[39m0.2268   \u001b[39m | \u001b[39m2.548    \u001b[39m | \u001b[39m9.025    \u001b[39m | \u001b[39m38.18    \u001b[39m | \u001b[39m7.92     \u001b[39m | \u001b[39m2.155    \u001b[39m | \u001b[39m8.686    \u001b[39m | \u001b[39m15.35    \u001b[39m | \u001b[39m28.33    \u001b[39m | \u001b[39m12.45    \u001b[39m | \u001b[39m0.7648   \u001b[39m | \u001b[39m0.219    \u001b[39m | \u001b[39m49.42    \u001b[39m | \u001b[39m32.23    \u001b[39m | \u001b[39m0.4971   \u001b[39m | \u001b[39m0.1638   \u001b[39m | \u001b[39m0.1629   \u001b[39m | \u001b[39m26.62    \u001b[39m | \u001b[39m0.3069   \u001b[39m | \u001b[39m111.2    \u001b[39m | \u001b[39m46.5     \u001b[39m | \u001b[39m6.992    \u001b[39m | \u001b[39m93.48    \u001b[39m | \u001b[39m91.48    \u001b[39m | \u001b[39m23.85    \u001b[39m | \u001b[39m0.2843   \u001b[39m | \u001b[39m0.5007   \u001b[39m | \u001b[39m0.9779   \u001b[39m | \u001b[39m10.87    \u001b[39m | \u001b[39m1.82     \u001b[39m | \u001b[39m88.34    \u001b[39m |\n"
     ]
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      "2025-04-09 17:39:34,109 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.8927, R²: 0.3997\n"
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      "| \u001b[39m303      \u001b[39m | \u001b[39m-0.8927  \u001b[39m | \u001b[39m8.048e+04\u001b[39m | \u001b[39m21.86    \u001b[39m | \u001b[39m0.2145   \u001b[39m | \u001b[39m0.4584   \u001b[39m | \u001b[39m3.174    \u001b[39m | \u001b[39m4.095    \u001b[39m | \u001b[39m2.274    \u001b[39m | \u001b[39m76.86    \u001b[39m | \u001b[39m7.744    \u001b[39m | \u001b[39m21.6     \u001b[39m | \u001b[39m8.118    \u001b[39m | \u001b[39m0.7777   \u001b[39m | \u001b[39m37.04    \u001b[39m | \u001b[39m4.943    \u001b[39m | \u001b[39m19.24    \u001b[39m | \u001b[39m11.55    \u001b[39m | \u001b[39m0.7435   \u001b[39m | \u001b[39m0.321    \u001b[39m | \u001b[39m37.53    \u001b[39m | \u001b[39m1.808    \u001b[39m | \u001b[39m0.8873   \u001b[39m | \u001b[39m0.08553  \u001b[39m | \u001b[39m0.61     \u001b[39m | \u001b[39m10.81    \u001b[39m | \u001b[39m0.2897   \u001b[39m | \u001b[39m197.5    \u001b[39m | \u001b[39m87.17    \u001b[39m | \u001b[39m14.17    \u001b[39m | \u001b[39m83.35    \u001b[39m | \u001b[39m75.12    \u001b[39m | \u001b[39m21.52    \u001b[39m | \u001b[39m0.3519   \u001b[39m | \u001b[39m0.33     \u001b[39m | \u001b[39m2.32     \u001b[39m | \u001b[39m8.339    \u001b[39m | \u001b[39m1.588    \u001b[39m | \u001b[39m30.91    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:34,559 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.8467, R²: 0.4600\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m304      \u001b[39m | \u001b[39m-0.8467  \u001b[39m | \u001b[39m6.578e+04\u001b[39m | \u001b[39m40.12    \u001b[39m | \u001b[39m0.01315  \u001b[39m | \u001b[39m0.5029   \u001b[39m | \u001b[39m3.861    \u001b[39m | \u001b[39m1.292    \u001b[39m | \u001b[39m1.848    \u001b[39m | \u001b[39m91.73    \u001b[39m | \u001b[39m5.909    \u001b[39m | \u001b[39m15.94    \u001b[39m | \u001b[39m8.776    \u001b[39m | \u001b[39m3.104    \u001b[39m | \u001b[39m25.43    \u001b[39m | \u001b[39m5.14     \u001b[39m | \u001b[39m29.48    \u001b[39m | \u001b[39m8.245    \u001b[39m | \u001b[39m0.9374   \u001b[39m | \u001b[39m0.05097  \u001b[39m | \u001b[39m28.74    \u001b[39m | \u001b[39m31.91    \u001b[39m | \u001b[39m0.5202   \u001b[39m | \u001b[39m0.4825   \u001b[39m | \u001b[39m0.7381   \u001b[39m | \u001b[39m103.7    \u001b[39m | \u001b[39m0.2252   \u001b[39m | \u001b[39m91.06    \u001b[39m | \u001b[39m75.4     \u001b[39m | \u001b[39m12.81    \u001b[39m | \u001b[39m94.39    \u001b[39m | \u001b[39m76.23    \u001b[39m | \u001b[39m18.18    \u001b[39m | \u001b[39m0.6606   \u001b[39m | \u001b[39m0.4766   \u001b[39m | \u001b[39m1.35     \u001b[39m | \u001b[39m12.16    \u001b[39m | \u001b[39m4.116    \u001b[39m | \u001b[39m46.44    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:39:35,717 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1545, R²: -0.0040\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m305      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m4.472e+04\u001b[39m | \u001b[39m27.37    \u001b[39m | \u001b[39m0.09412  \u001b[39m | \u001b[39m0.4047   \u001b[39m | \u001b[39m2.15     \u001b[39m | \u001b[39m2.768    \u001b[39m | \u001b[39m0.2545   \u001b[39m | \u001b[39m53.22    \u001b[39m | \u001b[39m5.606    \u001b[39m | \u001b[39m11.29    \u001b[39m | \u001b[39m1.391    \u001b[39m | \u001b[39m0.3716   \u001b[39m | \u001b[39m34.21    \u001b[39m | \u001b[39m23.47    \u001b[39m | \u001b[39m26.98    \u001b[39m | \u001b[39m10.61    \u001b[39m | \u001b[39m0.6071   \u001b[39m | \u001b[39m0.0466   \u001b[39m | \u001b[39m71.17    \u001b[39m | \u001b[39m17.65    \u001b[39m | \u001b[39m0.9901   \u001b[39m | \u001b[39m0.6882   \u001b[39m | \u001b[39m0.1289   \u001b[39m | \u001b[39m74.13    \u001b[39m | \u001b[39m0.1311   \u001b[39m | \u001b[39m153.6    \u001b[39m | \u001b[39m87.59    \u001b[39m | \u001b[39m5.232    \u001b[39m | \u001b[39m90.61    \u001b[39m | \u001b[39m80.29    \u001b[39m | \u001b[39m10.19    \u001b[39m | \u001b[39m0.9526   \u001b[39m | \u001b[39m0.4193   \u001b[39m | \u001b[39m1.997    \u001b[39m | \u001b[39m8.948    \u001b[39m | \u001b[39m1.864    \u001b[39m | \u001b[39m25.65    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:39:36,897 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1281, R²: 0.0415\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m306      \u001b[39m | \u001b[39m-1.128   \u001b[39m | \u001b[39m4.506e+04\u001b[39m | \u001b[39m34.7     \u001b[39m | \u001b[39m0.219    \u001b[39m | \u001b[39m0.1817   \u001b[39m | \u001b[39m1.703    \u001b[39m | \u001b[39m4.103    \u001b[39m | \u001b[39m2.144    \u001b[39m | \u001b[39m67.01    \u001b[39m | \u001b[39m8.534    \u001b[39m | \u001b[39m28.83    \u001b[39m | \u001b[39m2.033    \u001b[39m | \u001b[39m3.609    \u001b[39m | \u001b[39m14.32    \u001b[39m | \u001b[39m19.17    \u001b[39m | \u001b[39m6.784    \u001b[39m | \u001b[39m11.48    \u001b[39m | \u001b[39m0.9352   \u001b[39m | \u001b[39m0.2977   \u001b[39m | \u001b[39m66.79    \u001b[39m | \u001b[39m8.501    \u001b[39m | \u001b[39m0.9516   \u001b[39m | \u001b[39m0.9331   \u001b[39m | \u001b[39m0.0483   \u001b[39m | \u001b[39m173.4    \u001b[39m | \u001b[39m0.7277   \u001b[39m | \u001b[39m48.51    \u001b[39m | \u001b[39m23.54    \u001b[39m | \u001b[39m19.05    \u001b[39m | \u001b[39m82.31    \u001b[39m | \u001b[39m85.99    \u001b[39m | \u001b[39m8.553    \u001b[39m | \u001b[39m0.6537   \u001b[39m | \u001b[39m0.6469   \u001b[39m | \u001b[39m0.882    \u001b[39m | \u001b[39m9.205    \u001b[39m | \u001b[39m1.326    \u001b[39m | \u001b[39m83.99    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:38,151 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2250, R²: 0.9619\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m307      \u001b[39m | \u001b[39m-0.225   \u001b[39m | \u001b[39m6.844e+04\u001b[39m | \u001b[39m49.46    \u001b[39m | \u001b[39m0.1884   \u001b[39m | \u001b[39m0.9604   \u001b[39m | \u001b[39m3.064    \u001b[39m | \u001b[39m4.694    \u001b[39m | \u001b[39m0.9631   \u001b[39m | \u001b[39m95.45    \u001b[39m | \u001b[39m2.897    \u001b[39m | \u001b[39m10.76    \u001b[39m | \u001b[39m6.541    \u001b[39m | \u001b[39m0.4199   \u001b[39m | \u001b[39m41.43    \u001b[39m | \u001b[39m11.7     \u001b[39m | \u001b[39m6.522    \u001b[39m | \u001b[39m10.63    \u001b[39m | \u001b[39m0.8072   \u001b[39m | \u001b[39m0.02267  \u001b[39m | \u001b[39m99.42    \u001b[39m | \u001b[39m34.45    \u001b[39m | \u001b[39m0.05655  \u001b[39m | \u001b[39m0.9223   \u001b[39m | \u001b[39m0.3709   \u001b[39m | \u001b[39m63.95    \u001b[39m | \u001b[39m0.1625   \u001b[39m | \u001b[39m16.7     \u001b[39m | \u001b[39m8.743    \u001b[39m | \u001b[39m17.25    \u001b[39m | \u001b[39m85.16    \u001b[39m | \u001b[39m86.72    \u001b[39m | \u001b[39m24.48    \u001b[39m | \u001b[39m0.3313   \u001b[39m | \u001b[39m0.1521   \u001b[39m | \u001b[39m1.005    \u001b[39m | \u001b[39m8.364    \u001b[39m | \u001b[39m3.248    \u001b[39m | \u001b[39m12.02    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:39,411 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2856, R²: 0.9386\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m308      \u001b[39m | \u001b[39m-0.2856  \u001b[39m | \u001b[39m8.95e+04 \u001b[39m | \u001b[39m46.84    \u001b[39m | \u001b[39m0.09454  \u001b[39m | \u001b[39m0.9114   \u001b[39m | \u001b[39m4.984    \u001b[39m | \u001b[39m3.643    \u001b[39m | \u001b[39m2.492    \u001b[39m | \u001b[39m28.76    \u001b[39m | \u001b[39m7.513    \u001b[39m | \u001b[39m6.467    \u001b[39m | \u001b[39m9.521    \u001b[39m | \u001b[39m2.671    \u001b[39m | \u001b[39m39.81    \u001b[39m | \u001b[39m7.023    \u001b[39m | \u001b[39m14.91    \u001b[39m | \u001b[39m11.09    \u001b[39m | \u001b[39m0.8153   \u001b[39m | \u001b[39m0.3016   \u001b[39m | \u001b[39m11.08    \u001b[39m | \u001b[39m28.77    \u001b[39m | \u001b[39m0.1678   \u001b[39m | \u001b[39m0.2663   \u001b[39m | \u001b[39m0.8251   \u001b[39m | \u001b[39m35.79    \u001b[39m | \u001b[39m0.9024   \u001b[39m | \u001b[39m78.37    \u001b[39m | \u001b[39m72.67    \u001b[39m | \u001b[39m15.1     \u001b[39m | \u001b[39m84.49    \u001b[39m | \u001b[39m79.01    \u001b[39m | \u001b[39m8.581    \u001b[39m | \u001b[39m0.09551  \u001b[39m | \u001b[39m0.2995   \u001b[39m | \u001b[39m0.4101   \u001b[39m | \u001b[39m10.34    \u001b[39m | \u001b[39m1.242    \u001b[39m | \u001b[39m18.95    \u001b[39m |\n"
     ]
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:40,742 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 1.0509, R²: 0.1680\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m309      \u001b[39m | \u001b[39m-1.051   \u001b[39m | \u001b[39m7.359e+04\u001b[39m | \u001b[39m10.98    \u001b[39m | \u001b[39m0.05593  \u001b[39m | \u001b[39m0.9726   \u001b[39m | \u001b[39m1.893    \u001b[39m | \u001b[39m1.025    \u001b[39m | \u001b[39m2.469    \u001b[39m | \u001b[39m2.444    \u001b[39m | \u001b[39m9.962    \u001b[39m | \u001b[39m42.72    \u001b[39m | \u001b[39m2.953    \u001b[39m | \u001b[39m1.164    \u001b[39m | \u001b[39m47.31    \u001b[39m | \u001b[39m14.24    \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m7.189    \u001b[39m | \u001b[39m0.9417   \u001b[39m | \u001b[39m0.06633  \u001b[39m | \u001b[39m54.0     \u001b[39m | \u001b[39m24.51    \u001b[39m | \u001b[39m0.142    \u001b[39m | \u001b[39m0.8768   \u001b[39m | \u001b[39m0.7814   \u001b[39m | \u001b[39m10.68    \u001b[39m | \u001b[39m0.4858   \u001b[39m | \u001b[39m173.0    \u001b[39m | \u001b[39m92.19    \u001b[39m | \u001b[39m15.13    \u001b[39m | \u001b[39m82.88    \u001b[39m | \u001b[39m75.14    \u001b[39m | \u001b[39m18.03    \u001b[39m | \u001b[39m0.1623   \u001b[39m | \u001b[39m0.135    \u001b[39m | \u001b[39m1.424    \u001b[39m | \u001b[39m11.53    \u001b[39m | \u001b[39m3.735    \u001b[39m | \u001b[39m54.82    \u001b[39m |\n"
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    },
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     "output_type": "stream",
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      "2025-04-09 17:39:41,291 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8462, R²: 0.4606\n"
     ]
    },
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      "| \u001b[39m310      \u001b[39m | \u001b[39m-0.8462  \u001b[39m | \u001b[39m2.117e+04\u001b[39m | \u001b[39m49.83    \u001b[39m | \u001b[39m0.2787   \u001b[39m | \u001b[39m0.1714   \u001b[39m | \u001b[39m1.524    \u001b[39m | \u001b[39m2.121    \u001b[39m | \u001b[39m0.05516  \u001b[39m | \u001b[39m68.83    \u001b[39m | \u001b[39m9.462    \u001b[39m | \u001b[39m29.36    \u001b[39m | \u001b[39m7.626    \u001b[39m | \u001b[39m3.95     \u001b[39m | \u001b[39m28.19    \u001b[39m | \u001b[39m3.172    \u001b[39m | \u001b[39m24.98    \u001b[39m | \u001b[39m11.36    \u001b[39m | \u001b[39m0.6721   \u001b[39m | \u001b[39m0.2509   \u001b[39m | \u001b[39m95.43    \u001b[39m | \u001b[39m12.88    \u001b[39m | \u001b[39m0.5656   \u001b[39m | \u001b[39m0.63     \u001b[39m | \u001b[39m0.6328   \u001b[39m | \u001b[39m27.59    \u001b[39m | \u001b[39m0.5029   \u001b[39m | \u001b[39m177.7    \u001b[39m | \u001b[39m38.84    \u001b[39m | \u001b[39m5.344    \u001b[39m | \u001b[39m88.24    \u001b[39m | \u001b[39m92.77    \u001b[39m | \u001b[39m16.09    \u001b[39m | \u001b[39m0.2174   \u001b[39m | \u001b[39m0.08899  \u001b[39m | \u001b[39m1.57     \u001b[39m | \u001b[39m8.511    \u001b[39m | \u001b[39m2.993    \u001b[39m | \u001b[39m34.91    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:39:42,524 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.0909, R²: 0.1035\n"
     ]
    },
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      "| \u001b[39m311      \u001b[39m | \u001b[39m-1.091   \u001b[39m | \u001b[39m1.314e+04\u001b[39m | \u001b[39m10.74    \u001b[39m | \u001b[39m0.1944   \u001b[39m | \u001b[39m0.9497   \u001b[39m | \u001b[39m1.0      \u001b[39m | \u001b[39m4.578    \u001b[39m | \u001b[39m1.278    \u001b[39m | \u001b[39m49.62    \u001b[39m | \u001b[39m9.451    \u001b[39m | \u001b[39m13.46    \u001b[39m | \u001b[39m2.39     \u001b[39m | \u001b[39m0.5175   \u001b[39m | \u001b[39m19.19    \u001b[39m | \u001b[39m8.142    \u001b[39m | \u001b[39m10.28    \u001b[39m | \u001b[39m8.928    \u001b[39m | \u001b[39m0.9304   \u001b[39m | \u001b[39m0.182    \u001b[39m | \u001b[39m78.03    \u001b[39m | \u001b[39m16.29    \u001b[39m | \u001b[39m0.8904   \u001b[39m | \u001b[39m0.4101   \u001b[39m | \u001b[39m0.01236  \u001b[39m | \u001b[39m99.0     \u001b[39m | \u001b[39m0.3271   \u001b[39m | \u001b[39m96.24    \u001b[39m | \u001b[39m8.569    \u001b[39m | \u001b[39m15.03    \u001b[39m | \u001b[39m94.15    \u001b[39m | \u001b[39m88.52    \u001b[39m | \u001b[39m20.65    \u001b[39m | \u001b[39m0.669    \u001b[39m | \u001b[39m0.1649   \u001b[39m | \u001b[39m0.9715   \u001b[39m | \u001b[39m7.579    \u001b[39m | \u001b[39m3.511    \u001b[39m | \u001b[39m45.77    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:43,674 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.5808, R²: 0.7459\n"
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    },
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      "| \u001b[39m312      \u001b[39m | \u001b[39m-0.5808  \u001b[39m | \u001b[39m5.499e+04\u001b[39m | \u001b[39m30.72    \u001b[39m | \u001b[39m0.2157   \u001b[39m | \u001b[39m0.8207   \u001b[39m | \u001b[39m4.11     \u001b[39m | \u001b[39m2.689    \u001b[39m | \u001b[39m2.749    \u001b[39m | \u001b[39m16.74    \u001b[39m | \u001b[39m3.664    \u001b[39m | \u001b[39m27.14    \u001b[39m | \u001b[39m0.9637   \u001b[39m | \u001b[39m0.518    \u001b[39m | \u001b[39m3.258    \u001b[39m | \u001b[39m22.11    \u001b[39m | \u001b[39m22.91    \u001b[39m | \u001b[39m9.701    \u001b[39m | \u001b[39m0.9275   \u001b[39m | \u001b[39m0.08413  \u001b[39m | \u001b[39m2.552    \u001b[39m | \u001b[39m7.607    \u001b[39m | \u001b[39m0.0394   \u001b[39m | \u001b[39m0.6885   \u001b[39m | \u001b[39m0.4505   \u001b[39m | \u001b[39m154.4    \u001b[39m | \u001b[39m0.5234   \u001b[39m | \u001b[39m189.6    \u001b[39m | \u001b[39m64.99    \u001b[39m | \u001b[39m14.06    \u001b[39m | \u001b[39m80.2     \u001b[39m | \u001b[39m81.22    \u001b[39m | \u001b[39m22.7     \u001b[39m | \u001b[39m0.6905   \u001b[39m | \u001b[39m0.2455   \u001b[39m | \u001b[39m0.3336   \u001b[39m | \u001b[39m7.456    \u001b[39m | \u001b[39m2.21     \u001b[39m | \u001b[39m34.67    \u001b[39m |\n"
     ]
    },
    {
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      "2025-04-09 17:39:44,232 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.4347, R²: 0.8577\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m313      \u001b[39m | \u001b[39m-0.4347  \u001b[39m | \u001b[39m7.137e+04\u001b[39m | \u001b[39m20.55    \u001b[39m | \u001b[39m0.2495   \u001b[39m | \u001b[39m0.04173  \u001b[39m | \u001b[39m3.156    \u001b[39m | \u001b[39m2.508    \u001b[39m | \u001b[39m2.74     \u001b[39m | \u001b[39m6.303    \u001b[39m | \u001b[39m3.423    \u001b[39m | \u001b[39m15.55    \u001b[39m | \u001b[39m3.615    \u001b[39m | \u001b[39m1.584    \u001b[39m | \u001b[39m23.98    \u001b[39m | \u001b[39m5.899    \u001b[39m | \u001b[39m28.47    \u001b[39m | \u001b[39m7.022    \u001b[39m | \u001b[39m0.6794   \u001b[39m | \u001b[39m0.02858  \u001b[39m | \u001b[39m83.2     \u001b[39m | \u001b[39m9.56     \u001b[39m | \u001b[39m0.008575 \u001b[39m | \u001b[39m0.2528   \u001b[39m | \u001b[39m0.7507   \u001b[39m | \u001b[39m112.4    \u001b[39m | \u001b[39m0.2154   \u001b[39m | \u001b[39m89.08    \u001b[39m | \u001b[39m1.4      \u001b[39m | \u001b[39m10.7     \u001b[39m | \u001b[39m82.13    \u001b[39m | \u001b[39m88.25    \u001b[39m | \u001b[39m10.78    \u001b[39m | \u001b[39m0.4423   \u001b[39m | \u001b[39m0.7667   \u001b[39m | \u001b[39m0.2371   \u001b[39m | \u001b[39m7.857    \u001b[39m | \u001b[39m3.064    \u001b[39m | \u001b[39m3.126    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:44,646 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.9021, R²: 0.3870\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m314      \u001b[39m | \u001b[39m-0.9021  \u001b[39m | \u001b[39m8.954e+04\u001b[39m | \u001b[39m14.96    \u001b[39m | \u001b[39m0.2369   \u001b[39m | \u001b[39m0.137    \u001b[39m | \u001b[39m4.122    \u001b[39m | \u001b[39m4.458    \u001b[39m | \u001b[39m2.051    \u001b[39m | \u001b[39m9.346    \u001b[39m | \u001b[39m6.43     \u001b[39m | \u001b[39m25.36    \u001b[39m | \u001b[39m8.686    \u001b[39m | \u001b[39m3.008    \u001b[39m | \u001b[39m2.937    \u001b[39m | \u001b[39m11.78    \u001b[39m | \u001b[39m19.2     \u001b[39m | \u001b[39m8.99     \u001b[39m | \u001b[39m0.9712   \u001b[39m | \u001b[39m0.3244   \u001b[39m | \u001b[39m60.45    \u001b[39m | \u001b[39m24.21    \u001b[39m | \u001b[39m0.888    \u001b[39m | \u001b[39m0.1766   \u001b[39m | \u001b[39m0.7022   \u001b[39m | \u001b[39m174.0    \u001b[39m | \u001b[39m0.631    \u001b[39m | \u001b[39m46.88    \u001b[39m | \u001b[39m95.52    \u001b[39m | \u001b[39m6.27     \u001b[39m | \u001b[39m81.18    \u001b[39m | \u001b[39m86.97    \u001b[39m | \u001b[39m11.99    \u001b[39m | \u001b[39m0.3485   \u001b[39m | \u001b[39m0.4009   \u001b[39m | \u001b[39m2.27     \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m3.708    \u001b[39m | \u001b[39m59.92    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:45,560 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2965, R²: 0.9338\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m315      \u001b[39m | \u001b[39m-0.2965  \u001b[39m | \u001b[39m1.354e+04\u001b[39m | \u001b[39m15.7     \u001b[39m | \u001b[39m0.07298  \u001b[39m | \u001b[39m0.7965   \u001b[39m | \u001b[39m1.173    \u001b[39m | \u001b[39m1.844    \u001b[39m | \u001b[39m1.158    \u001b[39m | \u001b[39m95.02    \u001b[39m | \u001b[39m7.619    \u001b[39m | \u001b[39m19.42    \u001b[39m | \u001b[39m6.6      \u001b[39m | \u001b[39m2.918    \u001b[39m | \u001b[39m20.4     \u001b[39m | \u001b[39m3.876    \u001b[39m | \u001b[39m16.85    \u001b[39m | \u001b[39m7.123    \u001b[39m | \u001b[39m0.9188   \u001b[39m | \u001b[39m0.2346   \u001b[39m | \u001b[39m61.37    \u001b[39m | \u001b[39m7.203    \u001b[39m | \u001b[39m0.2101   \u001b[39m | \u001b[39m0.4107   \u001b[39m | \u001b[39m0.8076   \u001b[39m | \u001b[39m147.5    \u001b[39m | \u001b[39m0.1672   \u001b[39m | \u001b[39m165.6    \u001b[39m | \u001b[39m94.25    \u001b[39m | \u001b[39m19.36    \u001b[39m | \u001b[39m90.63    \u001b[39m | \u001b[39m82.91    \u001b[39m | \u001b[39m16.29    \u001b[39m | \u001b[39m0.6208   \u001b[39m | \u001b[39m0.2437   \u001b[39m | \u001b[39m0.2764   \u001b[39m | \u001b[39m8.769    \u001b[39m | \u001b[39m4.848    \u001b[39m | \u001b[39m5.415    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:45,964 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 0.8549, R²: 0.4495\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m316      \u001b[39m | \u001b[39m-0.8549  \u001b[39m | \u001b[39m3.038e+04\u001b[39m | \u001b[39m18.44    \u001b[39m | \u001b[39m0.131    \u001b[39m | \u001b[39m0.8541   \u001b[39m | \u001b[39m3.954    \u001b[39m | \u001b[39m1.344    \u001b[39m | \u001b[39m2.115    \u001b[39m | \u001b[39m39.75    \u001b[39m | \u001b[39m5.273    \u001b[39m | \u001b[39m31.16    \u001b[39m | \u001b[39m4.829    \u001b[39m | \u001b[39m2.702    \u001b[39m | \u001b[39m3.592    \u001b[39m | \u001b[39m24.8     \u001b[39m | \u001b[39m7.016    \u001b[39m | \u001b[39m7.488    \u001b[39m | \u001b[39m0.7634   \u001b[39m | \u001b[39m0.2887   \u001b[39m | \u001b[39m8.371    \u001b[39m | \u001b[39m1.131    \u001b[39m | \u001b[39m0.1291   \u001b[39m | \u001b[39m0.549    \u001b[39m | \u001b[39m0.396    \u001b[39m | \u001b[39m70.16    \u001b[39m | \u001b[39m0.8548   \u001b[39m | \u001b[39m115.1    \u001b[39m | \u001b[39m85.73    \u001b[39m | \u001b[39m11.63    \u001b[39m | \u001b[39m85.57    \u001b[39m | \u001b[39m91.5     \u001b[39m | \u001b[39m6.688    \u001b[39m | \u001b[39m0.206    \u001b[39m | \u001b[39m0.8506   \u001b[39m | \u001b[39m0.3172   \u001b[39m | \u001b[39m12.81    \u001b[39m | \u001b[39m3.117    \u001b[39m | \u001b[39m67.55    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:46,357 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.8417, R²: 0.4664\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m317      \u001b[39m | \u001b[39m-0.8417  \u001b[39m | \u001b[39m2.972e+03\u001b[39m | \u001b[39m25.34    \u001b[39m | \u001b[39m0.1751   \u001b[39m | \u001b[39m0.6718   \u001b[39m | \u001b[39m2.984    \u001b[39m | \u001b[39m2.933    \u001b[39m | \u001b[39m0.03783  \u001b[39m | \u001b[39m72.24    \u001b[39m | \u001b[39m9.512    \u001b[39m | \u001b[39m4.101    \u001b[39m | \u001b[39m9.858    \u001b[39m | \u001b[39m1.135    \u001b[39m | \u001b[39m39.63    \u001b[39m | \u001b[39m23.74    \u001b[39m | \u001b[39m21.21    \u001b[39m | \u001b[39m7.365    \u001b[39m | \u001b[39m0.8202   \u001b[39m | \u001b[39m0.3923   \u001b[39m | \u001b[39m74.47    \u001b[39m | \u001b[39m5.628    \u001b[39m | \u001b[39m0.08274  \u001b[39m | \u001b[39m0.8483   \u001b[39m | \u001b[39m0.8427   \u001b[39m | \u001b[39m56.58    \u001b[39m | \u001b[39m0.8862   \u001b[39m | \u001b[39m95.26    \u001b[39m | \u001b[39m69.17    \u001b[39m | \u001b[39m9.214    \u001b[39m | \u001b[39m86.52    \u001b[39m | \u001b[39m92.55    \u001b[39m | \u001b[39m6.892    \u001b[39m | \u001b[39m0.556    \u001b[39m | \u001b[39m0.2884   \u001b[39m | \u001b[39m2.719    \u001b[39m | \u001b[39m12.75    \u001b[39m | \u001b[39m3.646    \u001b[39m | \u001b[39m18.17    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:47,024 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1530, R²: -0.0014\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m318      \u001b[39m | \u001b[39m-1.153   \u001b[39m | \u001b[39m9.003e+04\u001b[39m | \u001b[39m16.09    \u001b[39m | \u001b[39m0.1903   \u001b[39m | \u001b[39m0.7022   \u001b[39m | \u001b[39m4.753    \u001b[39m | \u001b[39m4.705    \u001b[39m | \u001b[39m2.771    \u001b[39m | \u001b[39m16.32    \u001b[39m | \u001b[39m6.394    \u001b[39m | \u001b[39m22.71    \u001b[39m | \u001b[39m6.74     \u001b[39m | \u001b[39m1.768    \u001b[39m | \u001b[39m42.2     \u001b[39m | \u001b[39m2.29     \u001b[39m | \u001b[39m28.57    \u001b[39m | \u001b[39m12.05    \u001b[39m | \u001b[39m0.9141   \u001b[39m | \u001b[39m0.09943  \u001b[39m | \u001b[39m39.93    \u001b[39m | \u001b[39m18.87    \u001b[39m | \u001b[39m0.6219   \u001b[39m | \u001b[39m0.7372   \u001b[39m | \u001b[39m0.2137   \u001b[39m | \u001b[39m45.82    \u001b[39m | \u001b[39m0.08244  \u001b[39m | \u001b[39m30.02    \u001b[39m | \u001b[39m45.23    \u001b[39m | \u001b[39m8.614    \u001b[39m | \u001b[39m82.81    \u001b[39m | \u001b[39m85.31    \u001b[39m | \u001b[39m9.345    \u001b[39m | \u001b[39m0.9302   \u001b[39m | \u001b[39m0.9861   \u001b[39m | \u001b[39m2.224    \u001b[39m | \u001b[39m7.049    \u001b[39m | \u001b[39m1.771    \u001b[39m | \u001b[39m58.7     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:48,005 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.1987, R²: 0.9703\n"
     ]
    },
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      "| \u001b[39m319      \u001b[39m | \u001b[39m-0.1987  \u001b[39m | \u001b[39m1.399e+04\u001b[39m | \u001b[39m40.43    \u001b[39m | \u001b[39m0.2336   \u001b[39m | \u001b[39m0.6475   \u001b[39m | \u001b[39m2.649    \u001b[39m | \u001b[39m2.579    \u001b[39m | \u001b[39m1.118    \u001b[39m | \u001b[39m97.99    \u001b[39m | \u001b[39m4.68     \u001b[39m | \u001b[39m15.25    \u001b[39m | \u001b[39m2.724    \u001b[39m | \u001b[39m3.185    \u001b[39m | \u001b[39m28.26    \u001b[39m | \u001b[39m14.48    \u001b[39m | \u001b[39m19.83    \u001b[39m | \u001b[39m9.443    \u001b[39m | \u001b[39m0.8155   \u001b[39m | \u001b[39m0.2946   \u001b[39m | \u001b[39m49.17    \u001b[39m | \u001b[39m10.92    \u001b[39m | \u001b[39m0.2967   \u001b[39m | \u001b[39m0.9075   \u001b[39m | \u001b[39m0.5466   \u001b[39m | \u001b[39m158.6    \u001b[39m | \u001b[39m0.2125   \u001b[39m | \u001b[39m123.2    \u001b[39m | \u001b[39m28.98    \u001b[39m | \u001b[39m11.92    \u001b[39m | \u001b[39m92.73    \u001b[39m | \u001b[39m90.88    \u001b[39m | \u001b[39m10.08    \u001b[39m | \u001b[39m0.7087   \u001b[39m | \u001b[39m0.3819   \u001b[39m | \u001b[39m2.01     \u001b[39m | \u001b[39m12.24    \u001b[39m | \u001b[39m2.718    \u001b[39m | \u001b[39m44.27    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:39:48,443 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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      "| \u001b[39m320      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m3.875e+04\u001b[39m | \u001b[39m36.89    \u001b[39m | \u001b[39m0.05157  \u001b[39m | \u001b[39m0.001402 \u001b[39m | \u001b[39m4.831    \u001b[39m | \u001b[39m1.295    \u001b[39m | \u001b[39m0.6299   \u001b[39m | \u001b[39m11.24    \u001b[39m | \u001b[39m5.073    \u001b[39m | \u001b[39m13.0     \u001b[39m | \u001b[39m5.615    \u001b[39m | \u001b[39m1.133    \u001b[39m | \u001b[39m48.07    \u001b[39m | \u001b[39m12.54    \u001b[39m | \u001b[39m26.24    \u001b[39m | \u001b[39m8.576    \u001b[39m | \u001b[39m0.9951   \u001b[39m | \u001b[39m0.01316  \u001b[39m | \u001b[39m21.37    \u001b[39m | \u001b[39m15.57    \u001b[39m | \u001b[39m0.0401   \u001b[39m | \u001b[39m0.09657  \u001b[39m | \u001b[39m0.8345   \u001b[39m | \u001b[39m33.43    \u001b[39m | \u001b[39m0.794    \u001b[39m | \u001b[39m20.96    \u001b[39m | \u001b[39m24.33    \u001b[39m | \u001b[39m14.27    \u001b[39m | \u001b[39m87.85    \u001b[39m | \u001b[39m94.94    \u001b[39m | \u001b[39m15.08    \u001b[39m | \u001b[39m0.9002   \u001b[39m | \u001b[39m0.2355   \u001b[39m | \u001b[39m1.668    \u001b[39m | \u001b[39m9.333    \u001b[39m | \u001b[39m1.196    \u001b[39m | \u001b[39m80.01    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:48,998 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2359, R²: 0.9581\n"
     ]
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      "| \u001b[39m321      \u001b[39m | \u001b[39m-0.2359  \u001b[39m | \u001b[39m3.389e+04\u001b[39m | \u001b[39m17.17    \u001b[39m | \u001b[39m0.1097   \u001b[39m | \u001b[39m0.9077   \u001b[39m | \u001b[39m4.215    \u001b[39m | \u001b[39m4.789    \u001b[39m | \u001b[39m0.7305   \u001b[39m | \u001b[39m49.01    \u001b[39m | \u001b[39m5.692    \u001b[39m | \u001b[39m21.61    \u001b[39m | \u001b[39m9.591    \u001b[39m | \u001b[39m2.599    \u001b[39m | \u001b[39m28.84    \u001b[39m | \u001b[39m20.44    \u001b[39m | \u001b[39m18.39    \u001b[39m | \u001b[39m12.32    \u001b[39m | \u001b[39m0.7327   \u001b[39m | \u001b[39m0.3457   \u001b[39m | \u001b[39m42.83    \u001b[39m | \u001b[39m10.66    \u001b[39m | \u001b[39m0.1232   \u001b[39m | \u001b[39m0.7747   \u001b[39m | \u001b[39m0.7667   \u001b[39m | \u001b[39m29.96    \u001b[39m | \u001b[39m0.2261   \u001b[39m | \u001b[39m186.2    \u001b[39m | \u001b[39m76.61    \u001b[39m | \u001b[39m19.42    \u001b[39m | \u001b[39m82.92    \u001b[39m | \u001b[39m94.3     \u001b[39m | \u001b[39m5.363    \u001b[39m | \u001b[39m0.1641   \u001b[39m | \u001b[39m0.0896   \u001b[39m | \u001b[39m2.547    \u001b[39m | \u001b[39m7.187    \u001b[39m | \u001b[39m4.981    \u001b[39m | \u001b[39m64.92    \u001b[39m |\n"
     ]
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      "2025-04-09 17:39:50,418 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.1315, R²: 0.9870\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m322      \u001b[39m | \u001b[39m-0.1315  \u001b[39m | \u001b[39m5.972e+03\u001b[39m | \u001b[39m13.25    \u001b[39m | \u001b[39m0.2188   \u001b[39m | \u001b[39m0.9989   \u001b[39m | \u001b[39m1.226    \u001b[39m | \u001b[39m4.252    \u001b[39m | \u001b[39m0.7841   \u001b[39m | \u001b[39m23.36    \u001b[39m | \u001b[39m3.225    \u001b[39m | \u001b[39m20.72    \u001b[39m | \u001b[39m1.786    \u001b[39m | \u001b[39m1.697    \u001b[39m | \u001b[39m7.846    \u001b[39m | \u001b[39m16.6     \u001b[39m | \u001b[39m19.1     \u001b[39m | \u001b[39m10.68    \u001b[39m | \u001b[39m0.7399   \u001b[39m | \u001b[39m0.2074   \u001b[39m | \u001b[39m9.234    \u001b[39m | \u001b[39m10.74    \u001b[39m | \u001b[39m0.04796  \u001b[39m | \u001b[39m0.4882   \u001b[39m | \u001b[39m0.6798   \u001b[39m | \u001b[39m165.7    \u001b[39m | \u001b[39m0.9887   \u001b[39m | \u001b[39m46.88    \u001b[39m | \u001b[39m5.852    \u001b[39m | \u001b[39m10.86    \u001b[39m | \u001b[39m80.46    \u001b[39m | \u001b[39m81.71    \u001b[39m | \u001b[39m11.18    \u001b[39m | \u001b[39m0.8274   \u001b[39m | \u001b[39m0.7372   \u001b[39m | \u001b[39m1.132    \u001b[39m | \u001b[39m12.71    \u001b[39m | \u001b[39m3.57     \u001b[39m | \u001b[39m47.42    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:51,602 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.7129, R²: 0.6172\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m323      \u001b[39m | \u001b[39m-0.7129  \u001b[39m | \u001b[39m6.398e+03\u001b[39m | \u001b[39m15.31    \u001b[39m | \u001b[39m0.155    \u001b[39m | \u001b[39m0.4044   \u001b[39m | \u001b[39m2.818    \u001b[39m | \u001b[39m1.184    \u001b[39m | \u001b[39m1.886    \u001b[39m | \u001b[39m71.8     \u001b[39m | \u001b[39m1.575    \u001b[39m | \u001b[39m12.92    \u001b[39m | \u001b[39m6.783    \u001b[39m | \u001b[39m1.125    \u001b[39m | \u001b[39m11.32    \u001b[39m | \u001b[39m24.74    \u001b[39m | \u001b[39m14.28    \u001b[39m | \u001b[39m9.161    \u001b[39m | \u001b[39m0.9241   \u001b[39m | \u001b[39m0.06286  \u001b[39m | \u001b[39m18.4     \u001b[39m | \u001b[39m0.1919   \u001b[39m | \u001b[39m0.6112   \u001b[39m | \u001b[39m0.38     \u001b[39m | \u001b[39m0.1495   \u001b[39m | \u001b[39m95.98    \u001b[39m | \u001b[39m0.4007   \u001b[39m | \u001b[39m102.2    \u001b[39m | \u001b[39m8.982    \u001b[39m | \u001b[39m15.25    \u001b[39m | \u001b[39m93.45    \u001b[39m | \u001b[39m84.72    \u001b[39m | \u001b[39m24.16    \u001b[39m | \u001b[39m0.4107   \u001b[39m | \u001b[39m0.3046   \u001b[39m | \u001b[39m2.214    \u001b[39m | \u001b[39m12.34    \u001b[39m | \u001b[39m4.24     \u001b[39m | \u001b[39m36.09    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:52,903 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7810, R²: 0.5406\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m324      \u001b[39m | \u001b[39m-0.781   \u001b[39m | \u001b[39m6.952e+04\u001b[39m | \u001b[39m36.03    \u001b[39m | \u001b[39m0.1429   \u001b[39m | \u001b[39m0.8195   \u001b[39m | \u001b[39m3.373    \u001b[39m | \u001b[39m2.563    \u001b[39m | \u001b[39m0.3804   \u001b[39m | \u001b[39m97.06    \u001b[39m | \u001b[39m3.623    \u001b[39m | \u001b[39m40.48    \u001b[39m | \u001b[39m2.354    \u001b[39m | \u001b[39m1.512    \u001b[39m | \u001b[39m27.37    \u001b[39m | \u001b[39m26.55    \u001b[39m | \u001b[39m17.87    \u001b[39m | \u001b[39m12.47    \u001b[39m | \u001b[39m0.92     \u001b[39m | \u001b[39m0.3517   \u001b[39m | \u001b[39m64.45    \u001b[39m | \u001b[39m33.45    \u001b[39m | \u001b[39m0.1507   \u001b[39m | \u001b[39m0.8469   \u001b[39m | \u001b[39m0.2313   \u001b[39m | \u001b[39m181.1    \u001b[39m | \u001b[39m0.6449   \u001b[39m | \u001b[39m24.13    \u001b[39m | \u001b[39m33.62    \u001b[39m | \u001b[39m13.52    \u001b[39m | \u001b[39m92.64    \u001b[39m | \u001b[39m94.13    \u001b[39m | \u001b[39m13.02    \u001b[39m | \u001b[39m0.122    \u001b[39m | \u001b[39m0.05581  \u001b[39m | \u001b[39m1.473    \u001b[39m | \u001b[39m10.17    \u001b[39m | \u001b[39m2.102    \u001b[39m | \u001b[39m8.858    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:54,208 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.8849, R²: 0.4102\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m325      \u001b[39m | \u001b[39m-0.8849  \u001b[39m | \u001b[39m5.167e+04\u001b[39m | \u001b[39m19.89    \u001b[39m | \u001b[39m0.1643   \u001b[39m | \u001b[39m0.01585  \u001b[39m | \u001b[39m3.542    \u001b[39m | \u001b[39m4.606    \u001b[39m | \u001b[39m0.7425   \u001b[39m | \u001b[39m27.85    \u001b[39m | \u001b[39m8.204    \u001b[39m | \u001b[39m26.07    \u001b[39m | \u001b[39m5.468    \u001b[39m | \u001b[39m0.3194   \u001b[39m | \u001b[39m25.37    \u001b[39m | \u001b[39m4.416    \u001b[39m | \u001b[39m17.36    \u001b[39m | \u001b[39m8.918    \u001b[39m | \u001b[39m0.8729   \u001b[39m | \u001b[39m0.2544   \u001b[39m | \u001b[39m49.4     \u001b[39m | \u001b[39m0.2536   \u001b[39m | \u001b[39m0.2926   \u001b[39m | \u001b[39m0.8599   \u001b[39m | \u001b[39m0.2072   \u001b[39m | \u001b[39m116.7    \u001b[39m | \u001b[39m0.9214   \u001b[39m | \u001b[39m187.1    \u001b[39m | \u001b[39m81.2     \u001b[39m | \u001b[39m7.031    \u001b[39m | \u001b[39m91.72    \u001b[39m | \u001b[39m89.28    \u001b[39m | \u001b[39m16.29    \u001b[39m | \u001b[39m0.2432   \u001b[39m | \u001b[39m0.0973   \u001b[39m | \u001b[39m2.279    \u001b[39m | \u001b[39m12.49    \u001b[39m | \u001b[39m1.826    \u001b[39m | \u001b[39m44.9     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:54,826 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.6600, R²: 0.6719\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m326      \u001b[39m | \u001b[39m-0.66    \u001b[39m | \u001b[39m8.601e+04\u001b[39m | \u001b[39m13.16    \u001b[39m | \u001b[39m0.2601   \u001b[39m | \u001b[39m0.7653   \u001b[39m | \u001b[39m4.122    \u001b[39m | \u001b[39m2.99     \u001b[39m | \u001b[39m2.973    \u001b[39m | \u001b[39m95.61    \u001b[39m | \u001b[39m9.16     \u001b[39m | \u001b[39m29.33    \u001b[39m | \u001b[39m0.3127   \u001b[39m | \u001b[39m1.41     \u001b[39m | \u001b[39m36.96    \u001b[39m | \u001b[39m2.387    \u001b[39m | \u001b[39m19.98    \u001b[39m | \u001b[39m11.05    \u001b[39m | \u001b[39m0.9216   \u001b[39m | \u001b[39m0.3247   \u001b[39m | \u001b[39m64.95    \u001b[39m | \u001b[39m31.27    \u001b[39m | \u001b[39m0.5503   \u001b[39m | \u001b[39m0.6007   \u001b[39m | \u001b[39m0.7786   \u001b[39m | \u001b[39m43.07    \u001b[39m | \u001b[39m0.4712   \u001b[39m | \u001b[39m148.0    \u001b[39m | \u001b[39m7.012    \u001b[39m | \u001b[39m17.12    \u001b[39m | \u001b[39m81.8     \u001b[39m | \u001b[39m86.8     \u001b[39m | \u001b[39m19.04    \u001b[39m | \u001b[39m0.6001   \u001b[39m | \u001b[39m0.02628  \u001b[39m | \u001b[39m2.004    \u001b[39m | \u001b[39m12.69    \u001b[39m | \u001b[39m2.284    \u001b[39m | \u001b[39m96.21    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:55,804 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0750, R²: 0.9958\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m327      \u001b[39m | \u001b[39m-0.07499 \u001b[39m | \u001b[39m5.205e+04\u001b[39m | \u001b[39m20.83    \u001b[39m | \u001b[39m0.1119   \u001b[39m | \u001b[39m0.7509   \u001b[39m | \u001b[39m3.253    \u001b[39m | \u001b[39m2.929    \u001b[39m | \u001b[39m1.422    \u001b[39m | \u001b[39m23.19    \u001b[39m | \u001b[39m2.696    \u001b[39m | \u001b[39m23.69    \u001b[39m | \u001b[39m9.488    \u001b[39m | \u001b[39m3.915    \u001b[39m | \u001b[39m37.24    \u001b[39m | \u001b[39m17.56    \u001b[39m | \u001b[39m6.564    \u001b[39m | \u001b[39m9.495    \u001b[39m | \u001b[39m0.8469   \u001b[39m | \u001b[39m0.03635  \u001b[39m | \u001b[39m53.4     \u001b[39m | \u001b[39m21.02    \u001b[39m | \u001b[39m0.2881   \u001b[39m | \u001b[39m0.3069   \u001b[39m | \u001b[39m0.6323   \u001b[39m | \u001b[39m49.85    \u001b[39m | \u001b[39m0.5485   \u001b[39m | \u001b[39m16.11    \u001b[39m | \u001b[39m30.65    \u001b[39m | \u001b[39m10.42    \u001b[39m | \u001b[39m89.71    \u001b[39m | \u001b[39m79.86    \u001b[39m | \u001b[39m18.25    \u001b[39m | \u001b[39m0.03074  \u001b[39m | \u001b[39m0.1203   \u001b[39m | \u001b[39m2.274    \u001b[39m | \u001b[39m8.802    \u001b[39m | \u001b[39m2.669    \u001b[39m | \u001b[39m38.39    \u001b[39m |\n"
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:39:56,843 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.8433, R²: 0.4643\n"
     ]
    },
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      "| \u001b[39m328      \u001b[39m | \u001b[39m-0.8433  \u001b[39m | \u001b[39m5.243e+04\u001b[39m | \u001b[39m29.66    \u001b[39m | \u001b[39m0.1258   \u001b[39m | \u001b[39m0.446    \u001b[39m | \u001b[39m3.089    \u001b[39m | \u001b[39m3.816    \u001b[39m | \u001b[39m0.2422   \u001b[39m | \u001b[39m85.64    \u001b[39m | \u001b[39m7.794    \u001b[39m | \u001b[39m6.947    \u001b[39m | \u001b[39m8.955    \u001b[39m | \u001b[39m3.408    \u001b[39m | \u001b[39m9.941    \u001b[39m | \u001b[39m10.58    \u001b[39m | \u001b[39m9.508    \u001b[39m | \u001b[39m12.63    \u001b[39m | \u001b[39m0.7967   \u001b[39m | \u001b[39m0.2589   \u001b[39m | \u001b[39m20.03    \u001b[39m | \u001b[39m11.79    \u001b[39m | \u001b[39m0.1845   \u001b[39m | \u001b[39m0.02506  \u001b[39m | \u001b[39m0.763    \u001b[39m | \u001b[39m151.7    \u001b[39m | \u001b[39m0.612    \u001b[39m | \u001b[39m187.8    \u001b[39m | \u001b[39m36.91    \u001b[39m | \u001b[39m18.04    \u001b[39m | \u001b[39m92.03    \u001b[39m | \u001b[39m91.13    \u001b[39m | \u001b[39m24.43    \u001b[39m | \u001b[39m0.8479   \u001b[39m | \u001b[39m0.0996   \u001b[39m | \u001b[39m1.664    \u001b[39m | \u001b[39m12.48    \u001b[39m | \u001b[39m4.773    \u001b[39m | \u001b[39m31.48    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:39:57,378 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2263, R²: 0.9614\n"
     ]
    },
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      "| \u001b[39m329      \u001b[39m | \u001b[39m-0.2263  \u001b[39m | \u001b[39m8.531e+04\u001b[39m | \u001b[39m43.32    \u001b[39m | \u001b[39m0.02353  \u001b[39m | \u001b[39m0.8062   \u001b[39m | \u001b[39m4.309    \u001b[39m | \u001b[39m3.297    \u001b[39m | \u001b[39m0.9996   \u001b[39m | \u001b[39m39.69    \u001b[39m | \u001b[39m5.372    \u001b[39m | \u001b[39m42.0     \u001b[39m | \u001b[39m0.7851   \u001b[39m | \u001b[39m0.1438   \u001b[39m | \u001b[39m28.78    \u001b[39m | \u001b[39m29.9     \u001b[39m | \u001b[39m12.06    \u001b[39m | \u001b[39m9.498    \u001b[39m | \u001b[39m0.973    \u001b[39m | \u001b[39m0.3766   \u001b[39m | \u001b[39m59.54    \u001b[39m | \u001b[39m14.44    \u001b[39m | \u001b[39m0.8375   \u001b[39m | \u001b[39m0.9823   \u001b[39m | \u001b[39m0.9283   \u001b[39m | \u001b[39m132.8    \u001b[39m | \u001b[39m0.1054   \u001b[39m | \u001b[39m137.0    \u001b[39m | \u001b[39m58.04    \u001b[39m | \u001b[39m9.467    \u001b[39m | \u001b[39m90.39    \u001b[39m | \u001b[39m86.76    \u001b[39m | \u001b[39m20.34    \u001b[39m | \u001b[39m0.608    \u001b[39m | \u001b[39m0.451    \u001b[39m | \u001b[39m2.225    \u001b[39m | \u001b[39m7.283    \u001b[39m | \u001b[39m2.107    \u001b[39m | \u001b[39m60.84    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:39:58,143 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.2969, R²: 0.9336\n"
     ]
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      "| \u001b[39m330      \u001b[39m | \u001b[39m-0.2969  \u001b[39m | \u001b[39m8.037e+04\u001b[39m | \u001b[39m30.28    \u001b[39m | \u001b[39m0.2345   \u001b[39m | \u001b[39m0.489    \u001b[39m | \u001b[39m3.169    \u001b[39m | \u001b[39m4.877    \u001b[39m | \u001b[39m1.057    \u001b[39m | \u001b[39m62.97    \u001b[39m | \u001b[39m4.705    \u001b[39m | \u001b[39m47.28    \u001b[39m | \u001b[39m8.71     \u001b[39m | \u001b[39m1.085    \u001b[39m | \u001b[39m34.53    \u001b[39m | \u001b[39m22.89    \u001b[39m | \u001b[39m7.517    \u001b[39m | \u001b[39m12.68    \u001b[39m | \u001b[39m0.8203   \u001b[39m | \u001b[39m0.07771  \u001b[39m | \u001b[39m41.43    \u001b[39m | \u001b[39m11.69    \u001b[39m | \u001b[39m0.8966   \u001b[39m | \u001b[39m0.3739   \u001b[39m | \u001b[39m0.516    \u001b[39m | \u001b[39m88.32    \u001b[39m | \u001b[39m0.4419   \u001b[39m | \u001b[39m131.6    \u001b[39m | \u001b[39m94.75    \u001b[39m | \u001b[39m8.249    \u001b[39m | \u001b[39m80.87    \u001b[39m | \u001b[39m86.55    \u001b[39m | \u001b[39m16.61    \u001b[39m | \u001b[39m0.1215   \u001b[39m | \u001b[39m0.5213   \u001b[39m | \u001b[39m0.7606   \u001b[39m | \u001b[39m12.53    \u001b[39m | \u001b[39m3.624    \u001b[39m | \u001b[39m81.77    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:39:59,189 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 0.8486, R²: 0.4575\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m331      \u001b[39m | \u001b[39m-0.8486  \u001b[39m | \u001b[39m5.278e+04\u001b[39m | \u001b[39m34.03    \u001b[39m | \u001b[39m0.1832   \u001b[39m | \u001b[39m0.1167   \u001b[39m | \u001b[39m2.705    \u001b[39m | \u001b[39m3.185    \u001b[39m | \u001b[39m1.929    \u001b[39m | \u001b[39m27.91    \u001b[39m | \u001b[39m5.881    \u001b[39m | \u001b[39m16.5     \u001b[39m | \u001b[39m9.432    \u001b[39m | \u001b[39m0.2515   \u001b[39m | \u001b[39m42.11    \u001b[39m | \u001b[39m5.112    \u001b[39m | \u001b[39m7.696    \u001b[39m | \u001b[39m8.357    \u001b[39m | \u001b[39m0.8475   \u001b[39m | \u001b[39m0.3729   \u001b[39m | \u001b[39m79.8     \u001b[39m | \u001b[39m19.19    \u001b[39m | \u001b[39m0.5785   \u001b[39m | \u001b[39m0.9443   \u001b[39m | \u001b[39m0.05795  \u001b[39m | \u001b[39m31.3     \u001b[39m | \u001b[39m0.6763   \u001b[39m | \u001b[39m50.04    \u001b[39m | \u001b[39m81.95    \u001b[39m | \u001b[39m11.79    \u001b[39m | \u001b[39m82.76    \u001b[39m | \u001b[39m91.84    \u001b[39m | \u001b[39m5.05     \u001b[39m | \u001b[39m0.5991   \u001b[39m | \u001b[39m0.1335   \u001b[39m | \u001b[39m0.4748   \u001b[39m | \u001b[39m12.83    \u001b[39m | \u001b[39m1.735    \u001b[39m | \u001b[39m23.3     \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:40:00,382 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8733, R²: 0.4255\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m332      \u001b[39m | \u001b[39m-0.8733  \u001b[39m | \u001b[39m1.981e+04\u001b[39m | \u001b[39m33.67    \u001b[39m | \u001b[39m0.01376  \u001b[39m | \u001b[39m0.4538   \u001b[39m | \u001b[39m4.97     \u001b[39m | \u001b[39m1.282    \u001b[39m | \u001b[39m2.757    \u001b[39m | \u001b[39m20.0     \u001b[39m | \u001b[39m4.847    \u001b[39m | \u001b[39m12.98    \u001b[39m | \u001b[39m3.169    \u001b[39m | \u001b[39m1.502    \u001b[39m | \u001b[39m35.02    \u001b[39m | \u001b[39m21.24    \u001b[39m | \u001b[39m9.977    \u001b[39m | \u001b[39m11.39    \u001b[39m | \u001b[39m0.6199   \u001b[39m | \u001b[39m0.3472   \u001b[39m | \u001b[39m32.6     \u001b[39m | \u001b[39m13.13    \u001b[39m | \u001b[39m0.7736   \u001b[39m | \u001b[39m0.1168   \u001b[39m | \u001b[39m0.5129   \u001b[39m | \u001b[39m16.47    \u001b[39m | \u001b[39m0.3225   \u001b[39m | \u001b[39m91.28    \u001b[39m | \u001b[39m64.76    \u001b[39m | \u001b[39m18.22    \u001b[39m | \u001b[39m90.29    \u001b[39m | \u001b[39m94.89    \u001b[39m | \u001b[39m23.71    \u001b[39m | \u001b[39m0.5545   \u001b[39m | \u001b[39m0.4284   \u001b[39m | \u001b[39m1.131    \u001b[39m | \u001b[39m7.762    \u001b[39m | \u001b[39m1.637    \u001b[39m | \u001b[39m43.18    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:01,322 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4418, R²: 0.8530\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m333      \u001b[39m | \u001b[39m-0.4418  \u001b[39m | \u001b[39m1.936e+04\u001b[39m | \u001b[39m29.45    \u001b[39m | \u001b[39m0.04141  \u001b[39m | \u001b[39m0.03127  \u001b[39m | \u001b[39m4.853    \u001b[39m | \u001b[39m1.065    \u001b[39m | \u001b[39m0.4744   \u001b[39m | \u001b[39m54.15    \u001b[39m | \u001b[39m8.441    \u001b[39m | \u001b[39m43.11    \u001b[39m | \u001b[39m1.312    \u001b[39m | \u001b[39m1.444    \u001b[39m | \u001b[39m23.34    \u001b[39m | \u001b[39m10.49    \u001b[39m | \u001b[39m27.79    \u001b[39m | \u001b[39m9.348    \u001b[39m | \u001b[39m0.9754   \u001b[39m | \u001b[39m0.283    \u001b[39m | \u001b[39m32.81    \u001b[39m | \u001b[39m23.43    \u001b[39m | \u001b[39m0.6563   \u001b[39m | \u001b[39m0.2912   \u001b[39m | \u001b[39m0.7181   \u001b[39m | \u001b[39m21.39    \u001b[39m | \u001b[39m0.1659   \u001b[39m | \u001b[39m77.09    \u001b[39m | \u001b[39m89.27    \u001b[39m | \u001b[39m14.28    \u001b[39m | \u001b[39m89.82    \u001b[39m | \u001b[39m84.56    \u001b[39m | \u001b[39m11.87    \u001b[39m | \u001b[39m0.7351   \u001b[39m | \u001b[39m0.9705   \u001b[39m | \u001b[39m0.4587   \u001b[39m | \u001b[39m8.592    \u001b[39m | \u001b[39m3.899    \u001b[39m | \u001b[39m57.32    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:01,970 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8041, R²: 0.5130\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m334      \u001b[39m | \u001b[39m-0.8041  \u001b[39m | \u001b[39m7.803e+04\u001b[39m | \u001b[39m26.2     \u001b[39m | \u001b[39m0.0727   \u001b[39m | \u001b[39m0.1958   \u001b[39m | \u001b[39m4.561    \u001b[39m | \u001b[39m4.045    \u001b[39m | \u001b[39m1.965    \u001b[39m | \u001b[39m9.804    \u001b[39m | \u001b[39m6.767    \u001b[39m | \u001b[39m16.45    \u001b[39m | \u001b[39m9.344    \u001b[39m | \u001b[39m1.892    \u001b[39m | \u001b[39m40.2     \u001b[39m | \u001b[39m20.51    \u001b[39m | \u001b[39m18.63    \u001b[39m | \u001b[39m8.718    \u001b[39m | \u001b[39m0.9565   \u001b[39m | \u001b[39m0.3723   \u001b[39m | \u001b[39m58.72    \u001b[39m | \u001b[39m32.81    \u001b[39m | \u001b[39m0.7333   \u001b[39m | \u001b[39m0.6624   \u001b[39m | \u001b[39m0.5469   \u001b[39m | \u001b[39m18.11    \u001b[39m | \u001b[39m0.6675   \u001b[39m | \u001b[39m35.53    \u001b[39m | \u001b[39m53.12    \u001b[39m | \u001b[39m18.81    \u001b[39m | \u001b[39m94.04    \u001b[39m | \u001b[39m91.09    \u001b[39m | \u001b[39m10.52    \u001b[39m | \u001b[39m0.6161   \u001b[39m | \u001b[39m0.1285   \u001b[39m | \u001b[39m2.018    \u001b[39m | \u001b[39m8.606    \u001b[39m | \u001b[39m1.886    \u001b[39m | \u001b[39m55.08    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:02,909 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m335      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m7.715e+04\u001b[39m | \u001b[39m46.92    \u001b[39m | \u001b[39m0.2651   \u001b[39m | \u001b[39m0.1939   \u001b[39m | \u001b[39m4.065    \u001b[39m | \u001b[39m2.035    \u001b[39m | \u001b[39m1.497    \u001b[39m | \u001b[39m97.61    \u001b[39m | \u001b[39m6.647    \u001b[39m | \u001b[39m49.07    \u001b[39m | \u001b[39m9.916    \u001b[39m | \u001b[39m3.456    \u001b[39m | \u001b[39m25.45    \u001b[39m | \u001b[39m17.32    \u001b[39m | \u001b[39m17.36    \u001b[39m | \u001b[39m8.911    \u001b[39m | \u001b[39m0.7998   \u001b[39m | \u001b[39m0.2898   \u001b[39m | \u001b[39m21.63    \u001b[39m | \u001b[39m16.32    \u001b[39m | \u001b[39m0.7381   \u001b[39m | \u001b[39m0.8104   \u001b[39m | \u001b[39m0.8901   \u001b[39m | \u001b[39m167.4    \u001b[39m | \u001b[39m0.5405   \u001b[39m | \u001b[39m61.03    \u001b[39m | \u001b[39m23.3     \u001b[39m | \u001b[39m11.86    \u001b[39m | \u001b[39m82.35    \u001b[39m | \u001b[39m84.22    \u001b[39m | \u001b[39m17.81    \u001b[39m | \u001b[39m0.7547   \u001b[39m | \u001b[39m0.1108   \u001b[39m | \u001b[39m2.162    \u001b[39m | \u001b[39m7.861    \u001b[39m | \u001b[39m1.495    \u001b[39m | \u001b[39m25.75    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:03,843 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.0302, R²: 0.2006\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m336      \u001b[39m | \u001b[39m-1.03    \u001b[39m | \u001b[39m2.766e+04\u001b[39m | \u001b[39m44.46    \u001b[39m | \u001b[39m0.07028  \u001b[39m | \u001b[39m0.3413   \u001b[39m | \u001b[39m3.786    \u001b[39m | \u001b[39m1.451    \u001b[39m | \u001b[39m1.322    \u001b[39m | \u001b[39m53.84    \u001b[39m | \u001b[39m6.574    \u001b[39m | \u001b[39m46.27    \u001b[39m | \u001b[39m7.168    \u001b[39m | \u001b[39m0.3582   \u001b[39m | \u001b[39m7.163    \u001b[39m | \u001b[39m11.47    \u001b[39m | \u001b[39m17.99    \u001b[39m | \u001b[39m8.859    \u001b[39m | \u001b[39m0.9757   \u001b[39m | \u001b[39m0.2209   \u001b[39m | \u001b[39m95.18    \u001b[39m | \u001b[39m22.12    \u001b[39m | \u001b[39m0.8009   \u001b[39m | \u001b[39m0.8475   \u001b[39m | \u001b[39m0.5077   \u001b[39m | \u001b[39m166.9    \u001b[39m | \u001b[39m0.1621   \u001b[39m | \u001b[39m179.0    \u001b[39m | \u001b[39m26.39    \u001b[39m | \u001b[39m17.16    \u001b[39m | \u001b[39m86.25    \u001b[39m | \u001b[39m94.9     \u001b[39m | \u001b[39m23.79    \u001b[39m | \u001b[39m0.8754   \u001b[39m | \u001b[39m0.3624   \u001b[39m | \u001b[39m1.224    \u001b[39m | \u001b[39m11.46    \u001b[39m | \u001b[39m3.367    \u001b[39m | \u001b[39m90.15    \u001b[39m |\n"
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    {
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     "output_type": "stream",
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      "2025-04-09 17:40:04,437 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.3302, R²: 0.9179\n"
     ]
    },
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      "| \u001b[39m337      \u001b[39m | \u001b[39m-0.3302  \u001b[39m | \u001b[39m6.144e+04\u001b[39m | \u001b[39m10.46    \u001b[39m | \u001b[39m0.0443   \u001b[39m | \u001b[39m0.6138   \u001b[39m | \u001b[39m1.955    \u001b[39m | \u001b[39m1.428    \u001b[39m | \u001b[39m1.529    \u001b[39m | \u001b[39m15.21    \u001b[39m | \u001b[39m7.832    \u001b[39m | \u001b[39m17.88    \u001b[39m | \u001b[39m3.213    \u001b[39m | \u001b[39m1.557    \u001b[39m | \u001b[39m15.22    \u001b[39m | \u001b[39m22.19    \u001b[39m | \u001b[39m17.02    \u001b[39m | \u001b[39m10.93    \u001b[39m | \u001b[39m0.8227   \u001b[39m | \u001b[39m0.1542   \u001b[39m | \u001b[39m24.46    \u001b[39m | \u001b[39m28.09    \u001b[39m | \u001b[39m0.8997   \u001b[39m | \u001b[39m0.3101   \u001b[39m | \u001b[39m0.1168   \u001b[39m | \u001b[39m185.4    \u001b[39m | \u001b[39m0.9521   \u001b[39m | \u001b[39m125.2    \u001b[39m | \u001b[39m8.125    \u001b[39m | \u001b[39m9.383    \u001b[39m | \u001b[39m88.79    \u001b[39m | \u001b[39m86.9     \u001b[39m | \u001b[39m8.113    \u001b[39m | \u001b[39m0.07247  \u001b[39m | \u001b[39m0.8023   \u001b[39m | \u001b[39m2.02     \u001b[39m | \u001b[39m12.49    \u001b[39m | \u001b[39m1.38     \u001b[39m | \u001b[39m37.93    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:40:05,374 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.7561, R²: 0.5693\n"
     ]
    },
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      "| \u001b[39m338      \u001b[39m | \u001b[39m-0.7561  \u001b[39m | \u001b[39m5.041e+04\u001b[39m | \u001b[39m43.09    \u001b[39m | \u001b[39m0.06247  \u001b[39m | \u001b[39m0.4969   \u001b[39m | \u001b[39m4.544    \u001b[39m | \u001b[39m2.103    \u001b[39m | \u001b[39m1.754    \u001b[39m | \u001b[39m71.57    \u001b[39m | \u001b[39m1.777    \u001b[39m | \u001b[39m22.59    \u001b[39m | \u001b[39m5.584    \u001b[39m | \u001b[39m0.8093   \u001b[39m | \u001b[39m40.74    \u001b[39m | \u001b[39m20.12    \u001b[39m | \u001b[39m14.99    \u001b[39m | \u001b[39m12.73    \u001b[39m | \u001b[39m0.7902   \u001b[39m | \u001b[39m0.1587   \u001b[39m | \u001b[39m3.239    \u001b[39m | \u001b[39m25.71    \u001b[39m | \u001b[39m0.6104   \u001b[39m | \u001b[39m0.05528  \u001b[39m | \u001b[39m0.3991   \u001b[39m | \u001b[39m199.8    \u001b[39m | \u001b[39m0.0386   \u001b[39m | \u001b[39m58.67    \u001b[39m | \u001b[39m25.64    \u001b[39m | \u001b[39m9.624    \u001b[39m | \u001b[39m87.74    \u001b[39m | \u001b[39m75.32    \u001b[39m | \u001b[39m9.493    \u001b[39m | \u001b[39m0.6631   \u001b[39m | \u001b[39m0.4817   \u001b[39m | \u001b[39m1.341    \u001b[39m | \u001b[39m7.509    \u001b[39m | \u001b[39m1.765    \u001b[39m | \u001b[39m98.15    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:40:05,800 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.8285, R²: 0.4830\n"
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      "| \u001b[39m339      \u001b[39m | \u001b[39m-0.8285  \u001b[39m | \u001b[39m8.391e+04\u001b[39m | \u001b[39m17.15    \u001b[39m | \u001b[39m0.2364   \u001b[39m | \u001b[39m0.2243   \u001b[39m | \u001b[39m2.063    \u001b[39m | \u001b[39m1.405    \u001b[39m | \u001b[39m2.352    \u001b[39m | \u001b[39m66.36    \u001b[39m | \u001b[39m1.726    \u001b[39m | \u001b[39m41.12    \u001b[39m | \u001b[39m8.267    \u001b[39m | \u001b[39m3.746    \u001b[39m | \u001b[39m4.622    \u001b[39m | \u001b[39m27.3     \u001b[39m | \u001b[39m23.3     \u001b[39m | \u001b[39m10.77    \u001b[39m | \u001b[39m0.9024   \u001b[39m | \u001b[39m0.3208   \u001b[39m | \u001b[39m3.093    \u001b[39m | \u001b[39m1.548    \u001b[39m | \u001b[39m0.2348   \u001b[39m | \u001b[39m0.6998   \u001b[39m | \u001b[39m0.0226   \u001b[39m | \u001b[39m166.3    \u001b[39m | \u001b[39m0.3715   \u001b[39m | \u001b[39m33.26    \u001b[39m | \u001b[39m47.87    \u001b[39m | \u001b[39m14.61    \u001b[39m | \u001b[39m91.34    \u001b[39m | \u001b[39m75.13    \u001b[39m | \u001b[39m15.35    \u001b[39m | \u001b[39m0.9512   \u001b[39m | \u001b[39m0.7145   \u001b[39m | \u001b[39m1.148    \u001b[39m | \u001b[39m9.367    \u001b[39m | \u001b[39m1.682    \u001b[39m | \u001b[39m72.34    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:40:07,137 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.3196, R²: 0.9231\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m340      \u001b[39m | \u001b[39m-0.3196  \u001b[39m | \u001b[39m5.561e+04\u001b[39m | \u001b[39m10.71    \u001b[39m | \u001b[39m0.1164   \u001b[39m | \u001b[39m0.8306   \u001b[39m | \u001b[39m1.68     \u001b[39m | \u001b[39m3.106    \u001b[39m | \u001b[39m0.7961   \u001b[39m | \u001b[39m31.87    \u001b[39m | \u001b[39m9.708    \u001b[39m | \u001b[39m19.8     \u001b[39m | \u001b[39m8.526    \u001b[39m | \u001b[39m3.662    \u001b[39m | \u001b[39m19.01    \u001b[39m | \u001b[39m26.93    \u001b[39m | \u001b[39m22.21    \u001b[39m | \u001b[39m11.56    \u001b[39m | \u001b[39m0.6136   \u001b[39m | \u001b[39m0.3613   \u001b[39m | \u001b[39m51.61    \u001b[39m | \u001b[39m31.11    \u001b[39m | \u001b[39m0.4269   \u001b[39m | \u001b[39m0.8722   \u001b[39m | \u001b[39m0.4254   \u001b[39m | \u001b[39m16.14    \u001b[39m | \u001b[39m0.9289   \u001b[39m | \u001b[39m194.5    \u001b[39m | \u001b[39m54.33    \u001b[39m | \u001b[39m19.8     \u001b[39m | \u001b[39m81.03    \u001b[39m | \u001b[39m81.96    \u001b[39m | \u001b[39m17.53    \u001b[39m | \u001b[39m0.7607   \u001b[39m | \u001b[39m0.7575   \u001b[39m | \u001b[39m1.167    \u001b[39m | \u001b[39m11.16    \u001b[39m | \u001b[39m4.647    \u001b[39m | \u001b[39m87.68    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:40:07,559 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2733, R²: 0.9437\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m341      \u001b[39m | \u001b[39m-0.2733  \u001b[39m | \u001b[39m8.386e+04\u001b[39m | \u001b[39m35.64    \u001b[39m | \u001b[39m0.1969   \u001b[39m | \u001b[39m0.6662   \u001b[39m | \u001b[39m2.528    \u001b[39m | \u001b[39m1.437    \u001b[39m | \u001b[39m2.107    \u001b[39m | \u001b[39m45.67    \u001b[39m | \u001b[39m7.877    \u001b[39m | \u001b[39m7.903    \u001b[39m | \u001b[39m2.174    \u001b[39m | \u001b[39m3.751    \u001b[39m | \u001b[39m11.56    \u001b[39m | \u001b[39m29.78    \u001b[39m | \u001b[39m20.49    \u001b[39m | \u001b[39m10.23    \u001b[39m | \u001b[39m0.8921   \u001b[39m | \u001b[39m0.0001679\u001b[39m | \u001b[39m83.68    \u001b[39m | \u001b[39m30.28    \u001b[39m | \u001b[39m0.1454   \u001b[39m | \u001b[39m0.5468   \u001b[39m | \u001b[39m0.5438   \u001b[39m | \u001b[39m55.96    \u001b[39m | \u001b[39m0.134    \u001b[39m | \u001b[39m157.7    \u001b[39m | \u001b[39m51.55    \u001b[39m | \u001b[39m15.66    \u001b[39m | \u001b[39m91.86    \u001b[39m | \u001b[39m93.27    \u001b[39m | \u001b[39m23.83    \u001b[39m | \u001b[39m0.45     \u001b[39m | \u001b[39m0.6081   \u001b[39m | \u001b[39m1.994    \u001b[39m | \u001b[39m7.448    \u001b[39m | \u001b[39m2.164    \u001b[39m | \u001b[39m98.86    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:40:08,079 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.3952, R²: 0.8823\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m342      \u001b[39m | \u001b[39m-0.3952  \u001b[39m | \u001b[39m3.98e+04 \u001b[39m | \u001b[39m39.55    \u001b[39m | \u001b[39m0.1503   \u001b[39m | \u001b[39m0.8178   \u001b[39m | \u001b[39m2.88     \u001b[39m | \u001b[39m1.92     \u001b[39m | \u001b[39m0.6936   \u001b[39m | \u001b[39m32.01    \u001b[39m | \u001b[39m7.773    \u001b[39m | \u001b[39m31.52    \u001b[39m | \u001b[39m5.694    \u001b[39m | \u001b[39m3.01     \u001b[39m | \u001b[39m26.55    \u001b[39m | \u001b[39m28.24    \u001b[39m | \u001b[39m7.628    \u001b[39m | \u001b[39m8.265    \u001b[39m | \u001b[39m0.9542   \u001b[39m | \u001b[39m0.3726   \u001b[39m | \u001b[39m48.54    \u001b[39m | \u001b[39m35.01    \u001b[39m | \u001b[39m0.625    \u001b[39m | \u001b[39m0.1942   \u001b[39m | \u001b[39m0.8135   \u001b[39m | \u001b[39m156.8    \u001b[39m | \u001b[39m0.9255   \u001b[39m | \u001b[39m21.85    \u001b[39m | \u001b[39m59.49    \u001b[39m | \u001b[39m13.47    \u001b[39m | \u001b[39m82.62    \u001b[39m | \u001b[39m75.24    \u001b[39m | \u001b[39m14.72    \u001b[39m | \u001b[39m0.7544   \u001b[39m | \u001b[39m0.4364   \u001b[39m | \u001b[39m2.07     \u001b[39m | \u001b[39m11.71    \u001b[39m | \u001b[39m1.174    \u001b[39m | \u001b[39m51.79    \u001b[39m |\n"
     ]
    },
    {
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      "2025-04-09 17:40:09,278 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.5097, R²: 0.8043\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m343      \u001b[39m | \u001b[39m-0.5097  \u001b[39m | \u001b[39m4.186e+04\u001b[39m | \u001b[39m16.39    \u001b[39m | \u001b[39m0.2943   \u001b[39m | \u001b[39m0.7101   \u001b[39m | \u001b[39m3.369    \u001b[39m | \u001b[39m1.307    \u001b[39m | \u001b[39m0.98     \u001b[39m | \u001b[39m59.47    \u001b[39m | \u001b[39m5.75     \u001b[39m | \u001b[39m47.73    \u001b[39m | \u001b[39m9.806    \u001b[39m | \u001b[39m3.327    \u001b[39m | \u001b[39m18.3     \u001b[39m | \u001b[39m23.85    \u001b[39m | \u001b[39m7.569    \u001b[39m | \u001b[39m7.172    \u001b[39m | \u001b[39m0.9461   \u001b[39m | \u001b[39m0.05533  \u001b[39m | \u001b[39m16.36    \u001b[39m | \u001b[39m35.21    \u001b[39m | \u001b[39m0.07282  \u001b[39m | \u001b[39m0.9884   \u001b[39m | \u001b[39m0.301    \u001b[39m | \u001b[39m177.4    \u001b[39m | \u001b[39m0.1284   \u001b[39m | \u001b[39m178.7    \u001b[39m | \u001b[39m93.23    \u001b[39m | \u001b[39m15.19    \u001b[39m | \u001b[39m83.52    \u001b[39m | \u001b[39m93.69    \u001b[39m | \u001b[39m23.95    \u001b[39m | \u001b[39m0.3105   \u001b[39m | \u001b[39m0.1435   \u001b[39m | \u001b[39m2.962    \u001b[39m | \u001b[39m11.4     \u001b[39m | \u001b[39m4.484    \u001b[39m | \u001b[39m65.81    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:09,712 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 0.8101, R²: 0.5057\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m344      \u001b[39m | \u001b[39m-0.8101  \u001b[39m | \u001b[39m3.797e+04\u001b[39m | \u001b[39m37.82    \u001b[39m | \u001b[39m0.08843  \u001b[39m | \u001b[39m0.3664   \u001b[39m | \u001b[39m3.942    \u001b[39m | \u001b[39m4.003    \u001b[39m | \u001b[39m0.8547   \u001b[39m | \u001b[39m32.88    \u001b[39m | \u001b[39m2.997    \u001b[39m | \u001b[39m21.07    \u001b[39m | \u001b[39m2.305    \u001b[39m | \u001b[39m3.577    \u001b[39m | \u001b[39m2.108    \u001b[39m | \u001b[39m17.93    \u001b[39m | \u001b[39m23.51    \u001b[39m | \u001b[39m12.69    \u001b[39m | \u001b[39m0.6281   \u001b[39m | \u001b[39m0.02903  \u001b[39m | \u001b[39m6.157    \u001b[39m | \u001b[39m19.97    \u001b[39m | \u001b[39m0.406    \u001b[39m | \u001b[39m0.5576   \u001b[39m | \u001b[39m0.4055   \u001b[39m | \u001b[39m110.1    \u001b[39m | \u001b[39m0.1264   \u001b[39m | \u001b[39m119.1    \u001b[39m | \u001b[39m38.31    \u001b[39m | \u001b[39m15.08    \u001b[39m | \u001b[39m88.35    \u001b[39m | \u001b[39m85.17    \u001b[39m | \u001b[39m13.55    \u001b[39m | \u001b[39m0.5267   \u001b[39m | \u001b[39m0.7279   \u001b[39m | \u001b[39m0.01358  \u001b[39m | \u001b[39m11.67    \u001b[39m | \u001b[39m1.342    \u001b[39m | \u001b[39m15.9     \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:40:10,682 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.8837, R²: 0.4118\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m345      \u001b[39m | \u001b[39m-0.8837  \u001b[39m | \u001b[39m8.748e+04\u001b[39m | \u001b[39m35.71    \u001b[39m | \u001b[39m0.2045   \u001b[39m | \u001b[39m0.4698   \u001b[39m | \u001b[39m4.546    \u001b[39m | \u001b[39m2.95     \u001b[39m | \u001b[39m1.457    \u001b[39m | \u001b[39m83.85    \u001b[39m | \u001b[39m9.084    \u001b[39m | \u001b[39m49.73    \u001b[39m | \u001b[39m0.9568   \u001b[39m | \u001b[39m3.378    \u001b[39m | \u001b[39m22.82    \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m13.06    \u001b[39m | \u001b[39m11.53    \u001b[39m | \u001b[39m0.9549   \u001b[39m | \u001b[39m0.09567  \u001b[39m | \u001b[39m91.1     \u001b[39m | \u001b[39m2.103    \u001b[39m | \u001b[39m0.2361   \u001b[39m | \u001b[39m0.008725 \u001b[39m | \u001b[39m0.6326   \u001b[39m | \u001b[39m176.6    \u001b[39m | \u001b[39m0.1865   \u001b[39m | \u001b[39m12.39    \u001b[39m | \u001b[39m79.88    \u001b[39m | \u001b[39m10.73    \u001b[39m | \u001b[39m82.12    \u001b[39m | \u001b[39m80.39    \u001b[39m | \u001b[39m8.635    \u001b[39m | \u001b[39m0.8727   \u001b[39m | \u001b[39m0.1048   \u001b[39m | \u001b[39m2.129    \u001b[39m | \u001b[39m12.78    \u001b[39m | \u001b[39m3.343    \u001b[39m | \u001b[39m25.2     \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:40:11,633 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.8597, R²: 0.4433\n"
     ]
    },
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      "| \u001b[39m346      \u001b[39m | \u001b[39m-0.8597  \u001b[39m | \u001b[39m1.014e+04\u001b[39m | \u001b[39m49.41    \u001b[39m | \u001b[39m0.06363  \u001b[39m | \u001b[39m0.01263  \u001b[39m | \u001b[39m4.483    \u001b[39m | \u001b[39m3.304    \u001b[39m | \u001b[39m0.208    \u001b[39m | \u001b[39m94.2     \u001b[39m | \u001b[39m8.339    \u001b[39m | \u001b[39m24.48    \u001b[39m | \u001b[39m3.726    \u001b[39m | \u001b[39m1.493    \u001b[39m | \u001b[39m9.783    \u001b[39m | \u001b[39m2.218    \u001b[39m | \u001b[39m22.97    \u001b[39m | \u001b[39m9.088    \u001b[39m | \u001b[39m0.8254   \u001b[39m | \u001b[39m0.3954   \u001b[39m | \u001b[39m54.83    \u001b[39m | \u001b[39m31.96    \u001b[39m | \u001b[39m0.7166   \u001b[39m | \u001b[39m0.9544   \u001b[39m | \u001b[39m0.2093   \u001b[39m | \u001b[39m10.37    \u001b[39m | \u001b[39m0.09541  \u001b[39m | \u001b[39m53.38    \u001b[39m | \u001b[39m93.54    \u001b[39m | \u001b[39m7.058    \u001b[39m | \u001b[39m80.35    \u001b[39m | \u001b[39m92.53    \u001b[39m | \u001b[39m16.54    \u001b[39m | \u001b[39m0.7882   \u001b[39m | \u001b[39m0.2996   \u001b[39m | \u001b[39m2.073    \u001b[39m | \u001b[39m8.313    \u001b[39m | \u001b[39m4.921    \u001b[39m | \u001b[39m91.12    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:40:12,085 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 0.8640, R²: 0.4377\n"
     ]
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      "| \u001b[39m347      \u001b[39m | \u001b[39m-0.864   \u001b[39m | \u001b[39m3.141e+04\u001b[39m | \u001b[39m12.47    \u001b[39m | \u001b[39m0.1671   \u001b[39m | \u001b[39m0.2024   \u001b[39m | \u001b[39m3.959    \u001b[39m | \u001b[39m4.415    \u001b[39m | \u001b[39m1.865    \u001b[39m | \u001b[39m83.04    \u001b[39m | \u001b[39m8.831    \u001b[39m | \u001b[39m26.41    \u001b[39m | \u001b[39m3.378    \u001b[39m | \u001b[39m1.689    \u001b[39m | \u001b[39m43.81    \u001b[39m | \u001b[39m29.49    \u001b[39m | \u001b[39m25.43    \u001b[39m | \u001b[39m9.437    \u001b[39m | \u001b[39m0.8911   \u001b[39m | \u001b[39m0.01686  \u001b[39m | \u001b[39m62.27    \u001b[39m | \u001b[39m15.98    \u001b[39m | \u001b[39m0.3479   \u001b[39m | \u001b[39m0.2046   \u001b[39m | \u001b[39m0.9122   \u001b[39m | \u001b[39m24.4     \u001b[39m | \u001b[39m0.3328   \u001b[39m | \u001b[39m39.23    \u001b[39m | \u001b[39m66.0     \u001b[39m | \u001b[39m15.97    \u001b[39m | \u001b[39m83.18    \u001b[39m | \u001b[39m77.47    \u001b[39m | \u001b[39m16.92    \u001b[39m | \u001b[39m0.5368   \u001b[39m | \u001b[39m0.07451  \u001b[39m | \u001b[39m0.1564   \u001b[39m | \u001b[39m8.943    \u001b[39m | \u001b[39m3.719    \u001b[39m | \u001b[39m70.16    \u001b[39m |\n"
     ]
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      "2025-04-09 17:40:13,109 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2377, R²: 0.9574\n"
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      "| \u001b[39m348      \u001b[39m | \u001b[39m-0.2377  \u001b[39m | \u001b[39m3.581e+04\u001b[39m | \u001b[39m38.92    \u001b[39m | \u001b[39m0.2465   \u001b[39m | \u001b[39m0.9698   \u001b[39m | \u001b[39m2.052    \u001b[39m | \u001b[39m4.19     \u001b[39m | \u001b[39m0.2083   \u001b[39m | \u001b[39m91.19    \u001b[39m | \u001b[39m5.787    \u001b[39m | \u001b[39m36.09    \u001b[39m | \u001b[39m5.396    \u001b[39m | \u001b[39m1.79     \u001b[39m | \u001b[39m5.413    \u001b[39m | \u001b[39m7.716    \u001b[39m | \u001b[39m23.85    \u001b[39m | \u001b[39m8.517    \u001b[39m | \u001b[39m0.8187   \u001b[39m | \u001b[39m0.1762   \u001b[39m | \u001b[39m59.94    \u001b[39m | \u001b[39m6.811    \u001b[39m | \u001b[39m0.5416   \u001b[39m | \u001b[39m0.2513   \u001b[39m | \u001b[39m0.01621  \u001b[39m | \u001b[39m13.35    \u001b[39m | \u001b[39m0.8683   \u001b[39m | \u001b[39m181.3    \u001b[39m | \u001b[39m14.12    \u001b[39m | \u001b[39m6.629    \u001b[39m | \u001b[39m84.13    \u001b[39m | \u001b[39m90.44    \u001b[39m | \u001b[39m8.757    \u001b[39m | \u001b[39m0.4636   \u001b[39m | \u001b[39m0.8951   \u001b[39m | \u001b[39m1.284    \u001b[39m | \u001b[39m8.095    \u001b[39m | \u001b[39m4.427    \u001b[39m | \u001b[39m22.68    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:40:14,028 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1398, R²: 0.0214\n"
     ]
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      "| \u001b[39m349      \u001b[39m | \u001b[39m-1.14    \u001b[39m | \u001b[39m7.564e+04\u001b[39m | \u001b[39m43.76    \u001b[39m | \u001b[39m0.235    \u001b[39m | \u001b[39m0.9592   \u001b[39m | \u001b[39m1.268    \u001b[39m | \u001b[39m2.336    \u001b[39m | \u001b[39m2.254    \u001b[39m | \u001b[39m87.51    \u001b[39m | \u001b[39m3.508    \u001b[39m | \u001b[39m14.11    \u001b[39m | \u001b[39m5.06     \u001b[39m | \u001b[39m1.966    \u001b[39m | \u001b[39m19.96    \u001b[39m | \u001b[39m16.5     \u001b[39m | \u001b[39m8.985    \u001b[39m | \u001b[39m7.004    \u001b[39m | \u001b[39m0.8618   \u001b[39m | \u001b[39m0.03096  \u001b[39m | \u001b[39m59.51    \u001b[39m | \u001b[39m22.02    \u001b[39m | \u001b[39m0.5338   \u001b[39m | \u001b[39m0.5785   \u001b[39m | \u001b[39m0.009267 \u001b[39m | \u001b[39m190.1    \u001b[39m | \u001b[39m0.2844   \u001b[39m | \u001b[39m15.71    \u001b[39m | \u001b[39m67.76    \u001b[39m | \u001b[39m15.71    \u001b[39m | \u001b[39m92.24    \u001b[39m | \u001b[39m92.08    \u001b[39m | \u001b[39m7.278    \u001b[39m | \u001b[39m0.6676   \u001b[39m | \u001b[39m0.6905   \u001b[39m | \u001b[39m1.951    \u001b[39m | \u001b[39m8.379    \u001b[39m | \u001b[39m2.524    \u001b[39m | \u001b[39m38.78    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:40:14,970 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2270, R²: 0.9612\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m350      \u001b[39m | \u001b[39m-0.227   \u001b[39m | \u001b[39m4.277e+04\u001b[39m | \u001b[39m11.02    \u001b[39m | \u001b[39m0.2682   \u001b[39m | \u001b[39m0.5702   \u001b[39m | \u001b[39m1.309    \u001b[39m | \u001b[39m2.022    \u001b[39m | \u001b[39m0.6663   \u001b[39m | \u001b[39m20.82    \u001b[39m | \u001b[39m1.562    \u001b[39m | \u001b[39m24.18    \u001b[39m | \u001b[39m1.665    \u001b[39m | \u001b[39m0.2076   \u001b[39m | \u001b[39m22.72    \u001b[39m | \u001b[39m17.27    \u001b[39m | \u001b[39m6.755    \u001b[39m | \u001b[39m9.54     \u001b[39m | \u001b[39m0.7723   \u001b[39m | \u001b[39m0.1321   \u001b[39m | \u001b[39m93.13    \u001b[39m | \u001b[39m35.83    \u001b[39m | \u001b[39m0.13     \u001b[39m | \u001b[39m0.2897   \u001b[39m | \u001b[39m0.4738   \u001b[39m | \u001b[39m115.5    \u001b[39m | \u001b[39m0.3097   \u001b[39m | \u001b[39m20.87    \u001b[39m | \u001b[39m9.669    \u001b[39m | \u001b[39m15.89    \u001b[39m | \u001b[39m94.21    \u001b[39m | \u001b[39m76.23    \u001b[39m | \u001b[39m20.32    \u001b[39m | \u001b[39m0.02935  \u001b[39m | \u001b[39m0.461    \u001b[39m | \u001b[39m1.276    \u001b[39m | \u001b[39m12.13    \u001b[39m | \u001b[39m3.691    \u001b[39m | \u001b[39m95.76    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:40:16,319 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.3170, R²: 0.9243\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m351      \u001b[39m | \u001b[39m-0.317   \u001b[39m | \u001b[39m3.322e+04\u001b[39m | \u001b[39m13.32    \u001b[39m | \u001b[39m0.1937   \u001b[39m | \u001b[39m0.714    \u001b[39m | \u001b[39m1.735    \u001b[39m | \u001b[39m4.106    \u001b[39m | \u001b[39m0.8407   \u001b[39m | \u001b[39m94.47    \u001b[39m | \u001b[39m8.386    \u001b[39m | \u001b[39m2.558    \u001b[39m | \u001b[39m2.45     \u001b[39m | \u001b[39m3.216    \u001b[39m | \u001b[39m48.16    \u001b[39m | \u001b[39m3.009    \u001b[39m | \u001b[39m12.85    \u001b[39m | \u001b[39m11.93    \u001b[39m | \u001b[39m0.8573   \u001b[39m | \u001b[39m0.01303  \u001b[39m | \u001b[39m49.95    \u001b[39m | \u001b[39m31.32    \u001b[39m | \u001b[39m0.8499   \u001b[39m | \u001b[39m0.8023   \u001b[39m | \u001b[39m0.695    \u001b[39m | \u001b[39m188.6    \u001b[39m | \u001b[39m0.03186  \u001b[39m | \u001b[39m14.78    \u001b[39m | \u001b[39m78.9     \u001b[39m | \u001b[39m16.35    \u001b[39m | \u001b[39m81.26    \u001b[39m | \u001b[39m76.32    \u001b[39m | \u001b[39m23.74    \u001b[39m | \u001b[39m0.3972   \u001b[39m | \u001b[39m0.9575   \u001b[39m | \u001b[39m2.209    \u001b[39m | \u001b[39m9.062    \u001b[39m | \u001b[39m4.056    \u001b[39m | \u001b[39m60.92    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:40:16,853 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.8552, R²: 0.4491\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m352      \u001b[39m | \u001b[39m-0.8552  \u001b[39m | \u001b[39m4.568e+04\u001b[39m | \u001b[39m46.68    \u001b[39m | \u001b[39m0.2593   \u001b[39m | \u001b[39m0.01136  \u001b[39m | \u001b[39m2.741    \u001b[39m | \u001b[39m2.123    \u001b[39m | \u001b[39m2.246    \u001b[39m | \u001b[39m19.44    \u001b[39m | \u001b[39m7.079    \u001b[39m | \u001b[39m25.66    \u001b[39m | \u001b[39m5.603    \u001b[39m | \u001b[39m2.941    \u001b[39m | \u001b[39m29.09    \u001b[39m | \u001b[39m15.28    \u001b[39m | \u001b[39m7.81     \u001b[39m | \u001b[39m7.295    \u001b[39m | \u001b[39m0.6966   \u001b[39m | \u001b[39m0.05397  \u001b[39m | \u001b[39m55.51    \u001b[39m | \u001b[39m31.04    \u001b[39m | \u001b[39m0.02628  \u001b[39m | \u001b[39m0.5655   \u001b[39m | \u001b[39m0.307    \u001b[39m | \u001b[39m61.05    \u001b[39m | \u001b[39m0.2771   \u001b[39m | \u001b[39m148.5    \u001b[39m | \u001b[39m89.89    \u001b[39m | \u001b[39m6.077    \u001b[39m | \u001b[39m92.7     \u001b[39m | \u001b[39m75.38    \u001b[39m | \u001b[39m16.21    \u001b[39m | \u001b[39m0.2532   \u001b[39m | \u001b[39m0.3253   \u001b[39m | \u001b[39m1.875    \u001b[39m | \u001b[39m12.53    \u001b[39m | \u001b[39m2.335    \u001b[39m | \u001b[39m63.91    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:17,313 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1499, R²: 0.0040\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m353      \u001b[39m | \u001b[39m-1.15    \u001b[39m | \u001b[39m1.898e+04\u001b[39m | \u001b[39m32.52    \u001b[39m | \u001b[39m0.1545   \u001b[39m | \u001b[39m0.6458   \u001b[39m | \u001b[39m4.457    \u001b[39m | \u001b[39m2.171    \u001b[39m | \u001b[39m1.538    \u001b[39m | \u001b[39m77.74    \u001b[39m | \u001b[39m4.633    \u001b[39m | \u001b[39m31.43    \u001b[39m | \u001b[39m1.93     \u001b[39m | \u001b[39m2.491    \u001b[39m | \u001b[39m29.96    \u001b[39m | \u001b[39m6.055    \u001b[39m | \u001b[39m9.312    \u001b[39m | \u001b[39m8.218    \u001b[39m | \u001b[39m0.6939   \u001b[39m | \u001b[39m0.2119   \u001b[39m | \u001b[39m53.62    \u001b[39m | \u001b[39m0.7133   \u001b[39m | \u001b[39m0.4217   \u001b[39m | \u001b[39m0.7429   \u001b[39m | \u001b[39m0.2249   \u001b[39m | \u001b[39m125.9    \u001b[39m | \u001b[39m0.1642   \u001b[39m | \u001b[39m81.57    \u001b[39m | \u001b[39m6.715    \u001b[39m | \u001b[39m8.711    \u001b[39m | \u001b[39m92.82    \u001b[39m | \u001b[39m93.17    \u001b[39m | \u001b[39m20.44    \u001b[39m | \u001b[39m0.9017   \u001b[39m | \u001b[39m0.3834   \u001b[39m | \u001b[39m1.612    \u001b[39m | \u001b[39m12.71    \u001b[39m | \u001b[39m1.733    \u001b[39m | \u001b[39m10.32    \u001b[39m |\n"
     ]
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      "2025-04-09 17:40:18,459 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1478, R²: 0.0076\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m354      \u001b[39m | \u001b[39m-1.148   \u001b[39m | \u001b[39m2.65e+04 \u001b[39m | \u001b[39m15.37    \u001b[39m | \u001b[39m0.09223  \u001b[39m | \u001b[39m0.5      \u001b[39m | \u001b[39m3.422    \u001b[39m | \u001b[39m3.697    \u001b[39m | \u001b[39m2.231    \u001b[39m | \u001b[39m45.86    \u001b[39m | \u001b[39m9.418    \u001b[39m | \u001b[39m10.28    \u001b[39m | \u001b[39m5.499    \u001b[39m | \u001b[39m1.84     \u001b[39m | \u001b[39m5.193    \u001b[39m | \u001b[39m10.41    \u001b[39m | \u001b[39m16.01    \u001b[39m | \u001b[39m11.14    \u001b[39m | \u001b[39m0.6354   \u001b[39m | \u001b[39m0.07263  \u001b[39m | \u001b[39m97.39    \u001b[39m | \u001b[39m19.15    \u001b[39m | \u001b[39m0.9159   \u001b[39m | \u001b[39m0.7608   \u001b[39m | \u001b[39m0.1328   \u001b[39m | \u001b[39m165.8    \u001b[39m | \u001b[39m0.267    \u001b[39m | \u001b[39m21.31    \u001b[39m | \u001b[39m14.6     \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m87.6     \u001b[39m | \u001b[39m93.45    \u001b[39m | \u001b[39m6.114    \u001b[39m | \u001b[39m0.2181   \u001b[39m | \u001b[39m0.09834  \u001b[39m | \u001b[39m2.464    \u001b[39m | \u001b[39m12.41    \u001b[39m | \u001b[39m3.638    \u001b[39m | \u001b[39m37.48    \u001b[39m |\n"
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:19,113 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 1.0195, R²: 0.2170\n"
     ]
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      "| \u001b[39m355      \u001b[39m | \u001b[39m-1.02    \u001b[39m | \u001b[39m4.504e+04\u001b[39m | \u001b[39m28.88    \u001b[39m | \u001b[39m0.08676  \u001b[39m | \u001b[39m0.6977   \u001b[39m | \u001b[39m3.139    \u001b[39m | \u001b[39m1.435    \u001b[39m | \u001b[39m0.2237   \u001b[39m | \u001b[39m48.34    \u001b[39m | \u001b[39m5.361    \u001b[39m | \u001b[39m43.79    \u001b[39m | \u001b[39m5.538    \u001b[39m | \u001b[39m0.5947   \u001b[39m | \u001b[39m11.31    \u001b[39m | \u001b[39m26.08    \u001b[39m | \u001b[39m15.11    \u001b[39m | \u001b[39m10.49    \u001b[39m | \u001b[39m0.8311   \u001b[39m | \u001b[39m0.1166   \u001b[39m | \u001b[39m52.47    \u001b[39m | \u001b[39m23.93    \u001b[39m | \u001b[39m0.5364   \u001b[39m | \u001b[39m0.3885   \u001b[39m | \u001b[39m0.1244   \u001b[39m | \u001b[39m187.5    \u001b[39m | \u001b[39m0.4644   \u001b[39m | \u001b[39m42.39    \u001b[39m | \u001b[39m22.49    \u001b[39m | \u001b[39m15.81    \u001b[39m | \u001b[39m87.04    \u001b[39m | \u001b[39m89.0     \u001b[39m | \u001b[39m9.756    \u001b[39m | \u001b[39m0.03721  \u001b[39m | \u001b[39m0.09034  \u001b[39m | \u001b[39m2.178    \u001b[39m | \u001b[39m11.51    \u001b[39m | \u001b[39m3.729    \u001b[39m | \u001b[39m83.3     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:40:20,375 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.8359, R²: 0.4736\n"
     ]
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      "| \u001b[39m356      \u001b[39m | \u001b[39m-0.8359  \u001b[39m | \u001b[39m2.343e+04\u001b[39m | \u001b[39m12.07    \u001b[39m | \u001b[39m0.2549   \u001b[39m | \u001b[39m0.1524   \u001b[39m | \u001b[39m4.519    \u001b[39m | \u001b[39m1.245    \u001b[39m | \u001b[39m1.074    \u001b[39m | \u001b[39m79.24    \u001b[39m | \u001b[39m3.719    \u001b[39m | \u001b[39m28.46    \u001b[39m | \u001b[39m6.321    \u001b[39m | \u001b[39m0.1634   \u001b[39m | \u001b[39m22.43    \u001b[39m | \u001b[39m10.17    \u001b[39m | \u001b[39m21.54    \u001b[39m | \u001b[39m11.94    \u001b[39m | \u001b[39m0.7586   \u001b[39m | \u001b[39m0.3325   \u001b[39m | \u001b[39m13.44    \u001b[39m | \u001b[39m9.72     \u001b[39m | \u001b[39m0.7901   \u001b[39m | \u001b[39m0.6851   \u001b[39m | \u001b[39m0.5571   \u001b[39m | \u001b[39m197.1    \u001b[39m | \u001b[39m0.2731   \u001b[39m | \u001b[39m11.58    \u001b[39m | \u001b[39m60.84    \u001b[39m | \u001b[39m18.91    \u001b[39m | \u001b[39m93.22    \u001b[39m | \u001b[39m79.67    \u001b[39m | \u001b[39m12.45    \u001b[39m | \u001b[39m0.1502   \u001b[39m | \u001b[39m0.5583   \u001b[39m | \u001b[39m1.677    \u001b[39m | \u001b[39m10.65    \u001b[39m | \u001b[39m1.912    \u001b[39m | \u001b[39m20.81    \u001b[39m |\n"
     ]
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      "2025-04-09 17:40:20,929 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.8856, R²: 0.4093\n"
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      "| \u001b[39m357      \u001b[39m | \u001b[39m-0.8856  \u001b[39m | \u001b[39m9.414e+04\u001b[39m | \u001b[39m34.81    \u001b[39m | \u001b[39m0.0727   \u001b[39m | \u001b[39m0.07073  \u001b[39m | \u001b[39m1.063    \u001b[39m | \u001b[39m3.141    \u001b[39m | \u001b[39m2.139    \u001b[39m | \u001b[39m44.37    \u001b[39m | \u001b[39m8.172    \u001b[39m | \u001b[39m3.641    \u001b[39m | \u001b[39m5.284    \u001b[39m | \u001b[39m2.513    \u001b[39m | \u001b[39m48.36    \u001b[39m | \u001b[39m20.54    \u001b[39m | \u001b[39m15.64    \u001b[39m | \u001b[39m12.83    \u001b[39m | \u001b[39m0.815    \u001b[39m | \u001b[39m0.02476  \u001b[39m | \u001b[39m9.781    \u001b[39m | \u001b[39m11.97    \u001b[39m | \u001b[39m0.6878   \u001b[39m | \u001b[39m0.9692   \u001b[39m | \u001b[39m0.3703   \u001b[39m | \u001b[39m124.9    \u001b[39m | \u001b[39m0.4505   \u001b[39m | \u001b[39m38.2     \u001b[39m | \u001b[39m82.3     \u001b[39m | \u001b[39m15.77    \u001b[39m | \u001b[39m82.35    \u001b[39m | \u001b[39m78.96    \u001b[39m | \u001b[39m9.208    \u001b[39m | \u001b[39m0.2635   \u001b[39m | \u001b[39m0.2053   \u001b[39m | \u001b[39m2.72     \u001b[39m | \u001b[39m11.35    \u001b[39m | \u001b[39m4.207    \u001b[39m | \u001b[39m39.35    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:40:21,906 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2260, R²: 0.9615\n"
     ]
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      "| \u001b[39m358      \u001b[39m | \u001b[39m-0.226   \u001b[39m | \u001b[39m5.309e+04\u001b[39m | \u001b[39m27.54    \u001b[39m | \u001b[39m0.2554   \u001b[39m | \u001b[39m0.4057   \u001b[39m | \u001b[39m2.104    \u001b[39m | \u001b[39m4.544    \u001b[39m | \u001b[39m2.657    \u001b[39m | \u001b[39m93.93    \u001b[39m | \u001b[39m2.2      \u001b[39m | \u001b[39m23.25    \u001b[39m | \u001b[39m9.534    \u001b[39m | \u001b[39m2.069    \u001b[39m | \u001b[39m24.48    \u001b[39m | \u001b[39m4.418    \u001b[39m | \u001b[39m29.66    \u001b[39m | \u001b[39m9.576    \u001b[39m | \u001b[39m0.9049   \u001b[39m | \u001b[39m0.2681   \u001b[39m | \u001b[39m93.97    \u001b[39m | \u001b[39m30.04    \u001b[39m | \u001b[39m0.696    \u001b[39m | \u001b[39m0.8062   \u001b[39m | \u001b[39m0.3377   \u001b[39m | \u001b[39m197.8    \u001b[39m | \u001b[39m0.5978   \u001b[39m | \u001b[39m26.04    \u001b[39m | \u001b[39m9.361    \u001b[39m | \u001b[39m5.426    \u001b[39m | \u001b[39m89.53    \u001b[39m | \u001b[39m76.06    \u001b[39m | \u001b[39m11.33    \u001b[39m | \u001b[39m0.1958   \u001b[39m | \u001b[39m0.4982   \u001b[39m | \u001b[39m0.05602  \u001b[39m | \u001b[39m9.096    \u001b[39m | \u001b[39m2.456    \u001b[39m | \u001b[39m26.4     \u001b[39m |\n"
     ]
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      "2025-04-09 17:40:22,450 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1462, R²: 0.0104\n"
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    },
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      "| \u001b[39m359      \u001b[39m | \u001b[39m-1.146   \u001b[39m | \u001b[39m8.288e+04\u001b[39m | \u001b[39m19.84    \u001b[39m | \u001b[39m0.2065   \u001b[39m | \u001b[39m0.5458   \u001b[39m | \u001b[39m3.313    \u001b[39m | \u001b[39m2.112    \u001b[39m | \u001b[39m0.5367   \u001b[39m | \u001b[39m70.47    \u001b[39m | \u001b[39m1.802    \u001b[39m | \u001b[39m8.801    \u001b[39m | \u001b[39m6.071    \u001b[39m | \u001b[39m2.991    \u001b[39m | \u001b[39m28.36    \u001b[39m | \u001b[39m18.54    \u001b[39m | \u001b[39m5.648    \u001b[39m | \u001b[39m9.139    \u001b[39m | \u001b[39m0.6824   \u001b[39m | \u001b[39m0.125    \u001b[39m | \u001b[39m68.75    \u001b[39m | \u001b[39m19.06    \u001b[39m | \u001b[39m0.08347  \u001b[39m | \u001b[39m0.3513   \u001b[39m | \u001b[39m0.9446   \u001b[39m | \u001b[39m12.79    \u001b[39m | \u001b[39m0.5021   \u001b[39m | \u001b[39m44.49    \u001b[39m | \u001b[39m18.6     \u001b[39m | \u001b[39m10.01    \u001b[39m | \u001b[39m85.16    \u001b[39m | \u001b[39m91.25    \u001b[39m | \u001b[39m11.22    \u001b[39m | \u001b[39m0.4999   \u001b[39m | \u001b[39m0.1362   \u001b[39m | \u001b[39m1.796    \u001b[39m | \u001b[39m8.811    \u001b[39m | \u001b[39m4.419    \u001b[39m | \u001b[39m20.94    \u001b[39m |\n"
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      "2025-04-09 17:40:23,516 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2740, R²: 0.9435\n"
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     "output_type": "stream",
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      "| \u001b[39m360      \u001b[39m | \u001b[39m-0.274   \u001b[39m | \u001b[39m8.842e+04\u001b[39m | \u001b[39m29.82    \u001b[39m | \u001b[39m0.1117   \u001b[39m | \u001b[39m0.5396   \u001b[39m | \u001b[39m3.516    \u001b[39m | \u001b[39m1.124    \u001b[39m | \u001b[39m1.816    \u001b[39m | \u001b[39m76.98    \u001b[39m | \u001b[39m6.56     \u001b[39m | \u001b[39m5.219    \u001b[39m | \u001b[39m1.304    \u001b[39m | \u001b[39m2.189    \u001b[39m | \u001b[39m21.5     \u001b[39m | \u001b[39m2.745    \u001b[39m | \u001b[39m9.959    \u001b[39m | \u001b[39m7.898    \u001b[39m | \u001b[39m0.8606   \u001b[39m | \u001b[39m0.3486   \u001b[39m | \u001b[39m82.36    \u001b[39m | \u001b[39m34.18    \u001b[39m | \u001b[39m0.6985   \u001b[39m | \u001b[39m0.2917   \u001b[39m | \u001b[39m0.2637   \u001b[39m | \u001b[39m36.5     \u001b[39m | \u001b[39m0.3331   \u001b[39m | \u001b[39m32.72    \u001b[39m | \u001b[39m61.68    \u001b[39m | \u001b[39m9.246    \u001b[39m | \u001b[39m82.34    \u001b[39m | \u001b[39m91.69    \u001b[39m | \u001b[39m23.29    \u001b[39m | \u001b[39m0.2727   \u001b[39m | \u001b[39m0.1573   \u001b[39m | \u001b[39m0.4173   \u001b[39m | \u001b[39m12.61    \u001b[39m | \u001b[39m2.109    \u001b[39m | \u001b[39m15.06    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:40:24,737 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.6870, R²: 0.6445\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m361      \u001b[39m | \u001b[39m-0.687   \u001b[39m | \u001b[39m9.371e+04\u001b[39m | \u001b[39m18.87    \u001b[39m | \u001b[39m0.1898   \u001b[39m | \u001b[39m0.9374   \u001b[39m | \u001b[39m1.623    \u001b[39m | \u001b[39m2.035    \u001b[39m | \u001b[39m0.1256   \u001b[39m | \u001b[39m19.53    \u001b[39m | \u001b[39m3.464    \u001b[39m | \u001b[39m42.95    \u001b[39m | \u001b[39m6.946    \u001b[39m | \u001b[39m1.363    \u001b[39m | \u001b[39m46.14    \u001b[39m | \u001b[39m16.16    \u001b[39m | \u001b[39m27.07    \u001b[39m | \u001b[39m9.708    \u001b[39m | \u001b[39m0.8954   \u001b[39m | \u001b[39m0.009151 \u001b[39m | \u001b[39m64.61    \u001b[39m | \u001b[39m35.04    \u001b[39m | \u001b[39m0.9902   \u001b[39m | \u001b[39m0.3464   \u001b[39m | \u001b[39m0.593    \u001b[39m | \u001b[39m82.85    \u001b[39m | \u001b[39m0.8646   \u001b[39m | \u001b[39m13.35    \u001b[39m | \u001b[39m94.44    \u001b[39m | \u001b[39m9.358    \u001b[39m | \u001b[39m82.27    \u001b[39m | \u001b[39m76.01    \u001b[39m | \u001b[39m22.27    \u001b[39m | \u001b[39m0.3267   \u001b[39m | \u001b[39m0.2278   \u001b[39m | \u001b[39m2.172    \u001b[39m | \u001b[39m10.17    \u001b[39m | \u001b[39m4.944    \u001b[39m | \u001b[39m89.64    \u001b[39m |\n"
     ]
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     "output_type": "stream",
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      "2025-04-09 17:40:25,731 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.8477, R²: 0.4587\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m362      \u001b[39m | \u001b[39m-0.8477  \u001b[39m | \u001b[39m5.467e+04\u001b[39m | \u001b[39m40.87    \u001b[39m | \u001b[39m0.09847  \u001b[39m | \u001b[39m0.07279  \u001b[39m | \u001b[39m4.365    \u001b[39m | \u001b[39m1.512    \u001b[39m | \u001b[39m0.6294   \u001b[39m | \u001b[39m74.09    \u001b[39m | \u001b[39m1.445    \u001b[39m | \u001b[39m41.74    \u001b[39m | \u001b[39m9.003    \u001b[39m | \u001b[39m0.2004   \u001b[39m | \u001b[39m8.263    \u001b[39m | \u001b[39m11.74    \u001b[39m | \u001b[39m10.96    \u001b[39m | \u001b[39m11.51    \u001b[39m | \u001b[39m0.7353   \u001b[39m | \u001b[39m0.04268  \u001b[39m | \u001b[39m21.34    \u001b[39m | \u001b[39m8.07     \u001b[39m | \u001b[39m0.4576   \u001b[39m | \u001b[39m0.837    \u001b[39m | \u001b[39m0.8443   \u001b[39m | \u001b[39m27.93    \u001b[39m | \u001b[39m0.2135   \u001b[39m | \u001b[39m60.42    \u001b[39m | \u001b[39m76.67    \u001b[39m | \u001b[39m19.07    \u001b[39m | \u001b[39m94.26    \u001b[39m | \u001b[39m77.09    \u001b[39m | \u001b[39m7.452    \u001b[39m | \u001b[39m0.4138   \u001b[39m | \u001b[39m0.6617   \u001b[39m | \u001b[39m2.392    \u001b[39m | \u001b[39m12.42    \u001b[39m | \u001b[39m1.981    \u001b[39m | \u001b[39m90.65    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:40:26,917 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8873, R²: 0.4069\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m363      \u001b[39m | \u001b[39m-0.8873  \u001b[39m | \u001b[39m8.575e+04\u001b[39m | \u001b[39m27.3     \u001b[39m | \u001b[39m0.02123  \u001b[39m | \u001b[39m0.5225   \u001b[39m | \u001b[39m3.516    \u001b[39m | \u001b[39m1.594    \u001b[39m | \u001b[39m2.79     \u001b[39m | \u001b[39m67.0     \u001b[39m | \u001b[39m9.544    \u001b[39m | \u001b[39m27.19    \u001b[39m | \u001b[39m2.45     \u001b[39m | \u001b[39m3.679    \u001b[39m | \u001b[39m6.4      \u001b[39m | \u001b[39m14.02    \u001b[39m | \u001b[39m7.85     \u001b[39m | \u001b[39m9.705    \u001b[39m | \u001b[39m0.7751   \u001b[39m | \u001b[39m0.3435   \u001b[39m | \u001b[39m52.42    \u001b[39m | \u001b[39m13.23    \u001b[39m | \u001b[39m0.1551   \u001b[39m | \u001b[39m0.7761   \u001b[39m | \u001b[39m0.1371   \u001b[39m | \u001b[39m179.3    \u001b[39m | \u001b[39m0.2723   \u001b[39m | \u001b[39m16.15    \u001b[39m | \u001b[39m85.08    \u001b[39m | \u001b[39m18.75    \u001b[39m | \u001b[39m90.22    \u001b[39m | \u001b[39m93.57    \u001b[39m | \u001b[39m10.24    \u001b[39m | \u001b[39m0.2365   \u001b[39m | \u001b[39m0.2518   \u001b[39m | \u001b[39m1.83     \u001b[39m | \u001b[39m12.79    \u001b[39m | \u001b[39m1.711    \u001b[39m | \u001b[39m92.82    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:40:27,785 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.7405, R²: 0.5870\n"
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    },
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      "| \u001b[39m364      \u001b[39m | \u001b[39m-0.7405  \u001b[39m | \u001b[39m6.739e+03\u001b[39m | \u001b[39m14.81    \u001b[39m | \u001b[39m0.08394  \u001b[39m | \u001b[39m0.05103  \u001b[39m | \u001b[39m3.001    \u001b[39m | \u001b[39m1.206    \u001b[39m | \u001b[39m0.3305   \u001b[39m | \u001b[39m84.28    \u001b[39m | \u001b[39m2.974    \u001b[39m | \u001b[39m24.91    \u001b[39m | \u001b[39m4.146    \u001b[39m | \u001b[39m2.333    \u001b[39m | \u001b[39m48.14    \u001b[39m | \u001b[39m9.449    \u001b[39m | \u001b[39m13.32    \u001b[39m | \u001b[39m12.47    \u001b[39m | \u001b[39m0.6253   \u001b[39m | \u001b[39m0.3641   \u001b[39m | \u001b[39m96.62    \u001b[39m | \u001b[39m2.336    \u001b[39m | \u001b[39m0.291    \u001b[39m | \u001b[39m0.2337   \u001b[39m | \u001b[39m0.4132   \u001b[39m | \u001b[39m35.41    \u001b[39m | \u001b[39m0.1624   \u001b[39m | \u001b[39m11.02    \u001b[39m | \u001b[39m22.49    \u001b[39m | \u001b[39m12.18    \u001b[39m | \u001b[39m92.82    \u001b[39m | \u001b[39m81.1     \u001b[39m | \u001b[39m24.5     \u001b[39m | \u001b[39m0.9543   \u001b[39m | \u001b[39m0.939    \u001b[39m | \u001b[39m0.9964   \u001b[39m | \u001b[39m8.292    \u001b[39m | \u001b[39m1.311    \u001b[39m | \u001b[39m20.93    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:40:28,351 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.1973, R²: 0.9707\n"
     ]
    },
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      "| \u001b[39m365      \u001b[39m | \u001b[39m-0.1973  \u001b[39m | \u001b[39m5.24e+04 \u001b[39m | \u001b[39m35.89    \u001b[39m | \u001b[39m0.1697   \u001b[39m | \u001b[39m0.2635   \u001b[39m | \u001b[39m1.905    \u001b[39m | \u001b[39m4.507    \u001b[39m | \u001b[39m1.049    \u001b[39m | \u001b[39m95.25    \u001b[39m | \u001b[39m2.958    \u001b[39m | \u001b[39m24.53    \u001b[39m | \u001b[39m1.327    \u001b[39m | \u001b[39m2.798    \u001b[39m | \u001b[39m11.16    \u001b[39m | \u001b[39m6.483    \u001b[39m | \u001b[39m26.54    \u001b[39m | \u001b[39m8.328    \u001b[39m | \u001b[39m0.8505   \u001b[39m | \u001b[39m0.2153   \u001b[39m | \u001b[39m23.58    \u001b[39m | \u001b[39m14.21    \u001b[39m | \u001b[39m0.2247   \u001b[39m | \u001b[39m0.4883   \u001b[39m | \u001b[39m0.5369   \u001b[39m | \u001b[39m166.9    \u001b[39m | \u001b[39m0.394    \u001b[39m | \u001b[39m192.0    \u001b[39m | \u001b[39m28.02    \u001b[39m | \u001b[39m14.77    \u001b[39m | \u001b[39m84.01    \u001b[39m | \u001b[39m77.71    \u001b[39m | \u001b[39m12.78    \u001b[39m | \u001b[39m0.1207   \u001b[39m | \u001b[39m0.3142   \u001b[39m | \u001b[39m2.141    \u001b[39m | \u001b[39m11.29    \u001b[39m | \u001b[39m4.242    \u001b[39m | \u001b[39m45.17    \u001b[39m |\n"
     ]
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      "2025-04-09 17:40:29,265 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.8540, R²: 0.4506\n"
     ]
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      "| \u001b[39m366      \u001b[39m | \u001b[39m-0.854   \u001b[39m | \u001b[39m9.2e+04  \u001b[39m | \u001b[39m40.12    \u001b[39m | \u001b[39m0.2766   \u001b[39m | \u001b[39m0.9092   \u001b[39m | \u001b[39m1.059    \u001b[39m | \u001b[39m1.148    \u001b[39m | \u001b[39m2.427    \u001b[39m | \u001b[39m58.11    \u001b[39m | \u001b[39m1.478    \u001b[39m | \u001b[39m10.23    \u001b[39m | \u001b[39m1.404    \u001b[39m | \u001b[39m2.367    \u001b[39m | \u001b[39m8.272    \u001b[39m | \u001b[39m11.0     \u001b[39m | \u001b[39m16.85    \u001b[39m | \u001b[39m12.61    \u001b[39m | \u001b[39m0.8333   \u001b[39m | \u001b[39m0.1044   \u001b[39m | \u001b[39m3.111    \u001b[39m | \u001b[39m3.841    \u001b[39m | \u001b[39m0.2399   \u001b[39m | \u001b[39m0.9411   \u001b[39m | \u001b[39m0.07841  \u001b[39m | \u001b[39m14.37    \u001b[39m | \u001b[39m0.6626   \u001b[39m | \u001b[39m26.59    \u001b[39m | \u001b[39m85.2     \u001b[39m | \u001b[39m6.412    \u001b[39m | \u001b[39m85.55    \u001b[39m | \u001b[39m84.97    \u001b[39m | \u001b[39m24.86    \u001b[39m | \u001b[39m0.3783   \u001b[39m | \u001b[39m0.08029  \u001b[39m | \u001b[39m2.568    \u001b[39m | \u001b[39m11.96    \u001b[39m | \u001b[39m2.615    \u001b[39m | \u001b[39m78.95    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:40:29,699 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2344, R²: 0.9586\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m367      \u001b[39m | \u001b[39m-0.2344  \u001b[39m | \u001b[39m5.046e+04\u001b[39m | \u001b[39m34.98    \u001b[39m | \u001b[39m0.2127   \u001b[39m | \u001b[39m0.445    \u001b[39m | \u001b[39m4.651    \u001b[39m | \u001b[39m1.076    \u001b[39m | \u001b[39m0.1884   \u001b[39m | \u001b[39m2.582    \u001b[39m | \u001b[39m5.448    \u001b[39m | \u001b[39m37.57    \u001b[39m | \u001b[39m5.392    \u001b[39m | \u001b[39m2.269    \u001b[39m | \u001b[39m48.7     \u001b[39m | \u001b[39m17.03    \u001b[39m | \u001b[39m15.0     \u001b[39m | \u001b[39m9.926    \u001b[39m | \u001b[39m0.8773   \u001b[39m | \u001b[39m0.183    \u001b[39m | \u001b[39m35.61    \u001b[39m | \u001b[39m30.06    \u001b[39m | \u001b[39m0.8536   \u001b[39m | \u001b[39m0.7921   \u001b[39m | \u001b[39m0.5506   \u001b[39m | \u001b[39m99.95    \u001b[39m | \u001b[39m0.7305   \u001b[39m | \u001b[39m60.6     \u001b[39m | \u001b[39m12.53    \u001b[39m | \u001b[39m15.76    \u001b[39m | \u001b[39m85.39    \u001b[39m | \u001b[39m83.4     \u001b[39m | \u001b[39m19.67    \u001b[39m | \u001b[39m0.6309   \u001b[39m | \u001b[39m0.7425   \u001b[39m | \u001b[39m1.539    \u001b[39m | \u001b[39m10.37    \u001b[39m | \u001b[39m1.497    \u001b[39m | \u001b[39m39.61    \u001b[39m |\n"
     ]
    },
    {
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      "2025-04-09 17:40:30,118 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2795, R²: 0.9412\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m368      \u001b[39m | \u001b[39m-0.2795  \u001b[39m | \u001b[39m1.025e+04\u001b[39m | \u001b[39m14.33    \u001b[39m | \u001b[39m0.2994   \u001b[39m | \u001b[39m0.3942   \u001b[39m | \u001b[39m4.023    \u001b[39m | \u001b[39m1.472    \u001b[39m | \u001b[39m0.8651   \u001b[39m | \u001b[39m79.97    \u001b[39m | \u001b[39m8.473    \u001b[39m | \u001b[39m14.76    \u001b[39m | \u001b[39m6.313    \u001b[39m | \u001b[39m3.903    \u001b[39m | \u001b[39m28.35    \u001b[39m | \u001b[39m27.01    \u001b[39m | \u001b[39m13.59    \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m0.8939   \u001b[39m | \u001b[39m0.2345   \u001b[39m | \u001b[39m66.14    \u001b[39m | \u001b[39m36.44    \u001b[39m | \u001b[39m0.2393   \u001b[39m | \u001b[39m0.7791   \u001b[39m | \u001b[39m0.5994   \u001b[39m | \u001b[39m10.04    \u001b[39m | \u001b[39m0.2138   \u001b[39m | \u001b[39m112.9    \u001b[39m | \u001b[39m61.75    \u001b[39m | \u001b[39m13.59    \u001b[39m | \u001b[39m83.88    \u001b[39m | \u001b[39m79.6     \u001b[39m | \u001b[39m11.28    \u001b[39m | \u001b[39m0.5148   \u001b[39m | \u001b[39m0.9648   \u001b[39m | \u001b[39m1.423    \u001b[39m | \u001b[39m10.84    \u001b[39m | \u001b[39m1.549    \u001b[39m | \u001b[39m19.94    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:40:31,335 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 0.7690, R²: 0.5545\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m369      \u001b[39m | \u001b[39m-0.769   \u001b[39m | \u001b[39m9.819e+04\u001b[39m | \u001b[39m28.23    \u001b[39m | \u001b[39m0.04512  \u001b[39m | \u001b[39m0.04135  \u001b[39m | \u001b[39m3.546    \u001b[39m | \u001b[39m3.881    \u001b[39m | \u001b[39m0.8536   \u001b[39m | \u001b[39m3.311    \u001b[39m | \u001b[39m6.319    \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m7.115    \u001b[39m | \u001b[39m3.526    \u001b[39m | \u001b[39m22.53    \u001b[39m | \u001b[39m23.51    \u001b[39m | \u001b[39m16.61    \u001b[39m | \u001b[39m10.62    \u001b[39m | \u001b[39m0.7385   \u001b[39m | \u001b[39m0.29     \u001b[39m | \u001b[39m12.32    \u001b[39m | \u001b[39m19.15    \u001b[39m | \u001b[39m0.2441   \u001b[39m | \u001b[39m0.6893   \u001b[39m | \u001b[39m0.1938   \u001b[39m | \u001b[39m175.1    \u001b[39m | \u001b[39m0.6932   \u001b[39m | \u001b[39m196.5    \u001b[39m | \u001b[39m29.05    \u001b[39m | \u001b[39m13.81    \u001b[39m | \u001b[39m91.45    \u001b[39m | \u001b[39m86.57    \u001b[39m | \u001b[39m13.34    \u001b[39m | \u001b[39m0.009245 \u001b[39m | \u001b[39m0.3753   \u001b[39m | \u001b[39m0.07063  \u001b[39m | \u001b[39m10.95    \u001b[39m | \u001b[39m3.119    \u001b[39m | \u001b[39m8.976    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:32,416 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.8250, R²: 0.4873\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m370      \u001b[39m | \u001b[39m-0.825   \u001b[39m | \u001b[39m2.163e+04\u001b[39m | \u001b[39m24.57    \u001b[39m | \u001b[39m0.05585  \u001b[39m | \u001b[39m0.4844   \u001b[39m | \u001b[39m1.367    \u001b[39m | \u001b[39m1.345    \u001b[39m | \u001b[39m1.473    \u001b[39m | \u001b[39m31.21    \u001b[39m | \u001b[39m1.019    \u001b[39m | \u001b[39m37.79    \u001b[39m | \u001b[39m4.561    \u001b[39m | \u001b[39m3.689    \u001b[39m | \u001b[39m10.01    \u001b[39m | \u001b[39m8.97     \u001b[39m | \u001b[39m24.66    \u001b[39m | \u001b[39m8.65     \u001b[39m | \u001b[39m0.83     \u001b[39m | \u001b[39m0.3522   \u001b[39m | \u001b[39m79.99    \u001b[39m | \u001b[39m0.3636   \u001b[39m | \u001b[39m0.6624   \u001b[39m | \u001b[39m0.5548   \u001b[39m | \u001b[39m0.6911   \u001b[39m | \u001b[39m13.16    \u001b[39m | \u001b[39m0.3564   \u001b[39m | \u001b[39m46.51    \u001b[39m | \u001b[39m27.67    \u001b[39m | \u001b[39m13.54    \u001b[39m | \u001b[39m90.83    \u001b[39m | \u001b[39m80.76    \u001b[39m | \u001b[39m16.06    \u001b[39m | \u001b[39m0.2229   \u001b[39m | \u001b[39m0.2138   \u001b[39m | \u001b[39m2.53     \u001b[39m | \u001b[39m7.574    \u001b[39m | \u001b[39m4.496    \u001b[39m | \u001b[39m68.16    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:33,104 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.7931, R²: 0.5262\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m371      \u001b[39m | \u001b[39m-0.7931  \u001b[39m | \u001b[39m2.412e+04\u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m0.07749  \u001b[39m | \u001b[39m0.7619   \u001b[39m | \u001b[39m3.051    \u001b[39m | \u001b[39m4.578    \u001b[39m | \u001b[39m0.4764   \u001b[39m | \u001b[39m33.46    \u001b[39m | \u001b[39m7.625    \u001b[39m | \u001b[39m31.17    \u001b[39m | \u001b[39m4.852    \u001b[39m | \u001b[39m1.257    \u001b[39m | \u001b[39m42.32    \u001b[39m | \u001b[39m17.18    \u001b[39m | \u001b[39m9.522    \u001b[39m | \u001b[39m11.1     \u001b[39m | \u001b[39m0.8271   \u001b[39m | \u001b[39m0.2314   \u001b[39m | \u001b[39m54.55    \u001b[39m | \u001b[39m31.33    \u001b[39m | \u001b[39m0.1235   \u001b[39m | \u001b[39m0.05631  \u001b[39m | \u001b[39m0.6307   \u001b[39m | \u001b[39m97.1     \u001b[39m | \u001b[39m0.8706   \u001b[39m | \u001b[39m188.0    \u001b[39m | \u001b[39m46.8     \u001b[39m | \u001b[39m7.279    \u001b[39m | \u001b[39m91.08    \u001b[39m | \u001b[39m83.87    \u001b[39m | \u001b[39m22.82    \u001b[39m | \u001b[39m0.07183  \u001b[39m | \u001b[39m0.2357   \u001b[39m | \u001b[39m0.6024   \u001b[39m | \u001b[39m8.79     \u001b[39m | \u001b[39m2.993    \u001b[39m | \u001b[39m62.4     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:34,183 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.1225, R²: 0.9887\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m372      \u001b[39m | \u001b[39m-0.1225  \u001b[39m | \u001b[39m6.416e+04\u001b[39m | \u001b[39m14.27    \u001b[39m | \u001b[39m0.08304  \u001b[39m | \u001b[39m0.7601   \u001b[39m | \u001b[39m1.973    \u001b[39m | \u001b[39m2.536    \u001b[39m | \u001b[39m0.7326   \u001b[39m | \u001b[39m79.82    \u001b[39m | \u001b[39m7.262    \u001b[39m | \u001b[39m38.82    \u001b[39m | \u001b[39m5.865    \u001b[39m | \u001b[39m0.53     \u001b[39m | \u001b[39m15.39    \u001b[39m | \u001b[39m23.81    \u001b[39m | \u001b[39m29.86    \u001b[39m | \u001b[39m12.97    \u001b[39m | \u001b[39m0.9204   \u001b[39m | \u001b[39m0.2826   \u001b[39m | \u001b[39m71.84    \u001b[39m | \u001b[39m20.87    \u001b[39m | \u001b[39m0.4184   \u001b[39m | \u001b[39m0.9821   \u001b[39m | \u001b[39m0.9004   \u001b[39m | \u001b[39m36.84    \u001b[39m | \u001b[39m0.6191   \u001b[39m | \u001b[39m39.39    \u001b[39m | \u001b[39m82.7     \u001b[39m | \u001b[39m5.648    \u001b[39m | \u001b[39m87.09    \u001b[39m | \u001b[39m87.3     \u001b[39m | \u001b[39m22.43    \u001b[39m | \u001b[39m0.1238   \u001b[39m | \u001b[39m0.05325  \u001b[39m | \u001b[39m2.263    \u001b[39m | \u001b[39m8.838    \u001b[39m | \u001b[39m3.879    \u001b[39m | \u001b[39m45.6     \u001b[39m |\n"
     ]
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:34,802 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.2104, R²: 0.9667\n"
     ]
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      "| \u001b[39m373      \u001b[39m | \u001b[39m-0.2104  \u001b[39m | \u001b[39m3.777e+04\u001b[39m | \u001b[39m42.25    \u001b[39m | \u001b[39m0.1657   \u001b[39m | \u001b[39m0.5806   \u001b[39m | \u001b[39m1.49     \u001b[39m | \u001b[39m3.048    \u001b[39m | \u001b[39m0.4345   \u001b[39m | \u001b[39m76.79    \u001b[39m | \u001b[39m9.886    \u001b[39m | \u001b[39m3.6      \u001b[39m | \u001b[39m3.862    \u001b[39m | \u001b[39m2.406    \u001b[39m | \u001b[39m29.85    \u001b[39m | \u001b[39m17.93    \u001b[39m | \u001b[39m9.842    \u001b[39m | \u001b[39m7.777    \u001b[39m | \u001b[39m0.9152   \u001b[39m | \u001b[39m0.2528   \u001b[39m | \u001b[39m59.16    \u001b[39m | \u001b[39m27.31    \u001b[39m | \u001b[39m0.4747   \u001b[39m | \u001b[39m0.6661   \u001b[39m | \u001b[39m0.9551   \u001b[39m | \u001b[39m104.1    \u001b[39m | \u001b[39m0.1098   \u001b[39m | \u001b[39m61.08    \u001b[39m | \u001b[39m81.26    \u001b[39m | \u001b[39m11.09    \u001b[39m | \u001b[39m91.8     \u001b[39m | \u001b[39m94.33    \u001b[39m | \u001b[39m21.01    \u001b[39m | \u001b[39m0.3318   \u001b[39m | \u001b[39m0.2905   \u001b[39m | \u001b[39m2.688    \u001b[39m | \u001b[39m9.476    \u001b[39m | \u001b[39m2.831    \u001b[39m | \u001b[39m60.16    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:36,140 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.9436, R²: 0.3293\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m374      \u001b[39m | \u001b[39m-0.9436  \u001b[39m | \u001b[39m9.758e+04\u001b[39m | \u001b[39m20.43    \u001b[39m | \u001b[39m0.195    \u001b[39m | \u001b[39m0.7007   \u001b[39m | \u001b[39m3.699    \u001b[39m | \u001b[39m2.97     \u001b[39m | \u001b[39m1.834    \u001b[39m | \u001b[39m3.37     \u001b[39m | \u001b[39m4.889    \u001b[39m | \u001b[39m22.42    \u001b[39m | \u001b[39m3.556    \u001b[39m | \u001b[39m2.236    \u001b[39m | \u001b[39m11.81    \u001b[39m | \u001b[39m10.29    \u001b[39m | \u001b[39m6.708    \u001b[39m | \u001b[39m12.9     \u001b[39m | \u001b[39m0.869    \u001b[39m | \u001b[39m0.1551   \u001b[39m | \u001b[39m94.67    \u001b[39m | \u001b[39m2.183    \u001b[39m | \u001b[39m0.985    \u001b[39m | \u001b[39m0.2629   \u001b[39m | \u001b[39m0.6836   \u001b[39m | \u001b[39m190.8    \u001b[39m | \u001b[39m0.8819   \u001b[39m | \u001b[39m67.39    \u001b[39m | \u001b[39m4.663    \u001b[39m | \u001b[39m7.606    \u001b[39m | \u001b[39m86.02    \u001b[39m | \u001b[39m79.51    \u001b[39m | \u001b[39m19.97    \u001b[39m | \u001b[39m0.08124  \u001b[39m | \u001b[39m0.2022   \u001b[39m | \u001b[39m0.8113   \u001b[39m | \u001b[39m9.585    \u001b[39m | \u001b[39m1.661    \u001b[39m | \u001b[39m10.71    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:36,597 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1536, R²: -0.0024\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m375      \u001b[39m | \u001b[39m-1.154   \u001b[39m | \u001b[39m5.685e+04\u001b[39m | \u001b[39m36.57    \u001b[39m | \u001b[39m0.07854  \u001b[39m | \u001b[39m0.8146   \u001b[39m | \u001b[39m4.906    \u001b[39m | \u001b[39m1.063    \u001b[39m | \u001b[39m1.028    \u001b[39m | \u001b[39m32.67    \u001b[39m | \u001b[39m9.808    \u001b[39m | \u001b[39m32.11    \u001b[39m | \u001b[39m5.217    \u001b[39m | \u001b[39m3.08     \u001b[39m | \u001b[39m32.26    \u001b[39m | \u001b[39m3.721    \u001b[39m | \u001b[39m23.12    \u001b[39m | \u001b[39m12.99    \u001b[39m | \u001b[39m0.8961   \u001b[39m | \u001b[39m0.1728   \u001b[39m | \u001b[39m75.98    \u001b[39m | \u001b[39m19.88    \u001b[39m | \u001b[39m0.1696   \u001b[39m | \u001b[39m0.2626   \u001b[39m | \u001b[39m0.898    \u001b[39m | \u001b[39m152.2    \u001b[39m | \u001b[39m0.01649  \u001b[39m | \u001b[39m37.91    \u001b[39m | \u001b[39m29.67    \u001b[39m | \u001b[39m5.099    \u001b[39m | \u001b[39m93.97    \u001b[39m | \u001b[39m75.28    \u001b[39m | \u001b[39m23.15    \u001b[39m | \u001b[39m0.06063  \u001b[39m | \u001b[39m0.3387   \u001b[39m | \u001b[39m1.905    \u001b[39m | \u001b[39m11.88    \u001b[39m | \u001b[39m2.588    \u001b[39m | \u001b[39m23.22    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:37,582 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:40:37,670 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:40:37,753 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:40:37,753 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m376      \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m9.315e+04\u001b[39m | \u001b[39m32.83    \u001b[39m | \u001b[39m0.2246   \u001b[39m | \u001b[39m0.1716   \u001b[39m | \u001b[39m2.048    \u001b[39m | \u001b[39m4.285    \u001b[39m | \u001b[39m1.66     \u001b[39m | \u001b[39m15.88    \u001b[39m | \u001b[39m8.857    \u001b[39m | \u001b[39m33.34    \u001b[39m | \u001b[39m4.635    \u001b[39m | \u001b[39m2.861    \u001b[39m | \u001b[39m13.11    \u001b[39m | \u001b[39m6.497    \u001b[39m | \u001b[39m27.83    \u001b[39m | \u001b[39m8.488    \u001b[39m | \u001b[39m0.7996   \u001b[39m | \u001b[39m0.3841   \u001b[39m | \u001b[39m4.568    \u001b[39m | \u001b[39m27.23    \u001b[39m | \u001b[39m0.8322   \u001b[39m | \u001b[39m0.3003   \u001b[39m | \u001b[39m0.9068   \u001b[39m | \u001b[39m196.0    \u001b[39m | \u001b[39m0.3462   \u001b[39m | \u001b[39m35.61    \u001b[39m | \u001b[39m52.16    \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m87.57    \u001b[39m | \u001b[39m81.44    \u001b[39m | \u001b[39m23.92    \u001b[39m | \u001b[39m0.8386   \u001b[39m | \u001b[39m0.3537   \u001b[39m | \u001b[39m0.2677   \u001b[39m | \u001b[39m12.67    \u001b[39m | \u001b[39m3.165    \u001b[39m | \u001b[39m71.35    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:38,859 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1516, R²: 0.0010\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m377      \u001b[39m | \u001b[39m-1.152   \u001b[39m | \u001b[39m9.269e+04\u001b[39m | \u001b[39m26.4     \u001b[39m | \u001b[39m0.2854   \u001b[39m | \u001b[39m0.1613   \u001b[39m | \u001b[39m2.409    \u001b[39m | \u001b[39m1.896    \u001b[39m | \u001b[39m2.402    \u001b[39m | \u001b[39m52.25    \u001b[39m | \u001b[39m7.04     \u001b[39m | \u001b[39m43.84    \u001b[39m | \u001b[39m6.145    \u001b[39m | \u001b[39m3.398    \u001b[39m | \u001b[39m40.63    \u001b[39m | \u001b[39m3.828    \u001b[39m | \u001b[39m26.96    \u001b[39m | \u001b[39m9.703    \u001b[39m | \u001b[39m0.8417   \u001b[39m | \u001b[39m0.2354   \u001b[39m | \u001b[39m29.46    \u001b[39m | \u001b[39m16.0     \u001b[39m | \u001b[39m0.8089   \u001b[39m | \u001b[39m0.6428   \u001b[39m | \u001b[39m0.1491   \u001b[39m | \u001b[39m33.2     \u001b[39m | \u001b[39m0.4808   \u001b[39m | \u001b[39m149.3    \u001b[39m | \u001b[39m33.12    \u001b[39m | \u001b[39m14.16    \u001b[39m | \u001b[39m92.9     \u001b[39m | \u001b[39m83.32    \u001b[39m | \u001b[39m20.46    \u001b[39m | \u001b[39m0.4184   \u001b[39m | \u001b[39m0.02313  \u001b[39m | \u001b[39m1.798    \u001b[39m | \u001b[39m7.317    \u001b[39m | \u001b[39m2.443    \u001b[39m | \u001b[39m8.355    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:39,798 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1500, R²: 0.0038\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m378      \u001b[39m | \u001b[39m-1.15    \u001b[39m | \u001b[39m9.359e+04\u001b[39m | \u001b[39m39.37    \u001b[39m | \u001b[39m0.2431   \u001b[39m | \u001b[39m0.0565   \u001b[39m | \u001b[39m1.104    \u001b[39m | \u001b[39m3.361    \u001b[39m | \u001b[39m1.787    \u001b[39m | \u001b[39m47.06    \u001b[39m | \u001b[39m7.795    \u001b[39m | \u001b[39m24.22    \u001b[39m | \u001b[39m7.676    \u001b[39m | \u001b[39m3.825    \u001b[39m | \u001b[39m44.61    \u001b[39m | \u001b[39m19.86    \u001b[39m | \u001b[39m9.922    \u001b[39m | \u001b[39m11.66    \u001b[39m | \u001b[39m0.6515   \u001b[39m | \u001b[39m0.03389  \u001b[39m | \u001b[39m78.83    \u001b[39m | \u001b[39m1.09     \u001b[39m | \u001b[39m0.919    \u001b[39m | \u001b[39m0.3889   \u001b[39m | \u001b[39m0.4392   \u001b[39m | \u001b[39m152.5    \u001b[39m | \u001b[39m0.5916   \u001b[39m | \u001b[39m195.9    \u001b[39m | \u001b[39m26.43    \u001b[39m | \u001b[39m17.89    \u001b[39m | \u001b[39m80.73    \u001b[39m | \u001b[39m75.01    \u001b[39m | \u001b[39m8.2      \u001b[39m | \u001b[39m0.7908   \u001b[39m | \u001b[39m0.06429  \u001b[39m | \u001b[39m2.011    \u001b[39m | \u001b[39m11.39    \u001b[39m | \u001b[39m3.702    \u001b[39m | \u001b[39m97.06    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:40,360 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.4426, R²: 0.8524\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m379      \u001b[39m | \u001b[39m-0.4426  \u001b[39m | \u001b[39m9.123e+04\u001b[39m | \u001b[39m24.17    \u001b[39m | \u001b[39m0.1942   \u001b[39m | \u001b[39m0.02924  \u001b[39m | \u001b[39m4.064    \u001b[39m | \u001b[39m2.351    \u001b[39m | \u001b[39m2.076    \u001b[39m | \u001b[39m82.26    \u001b[39m | \u001b[39m5.861    \u001b[39m | \u001b[39m45.92    \u001b[39m | \u001b[39m4.338    \u001b[39m | \u001b[39m3.961    \u001b[39m | \u001b[39m43.77    \u001b[39m | \u001b[39m14.16    \u001b[39m | \u001b[39m15.99    \u001b[39m | \u001b[39m8.867    \u001b[39m | \u001b[39m0.9423   \u001b[39m | \u001b[39m0.3184   \u001b[39m | \u001b[39m78.31    \u001b[39m | \u001b[39m32.56    \u001b[39m | \u001b[39m0.4425   \u001b[39m | \u001b[39m0.9588   \u001b[39m | \u001b[39m0.631    \u001b[39m | \u001b[39m191.7    \u001b[39m | \u001b[39m0.1079   \u001b[39m | \u001b[39m100.9    \u001b[39m | \u001b[39m1.417    \u001b[39m | \u001b[39m13.47    \u001b[39m | \u001b[39m89.85    \u001b[39m | \u001b[39m94.52    \u001b[39m | \u001b[39m10.4     \u001b[39m | \u001b[39m0.1114   \u001b[39m | \u001b[39m0.07161  \u001b[39m | \u001b[39m2.138    \u001b[39m | \u001b[39m7.072    \u001b[39m | \u001b[39m1.049    \u001b[39m | \u001b[39m49.32    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:40,800 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.8324, R²: 0.4781\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m380      \u001b[39m | \u001b[39m-0.8324  \u001b[39m | \u001b[39m1.462e+04\u001b[39m | \u001b[39m49.56    \u001b[39m | \u001b[39m0.1495   \u001b[39m | \u001b[39m0.1057   \u001b[39m | \u001b[39m4.127    \u001b[39m | \u001b[39m2.015    \u001b[39m | \u001b[39m2.107    \u001b[39m | \u001b[39m93.3     \u001b[39m | \u001b[39m2.395    \u001b[39m | \u001b[39m34.48    \u001b[39m | \u001b[39m2.263    \u001b[39m | \u001b[39m0.207    \u001b[39m | \u001b[39m12.55    \u001b[39m | \u001b[39m5.052    \u001b[39m | \u001b[39m6.681    \u001b[39m | \u001b[39m11.27    \u001b[39m | \u001b[39m0.6047   \u001b[39m | \u001b[39m0.2981   \u001b[39m | \u001b[39m81.61    \u001b[39m | \u001b[39m1.516    \u001b[39m | \u001b[39m0.9897   \u001b[39m | \u001b[39m0.8706   \u001b[39m | \u001b[39m0.8929   \u001b[39m | \u001b[39m22.28    \u001b[39m | \u001b[39m0.242    \u001b[39m | \u001b[39m192.1    \u001b[39m | \u001b[39m49.58    \u001b[39m | \u001b[39m10.01    \u001b[39m | \u001b[39m80.17    \u001b[39m | \u001b[39m77.61    \u001b[39m | \u001b[39m6.145    \u001b[39m | \u001b[39m0.1064   \u001b[39m | \u001b[39m0.3763   \u001b[39m | \u001b[39m2.463    \u001b[39m | \u001b[39m12.41    \u001b[39m | \u001b[39m1.837    \u001b[39m | \u001b[39m31.37    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:42,061 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2520, R²: 0.9522\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m381      \u001b[39m | \u001b[39m-0.252   \u001b[39m | \u001b[39m7.218e+04\u001b[39m | \u001b[39m29.64    \u001b[39m | \u001b[39m0.1137   \u001b[39m | \u001b[39m0.7764   \u001b[39m | \u001b[39m2.573    \u001b[39m | \u001b[39m4.991    \u001b[39m | \u001b[39m2.942    \u001b[39m | \u001b[39m52.06    \u001b[39m | \u001b[39m5.847    \u001b[39m | \u001b[39m2.949    \u001b[39m | \u001b[39m7.254    \u001b[39m | \u001b[39m0.7024   \u001b[39m | \u001b[39m27.26    \u001b[39m | \u001b[39m8.248    \u001b[39m | \u001b[39m28.85    \u001b[39m | \u001b[39m10.63    \u001b[39m | \u001b[39m0.9774   \u001b[39m | \u001b[39m0.3129   \u001b[39m | \u001b[39m86.4     \u001b[39m | \u001b[39m29.24    \u001b[39m | \u001b[39m0.1549   \u001b[39m | \u001b[39m0.8589   \u001b[39m | \u001b[39m0.778    \u001b[39m | \u001b[39m13.51    \u001b[39m | \u001b[39m0.338    \u001b[39m | \u001b[39m10.57    \u001b[39m | \u001b[39m24.5     \u001b[39m | \u001b[39m6.212    \u001b[39m | \u001b[39m92.75    \u001b[39m | \u001b[39m86.88    \u001b[39m | \u001b[39m23.7     \u001b[39m | \u001b[39m0.5293   \u001b[39m | \u001b[39m0.3057   \u001b[39m | \u001b[39m0.8432   \u001b[39m | \u001b[39m10.12    \u001b[39m | \u001b[39m3.553    \u001b[39m | \u001b[39m6.067    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:40:42,513 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.1375, R²: 0.9858\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m382      \u001b[39m | \u001b[39m-0.1375  \u001b[39m | \u001b[39m4.662e+04\u001b[39m | \u001b[39m47.06    \u001b[39m | \u001b[39m0.2711   \u001b[39m | \u001b[39m0.521    \u001b[39m | \u001b[39m2.466    \u001b[39m | \u001b[39m4.103    \u001b[39m | \u001b[39m0.4704   \u001b[39m | \u001b[39m67.43    \u001b[39m | \u001b[39m8.056    \u001b[39m | \u001b[39m36.49    \u001b[39m | \u001b[39m4.557    \u001b[39m | \u001b[39m3.079    \u001b[39m | \u001b[39m15.18    \u001b[39m | \u001b[39m3.934    \u001b[39m | \u001b[39m29.32    \u001b[39m | \u001b[39m9.826    \u001b[39m | \u001b[39m0.9429   \u001b[39m | \u001b[39m0.07327  \u001b[39m | \u001b[39m39.48    \u001b[39m | \u001b[39m21.22    \u001b[39m | \u001b[39m0.7051   \u001b[39m | \u001b[39m0.9523   \u001b[39m | \u001b[39m0.6475   \u001b[39m | \u001b[39m187.6    \u001b[39m | \u001b[39m0.2282   \u001b[39m | \u001b[39m55.54    \u001b[39m | \u001b[39m0.9487   \u001b[39m | \u001b[39m17.28    \u001b[39m | \u001b[39m89.68    \u001b[39m | \u001b[39m81.08    \u001b[39m | \u001b[39m19.69    \u001b[39m | \u001b[39m0.3949   \u001b[39m | \u001b[39m0.6637   \u001b[39m | \u001b[39m0.4576   \u001b[39m | \u001b[39m9.538    \u001b[39m | \u001b[39m1.471    \u001b[39m | \u001b[39m36.51    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:40:43,663 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.7792, R²: 0.5427\n"
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      "| \u001b[39m383      \u001b[39m | \u001b[39m-0.7792  \u001b[39m | \u001b[39m7.618e+04\u001b[39m | \u001b[39m47.45    \u001b[39m | \u001b[39m0.01117  \u001b[39m | \u001b[39m0.6703   \u001b[39m | \u001b[39m1.183    \u001b[39m | \u001b[39m1.671    \u001b[39m | \u001b[39m2.344    \u001b[39m | \u001b[39m41.14    \u001b[39m | \u001b[39m5.3      \u001b[39m | \u001b[39m7.397    \u001b[39m | \u001b[39m7.321    \u001b[39m | \u001b[39m3.092    \u001b[39m | \u001b[39m9.856    \u001b[39m | \u001b[39m17.64    \u001b[39m | \u001b[39m20.29    \u001b[39m | \u001b[39m9.648    \u001b[39m | \u001b[39m0.7482   \u001b[39m | \u001b[39m0.2759   \u001b[39m | \u001b[39m50.3     \u001b[39m | \u001b[39m2.001    \u001b[39m | \u001b[39m0.1856   \u001b[39m | \u001b[39m0.7442   \u001b[39m | \u001b[39m0.9917   \u001b[39m | \u001b[39m184.6    \u001b[39m | \u001b[39m0.9821   \u001b[39m | \u001b[39m168.3    \u001b[39m | \u001b[39m21.42    \u001b[39m | \u001b[39m10.59    \u001b[39m | \u001b[39m89.67    \u001b[39m | \u001b[39m75.59    \u001b[39m | \u001b[39m5.072    \u001b[39m | \u001b[39m0.7886   \u001b[39m | \u001b[39m0.8483   \u001b[39m | \u001b[39m2.177    \u001b[39m | \u001b[39m11.01    \u001b[39m | \u001b[39m3.079    \u001b[39m | \u001b[39m4.741    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:44,121 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2899, R²: 0.9367\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m384      \u001b[39m | \u001b[39m-0.2899  \u001b[39m | \u001b[39m3.272e+04\u001b[39m | \u001b[39m40.5     \u001b[39m | \u001b[39m0.1552   \u001b[39m | \u001b[39m0.7407   \u001b[39m | \u001b[39m2.678    \u001b[39m | \u001b[39m1.317    \u001b[39m | \u001b[39m1.39     \u001b[39m | \u001b[39m26.54    \u001b[39m | \u001b[39m8.34     \u001b[39m | \u001b[39m46.81    \u001b[39m | \u001b[39m5.178    \u001b[39m | \u001b[39m0.3057   \u001b[39m | \u001b[39m22.65    \u001b[39m | \u001b[39m10.22    \u001b[39m | \u001b[39m11.24    \u001b[39m | \u001b[39m8.351    \u001b[39m | \u001b[39m0.9149   \u001b[39m | \u001b[39m0.1503   \u001b[39m | \u001b[39m35.62    \u001b[39m | \u001b[39m36.19    \u001b[39m | \u001b[39m0.1234   \u001b[39m | \u001b[39m0.526    \u001b[39m | \u001b[39m0.3824   \u001b[39m | \u001b[39m164.6    \u001b[39m | \u001b[39m0.1568   \u001b[39m | \u001b[39m17.01    \u001b[39m | \u001b[39m80.87    \u001b[39m | \u001b[39m9.742    \u001b[39m | \u001b[39m81.98    \u001b[39m | \u001b[39m92.18    \u001b[39m | \u001b[39m8.221    \u001b[39m | \u001b[39m0.7808   \u001b[39m | \u001b[39m0.7662   \u001b[39m | \u001b[39m2.559    \u001b[39m | \u001b[39m10.95    \u001b[39m | \u001b[39m1.098    \u001b[39m | \u001b[39m14.4     \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:40:45,140 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0893, R²: 0.9940\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m385      \u001b[39m | \u001b[39m-0.08927 \u001b[39m | \u001b[39m1.15e+04 \u001b[39m | \u001b[39m36.37    \u001b[39m | \u001b[39m0.2426   \u001b[39m | \u001b[39m0.9915   \u001b[39m | \u001b[39m2.23     \u001b[39m | \u001b[39m2.832    \u001b[39m | \u001b[39m2.407    \u001b[39m | \u001b[39m56.87    \u001b[39m | \u001b[39m8.759    \u001b[39m | \u001b[39m48.09    \u001b[39m | \u001b[39m1.371    \u001b[39m | \u001b[39m0.9988   \u001b[39m | \u001b[39m48.92    \u001b[39m | \u001b[39m18.8     \u001b[39m | \u001b[39m21.57    \u001b[39m | \u001b[39m11.71    \u001b[39m | \u001b[39m0.705    \u001b[39m | \u001b[39m0.1147   \u001b[39m | \u001b[39m78.61    \u001b[39m | \u001b[39m17.22    \u001b[39m | \u001b[39m0.1079   \u001b[39m | \u001b[39m0.311    \u001b[39m | \u001b[39m0.2778   \u001b[39m | \u001b[39m15.12    \u001b[39m | \u001b[39m0.5646   \u001b[39m | \u001b[39m194.7    \u001b[39m | \u001b[39m58.39    \u001b[39m | \u001b[39m14.58    \u001b[39m | \u001b[39m86.43    \u001b[39m | \u001b[39m83.49    \u001b[39m | \u001b[39m23.17    \u001b[39m | \u001b[39m0.1973   \u001b[39m | \u001b[39m0.5999   \u001b[39m | \u001b[39m0.6432   \u001b[39m | \u001b[39m12.21    \u001b[39m | \u001b[39m3.259    \u001b[39m | \u001b[39m33.05    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:40:45,999 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.8339, R²: 0.4762\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m386      \u001b[39m | \u001b[39m-0.8339  \u001b[39m | \u001b[39m3.486e+04\u001b[39m | \u001b[39m14.98    \u001b[39m | \u001b[39m0.1003   \u001b[39m | \u001b[39m0.8699   \u001b[39m | \u001b[39m1.785    \u001b[39m | \u001b[39m3.353    \u001b[39m | \u001b[39m2.521    \u001b[39m | \u001b[39m88.95    \u001b[39m | \u001b[39m1.455    \u001b[39m | \u001b[39m15.03    \u001b[39m | \u001b[39m1.984    \u001b[39m | \u001b[39m0.06679  \u001b[39m | \u001b[39m9.091    \u001b[39m | \u001b[39m25.11    \u001b[39m | \u001b[39m19.25    \u001b[39m | \u001b[39m7.096    \u001b[39m | \u001b[39m0.7535   \u001b[39m | \u001b[39m0.2757   \u001b[39m | \u001b[39m64.47    \u001b[39m | \u001b[39m7.614    \u001b[39m | \u001b[39m0.9052   \u001b[39m | \u001b[39m0.1798   \u001b[39m | \u001b[39m0.2522   \u001b[39m | \u001b[39m20.69    \u001b[39m | \u001b[39m0.8977   \u001b[39m | \u001b[39m197.7    \u001b[39m | \u001b[39m60.51    \u001b[39m | \u001b[39m15.35    \u001b[39m | \u001b[39m83.36    \u001b[39m | \u001b[39m84.48    \u001b[39m | \u001b[39m10.62    \u001b[39m | \u001b[39m0.2731   \u001b[39m | \u001b[39m0.6285   \u001b[39m | \u001b[39m1.003    \u001b[39m | \u001b[39m9.234    \u001b[39m | \u001b[39m2.721    \u001b[39m | \u001b[39m89.04    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:46,996 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2958, R²: 0.9341\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m387      \u001b[39m | \u001b[39m-0.2958  \u001b[39m | \u001b[39m8.467e+04\u001b[39m | \u001b[39m46.75    \u001b[39m | \u001b[39m0.1228   \u001b[39m | \u001b[39m0.8749   \u001b[39m | \u001b[39m3.98     \u001b[39m | \u001b[39m3.919    \u001b[39m | \u001b[39m0.05282  \u001b[39m | \u001b[39m82.17    \u001b[39m | \u001b[39m1.32     \u001b[39m | \u001b[39m35.42    \u001b[39m | \u001b[39m2.781    \u001b[39m | \u001b[39m3.758    \u001b[39m | \u001b[39m6.509    \u001b[39m | \u001b[39m16.76    \u001b[39m | \u001b[39m6.863    \u001b[39m | \u001b[39m12.47    \u001b[39m | \u001b[39m0.6826   \u001b[39m | \u001b[39m0.1368   \u001b[39m | \u001b[39m13.25    \u001b[39m | \u001b[39m6.51     \u001b[39m | \u001b[39m0.3678   \u001b[39m | \u001b[39m0.5145   \u001b[39m | \u001b[39m0.7701   \u001b[39m | \u001b[39m135.2    \u001b[39m | \u001b[39m0.7771   \u001b[39m | \u001b[39m20.93    \u001b[39m | \u001b[39m92.71    \u001b[39m | \u001b[39m16.72    \u001b[39m | \u001b[39m81.57    \u001b[39m | \u001b[39m86.47    \u001b[39m | \u001b[39m20.44    \u001b[39m | \u001b[39m0.6664   \u001b[39m | \u001b[39m0.4677   \u001b[39m | \u001b[39m2.26     \u001b[39m | \u001b[39m12.01    \u001b[39m | \u001b[39m1.406    \u001b[39m | \u001b[39m31.04    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:47,432 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2765, R²: 0.9424\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m388      \u001b[39m | \u001b[39m-0.2765  \u001b[39m | \u001b[39m6.088e+04\u001b[39m | \u001b[39m41.82    \u001b[39m | \u001b[39m0.1111   \u001b[39m | \u001b[39m0.3983   \u001b[39m | \u001b[39m4.951    \u001b[39m | \u001b[39m4.898    \u001b[39m | \u001b[39m1.807    \u001b[39m | \u001b[39m88.09    \u001b[39m | \u001b[39m8.818    \u001b[39m | \u001b[39m46.77    \u001b[39m | \u001b[39m0.138    \u001b[39m | \u001b[39m1.281    \u001b[39m | \u001b[39m36.78    \u001b[39m | \u001b[39m13.16    \u001b[39m | \u001b[39m8.577    \u001b[39m | \u001b[39m11.24    \u001b[39m | \u001b[39m0.9163   \u001b[39m | \u001b[39m0.1231   \u001b[39m | \u001b[39m10.26    \u001b[39m | \u001b[39m6.706    \u001b[39m | \u001b[39m0.7972   \u001b[39m | \u001b[39m0.3871   \u001b[39m | \u001b[39m0.2949   \u001b[39m | \u001b[39m156.7    \u001b[39m | \u001b[39m0.4215   \u001b[39m | \u001b[39m102.3    \u001b[39m | \u001b[39m56.78    \u001b[39m | \u001b[39m12.86    \u001b[39m | \u001b[39m91.95    \u001b[39m | \u001b[39m93.98    \u001b[39m | \u001b[39m19.23    \u001b[39m | \u001b[39m0.4166   \u001b[39m | \u001b[39m0.9423   \u001b[39m | \u001b[39m1.255    \u001b[39m | \u001b[39m12.04    \u001b[39m | \u001b[39m3.528    \u001b[39m | \u001b[39m49.34    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:48,509 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8203, R²: 0.4932\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m389      \u001b[39m | \u001b[39m-0.8203  \u001b[39m | \u001b[39m4.903e+04\u001b[39m | \u001b[39m49.18    \u001b[39m | \u001b[39m0.1664   \u001b[39m | \u001b[39m0.606    \u001b[39m | \u001b[39m3.311    \u001b[39m | \u001b[39m4.263    \u001b[39m | \u001b[39m0.6346   \u001b[39m | \u001b[39m81.55    \u001b[39m | \u001b[39m2.431    \u001b[39m | \u001b[39m31.16    \u001b[39m | \u001b[39m7.131    \u001b[39m | \u001b[39m3.472    \u001b[39m | \u001b[39m49.94    \u001b[39m | \u001b[39m10.66    \u001b[39m | \u001b[39m20.04    \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m0.9087   \u001b[39m | \u001b[39m0.3714   \u001b[39m | \u001b[39m98.53    \u001b[39m | \u001b[39m4.98     \u001b[39m | \u001b[39m0.8479   \u001b[39m | \u001b[39m0.5893   \u001b[39m | \u001b[39m0.1035   \u001b[39m | \u001b[39m29.74    \u001b[39m | \u001b[39m0.06931  \u001b[39m | \u001b[39m180.2    \u001b[39m | \u001b[39m67.57    \u001b[39m | \u001b[39m17.51    \u001b[39m | \u001b[39m86.18    \u001b[39m | \u001b[39m82.77    \u001b[39m | \u001b[39m10.79    \u001b[39m | \u001b[39m0.0986   \u001b[39m | \u001b[39m0.8657   \u001b[39m | \u001b[39m0.5058   \u001b[39m | \u001b[39m7.717    \u001b[39m | \u001b[39m1.16     \u001b[39m | \u001b[39m74.24    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:49,872 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1355, R²: 0.0289\n"
     ]
    },
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      "| \u001b[39m390      \u001b[39m | \u001b[39m-1.135   \u001b[39m | \u001b[39m8.135e+04\u001b[39m | \u001b[39m36.88    \u001b[39m | \u001b[39m0.03939  \u001b[39m | \u001b[39m0.6248   \u001b[39m | \u001b[39m2.484    \u001b[39m | \u001b[39m3.72     \u001b[39m | \u001b[39m2.679    \u001b[39m | \u001b[39m27.5     \u001b[39m | \u001b[39m6.938    \u001b[39m | \u001b[39m16.35    \u001b[39m | \u001b[39m9.413    \u001b[39m | \u001b[39m1.44     \u001b[39m | \u001b[39m10.43    \u001b[39m | \u001b[39m3.115    \u001b[39m | \u001b[39m29.6     \u001b[39m | \u001b[39m8.519    \u001b[39m | \u001b[39m0.7675   \u001b[39m | \u001b[39m0.3957   \u001b[39m | \u001b[39m52.62    \u001b[39m | \u001b[39m19.48    \u001b[39m | \u001b[39m0.2354   \u001b[39m | \u001b[39m0.5878   \u001b[39m | \u001b[39m0.4566   \u001b[39m | \u001b[39m192.5    \u001b[39m | \u001b[39m0.5893   \u001b[39m | \u001b[39m12.52    \u001b[39m | \u001b[39m39.14    \u001b[39m | \u001b[39m11.38    \u001b[39m | \u001b[39m88.28    \u001b[39m | \u001b[39m81.45    \u001b[39m | \u001b[39m14.74    \u001b[39m | \u001b[39m0.8796   \u001b[39m | \u001b[39m0.5772   \u001b[39m | \u001b[39m1.394    \u001b[39m | \u001b[39m10.88    \u001b[39m | \u001b[39m3.721    \u001b[39m | \u001b[39m95.91    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:40:51,321 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.7739, R²: 0.5488\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m391      \u001b[39m | \u001b[39m-0.7739  \u001b[39m | \u001b[39m3.841e+04\u001b[39m | \u001b[39m16.97    \u001b[39m | \u001b[39m0.1525   \u001b[39m | \u001b[39m0.8123   \u001b[39m | \u001b[39m1.441    \u001b[39m | \u001b[39m1.943    \u001b[39m | \u001b[39m1.358    \u001b[39m | \u001b[39m88.33    \u001b[39m | \u001b[39m1.691    \u001b[39m | \u001b[39m14.92    \u001b[39m | \u001b[39m9.625    \u001b[39m | \u001b[39m1.733    \u001b[39m | \u001b[39m32.65    \u001b[39m | \u001b[39m19.99    \u001b[39m | \u001b[39m26.71    \u001b[39m | \u001b[39m9.634    \u001b[39m | \u001b[39m0.9267   \u001b[39m | \u001b[39m0.01615  \u001b[39m | \u001b[39m21.88    \u001b[39m | \u001b[39m10.4     \u001b[39m | \u001b[39m0.185    \u001b[39m | \u001b[39m0.7934   \u001b[39m | \u001b[39m0.2487   \u001b[39m | \u001b[39m167.3    \u001b[39m | \u001b[39m0.5059   \u001b[39m | \u001b[39m24.52    \u001b[39m | \u001b[39m19.05    \u001b[39m | \u001b[39m10.01    \u001b[39m | \u001b[39m87.08    \u001b[39m | \u001b[39m82.96    \u001b[39m | \u001b[39m9.194    \u001b[39m | \u001b[39m0.8555   \u001b[39m | \u001b[39m0.8319   \u001b[39m | \u001b[39m1.89     \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m1.169    \u001b[39m | \u001b[39m8.613    \u001b[39m |\n"
     ]
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      "2025-04-09 17:40:52,054 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.4432, R²: 0.8520\n"
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      "| \u001b[39m392      \u001b[39m | \u001b[39m-0.4432  \u001b[39m | \u001b[39m5.004e+03\u001b[39m | \u001b[39m30.83    \u001b[39m | \u001b[39m0.2901   \u001b[39m | \u001b[39m0.2456   \u001b[39m | \u001b[39m2.896    \u001b[39m | \u001b[39m2.138    \u001b[39m | \u001b[39m2.785    \u001b[39m | \u001b[39m54.91    \u001b[39m | \u001b[39m9.053    \u001b[39m | \u001b[39m31.18    \u001b[39m | \u001b[39m9.484    \u001b[39m | \u001b[39m3.759    \u001b[39m | \u001b[39m8.189    \u001b[39m | \u001b[39m4.12     \u001b[39m | \u001b[39m20.39    \u001b[39m | \u001b[39m10.97    \u001b[39m | \u001b[39m0.9965   \u001b[39m | \u001b[39m0.02314  \u001b[39m | \u001b[39m95.96    \u001b[39m | \u001b[39m23.84    \u001b[39m | \u001b[39m0.7669   \u001b[39m | \u001b[39m0.1943   \u001b[39m | \u001b[39m0.8107   \u001b[39m | \u001b[39m131.8    \u001b[39m | \u001b[39m0.4493   \u001b[39m | \u001b[39m148.2    \u001b[39m | \u001b[39m48.1     \u001b[39m | \u001b[39m12.6     \u001b[39m | \u001b[39m85.04    \u001b[39m | \u001b[39m86.47    \u001b[39m | \u001b[39m14.17    \u001b[39m | \u001b[39m0.8878   \u001b[39m | \u001b[39m0.9108   \u001b[39m | \u001b[39m0.222    \u001b[39m | \u001b[39m7.654    \u001b[39m | \u001b[39m3.787    \u001b[39m | \u001b[39m89.08    \u001b[39m |\n"
     ]
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      "2025-04-09 17:40:52,533 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.4566, R²: 0.8430\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m393      \u001b[39m | \u001b[39m-0.4566  \u001b[39m | \u001b[39m7.765e+03\u001b[39m | \u001b[39m11.23    \u001b[39m | \u001b[39m0.08331  \u001b[39m | \u001b[39m0.343    \u001b[39m | \u001b[39m2.837    \u001b[39m | \u001b[39m3.13     \u001b[39m | \u001b[39m0.3031   \u001b[39m | \u001b[39m54.2     \u001b[39m | \u001b[39m5.867    \u001b[39m | \u001b[39m23.79    \u001b[39m | \u001b[39m6.206    \u001b[39m | \u001b[39m2.041    \u001b[39m | \u001b[39m34.85    \u001b[39m | \u001b[39m14.63    \u001b[39m | \u001b[39m25.79    \u001b[39m | \u001b[39m7.139    \u001b[39m | \u001b[39m0.8668   \u001b[39m | \u001b[39m0.3595   \u001b[39m | \u001b[39m90.21    \u001b[39m | \u001b[39m8.342    \u001b[39m | \u001b[39m0.588    \u001b[39m | \u001b[39m0.8537   \u001b[39m | \u001b[39m0.3      \u001b[39m | \u001b[39m165.2    \u001b[39m | \u001b[39m0.527    \u001b[39m | \u001b[39m18.6     \u001b[39m | \u001b[39m62.44    \u001b[39m | \u001b[39m19.04    \u001b[39m | \u001b[39m92.36    \u001b[39m | \u001b[39m86.48    \u001b[39m | \u001b[39m13.33    \u001b[39m | \u001b[39m0.1118   \u001b[39m | \u001b[39m0.2446   \u001b[39m | \u001b[39m0.449    \u001b[39m | \u001b[39m8.044    \u001b[39m | \u001b[39m2.233    \u001b[39m | \u001b[39m11.69    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:40:53,041 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1418, R²: 0.0180\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m394      \u001b[39m | \u001b[39m-1.142   \u001b[39m | \u001b[39m9.487e+03\u001b[39m | \u001b[39m26.11    \u001b[39m | \u001b[39m0.1542   \u001b[39m | \u001b[39m0.1967   \u001b[39m | \u001b[39m4.425    \u001b[39m | \u001b[39m2.456    \u001b[39m | \u001b[39m2.385    \u001b[39m | \u001b[39m68.44    \u001b[39m | \u001b[39m6.161    \u001b[39m | \u001b[39m44.37    \u001b[39m | \u001b[39m7.836    \u001b[39m | \u001b[39m2.745    \u001b[39m | \u001b[39m19.09    \u001b[39m | \u001b[39m21.16    \u001b[39m | \u001b[39m17.42    \u001b[39m | \u001b[39m8.58     \u001b[39m | \u001b[39m0.7922   \u001b[39m | \u001b[39m0.3845   \u001b[39m | \u001b[39m83.22    \u001b[39m | \u001b[39m15.56    \u001b[39m | \u001b[39m0.6473   \u001b[39m | \u001b[39m0.5946   \u001b[39m | \u001b[39m0.1091   \u001b[39m | \u001b[39m177.0    \u001b[39m | \u001b[39m0.1186   \u001b[39m | \u001b[39m36.05    \u001b[39m | \u001b[39m22.75    \u001b[39m | \u001b[39m14.73    \u001b[39m | \u001b[39m81.55    \u001b[39m | \u001b[39m84.6     \u001b[39m | \u001b[39m10.13    \u001b[39m | \u001b[39m0.6667   \u001b[39m | \u001b[39m0.745    \u001b[39m | \u001b[39m2.87     \u001b[39m | \u001b[39m7.445    \u001b[39m | \u001b[39m4.761    \u001b[39m | \u001b[39m27.33    \u001b[39m |\n"
     ]
    },
    {
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      "2025-04-09 17:40:54,353 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.0759, R²: 0.1281\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m395      \u001b[39m | \u001b[39m-1.076   \u001b[39m | \u001b[39m9.157e+04\u001b[39m | \u001b[39m27.08    \u001b[39m | \u001b[39m0.2669   \u001b[39m | \u001b[39m0.5164   \u001b[39m | \u001b[39m3.807    \u001b[39m | \u001b[39m2.54     \u001b[39m | \u001b[39m0.8364   \u001b[39m | \u001b[39m58.02    \u001b[39m | \u001b[39m1.316    \u001b[39m | \u001b[39m2.554    \u001b[39m | \u001b[39m2.392    \u001b[39m | \u001b[39m0.5787   \u001b[39m | \u001b[39m43.33    \u001b[39m | \u001b[39m25.18    \u001b[39m | \u001b[39m24.49    \u001b[39m | \u001b[39m7.94     \u001b[39m | \u001b[39m0.9591   \u001b[39m | \u001b[39m0.1873   \u001b[39m | \u001b[39m3.888    \u001b[39m | \u001b[39m18.66    \u001b[39m | \u001b[39m0.668    \u001b[39m | \u001b[39m0.2845   \u001b[39m | \u001b[39m0.1766   \u001b[39m | \u001b[39m158.4    \u001b[39m | \u001b[39m0.8334   \u001b[39m | \u001b[39m10.3     \u001b[39m | \u001b[39m0.9612   \u001b[39m | \u001b[39m13.69    \u001b[39m | \u001b[39m94.82    \u001b[39m | \u001b[39m94.1     \u001b[39m | \u001b[39m18.74    \u001b[39m | \u001b[39m0.5851   \u001b[39m | \u001b[39m0.1469   \u001b[39m | \u001b[39m1.718    \u001b[39m | \u001b[39m9.945    \u001b[39m | \u001b[39m3.516    \u001b[39m | \u001b[39m94.39    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:55,827 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8515, R²: 0.4538\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m396      \u001b[39m | \u001b[39m-0.8515  \u001b[39m | \u001b[39m5.831e+04\u001b[39m | \u001b[39m38.16    \u001b[39m | \u001b[39m0.1416   \u001b[39m | \u001b[39m0.737    \u001b[39m | \u001b[39m4.609    \u001b[39m | \u001b[39m3.93     \u001b[39m | \u001b[39m0.2884   \u001b[39m | \u001b[39m57.48    \u001b[39m | \u001b[39m6.567    \u001b[39m | \u001b[39m9.186    \u001b[39m | \u001b[39m9.684    \u001b[39m | \u001b[39m2.649    \u001b[39m | \u001b[39m23.62    \u001b[39m | \u001b[39m4.277    \u001b[39m | \u001b[39m17.51    \u001b[39m | \u001b[39m12.5     \u001b[39m | \u001b[39m0.8918   \u001b[39m | \u001b[39m0.09743  \u001b[39m | \u001b[39m45.12    \u001b[39m | \u001b[39m12.73    \u001b[39m | \u001b[39m0.3695   \u001b[39m | \u001b[39m0.2451   \u001b[39m | \u001b[39m0.63     \u001b[39m | \u001b[39m192.2    \u001b[39m | \u001b[39m0.1211   \u001b[39m | \u001b[39m183.3    \u001b[39m | \u001b[39m42.66    \u001b[39m | \u001b[39m19.89    \u001b[39m | \u001b[39m94.23    \u001b[39m | \u001b[39m80.16    \u001b[39m | \u001b[39m16.78    \u001b[39m | \u001b[39m0.1748   \u001b[39m | \u001b[39m0.9575   \u001b[39m | \u001b[39m2.775    \u001b[39m | \u001b[39m9.217    \u001b[39m | \u001b[39m4.92     \u001b[39m | \u001b[39m92.9     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:56,497 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2493, R²: 0.9532\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m397      \u001b[39m | \u001b[39m-0.2493  \u001b[39m | \u001b[39m4.643e+04\u001b[39m | \u001b[39m42.21    \u001b[39m | \u001b[39m0.1676   \u001b[39m | \u001b[39m0.9738   \u001b[39m | \u001b[39m2.779    \u001b[39m | \u001b[39m3.033    \u001b[39m | \u001b[39m1.996    \u001b[39m | \u001b[39m95.82    \u001b[39m | \u001b[39m3.114    \u001b[39m | \u001b[39m26.88    \u001b[39m | \u001b[39m4.358    \u001b[39m | \u001b[39m0.6772   \u001b[39m | \u001b[39m47.87    \u001b[39m | \u001b[39m23.89    \u001b[39m | \u001b[39m13.07    \u001b[39m | \u001b[39m7.712    \u001b[39m | \u001b[39m0.6898   \u001b[39m | \u001b[39m0.3737   \u001b[39m | \u001b[39m53.02    \u001b[39m | \u001b[39m34.02    \u001b[39m | \u001b[39m0.834    \u001b[39m | \u001b[39m0.2528   \u001b[39m | \u001b[39m0.03822  \u001b[39m | \u001b[39m193.9    \u001b[39m | \u001b[39m0.8355   \u001b[39m | \u001b[39m58.43    \u001b[39m | \u001b[39m26.88    \u001b[39m | \u001b[39m15.44    \u001b[39m | \u001b[39m88.94    \u001b[39m | \u001b[39m83.28    \u001b[39m | \u001b[39m12.33    \u001b[39m | \u001b[39m0.07019  \u001b[39m | \u001b[39m0.9363   \u001b[39m | \u001b[39m2.548    \u001b[39m | \u001b[39m7.912    \u001b[39m | \u001b[39m4.278    \u001b[39m | \u001b[39m7.969    \u001b[39m |\n"
     ]
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:40:57,843 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.4657, R²: 0.8366\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m398      \u001b[39m | \u001b[39m-0.4657  \u001b[39m | \u001b[39m3.668e+04\u001b[39m | \u001b[39m37.57    \u001b[39m | \u001b[39m0.02266  \u001b[39m | \u001b[39m0.008443 \u001b[39m | \u001b[39m2.912    \u001b[39m | \u001b[39m1.677    \u001b[39m | \u001b[39m2.871    \u001b[39m | \u001b[39m60.66    \u001b[39m | \u001b[39m9.174    \u001b[39m | \u001b[39m48.29    \u001b[39m | \u001b[39m3.68     \u001b[39m | \u001b[39m3.837    \u001b[39m | \u001b[39m29.54    \u001b[39m | \u001b[39m25.52    \u001b[39m | \u001b[39m10.08    \u001b[39m | \u001b[39m8.84     \u001b[39m | \u001b[39m0.7609   \u001b[39m | \u001b[39m0.2265   \u001b[39m | \u001b[39m5.852    \u001b[39m | \u001b[39m28.46    \u001b[39m | \u001b[39m0.1671   \u001b[39m | \u001b[39m0.8037   \u001b[39m | \u001b[39m0.3762   \u001b[39m | \u001b[39m59.78    \u001b[39m | \u001b[39m0.3985   \u001b[39m | \u001b[39m17.83    \u001b[39m | \u001b[39m78.43    \u001b[39m | \u001b[39m10.91    \u001b[39m | \u001b[39m83.3     \u001b[39m | \u001b[39m83.38    \u001b[39m | \u001b[39m21.78    \u001b[39m | \u001b[39m0.203    \u001b[39m | \u001b[39m0.09957  \u001b[39m | \u001b[39m1.635    \u001b[39m | \u001b[39m11.17    \u001b[39m | \u001b[39m4.287    \u001b[39m | \u001b[39m8.708    \u001b[39m |\n"
     ]
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     "output_type": "stream",
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      "2025-04-09 17:40:59,193 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1457, R²: 0.0113\n"
     ]
    },
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      "| \u001b[39m399      \u001b[39m | \u001b[39m-1.146   \u001b[39m | \u001b[39m2.062e+04\u001b[39m | \u001b[39m38.85    \u001b[39m | \u001b[39m0.03037  \u001b[39m | \u001b[39m0.4822   \u001b[39m | \u001b[39m4.337    \u001b[39m | \u001b[39m3.26     \u001b[39m | \u001b[39m1.735    \u001b[39m | \u001b[39m34.35    \u001b[39m | \u001b[39m8.68     \u001b[39m | \u001b[39m14.28    \u001b[39m | \u001b[39m7.765    \u001b[39m | \u001b[39m0.4841   \u001b[39m | \u001b[39m28.9     \u001b[39m | \u001b[39m15.42    \u001b[39m | \u001b[39m23.92    \u001b[39m | \u001b[39m11.76    \u001b[39m | \u001b[39m0.6709   \u001b[39m | \u001b[39m0.1774   \u001b[39m | \u001b[39m30.64    \u001b[39m | \u001b[39m19.49    \u001b[39m | \u001b[39m0.7214   \u001b[39m | \u001b[39m0.6311   \u001b[39m | \u001b[39m0.5892   \u001b[39m | \u001b[39m199.5    \u001b[39m | \u001b[39m0.2633   \u001b[39m | \u001b[39m13.67    \u001b[39m | \u001b[39m14.12    \u001b[39m | \u001b[39m7.582    \u001b[39m | \u001b[39m86.93    \u001b[39m | \u001b[39m86.61    \u001b[39m | \u001b[39m11.56    \u001b[39m | \u001b[39m0.6286   \u001b[39m | \u001b[39m0.395    \u001b[39m | \u001b[39m1.748    \u001b[39m | \u001b[39m11.4     \u001b[39m | \u001b[39m3.684    \u001b[39m | \u001b[39m12.64    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:40:59,884 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.1920, R²: 0.9722\n"
     ]
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      "| \u001b[39m400      \u001b[39m | \u001b[39m-0.192   \u001b[39m | \u001b[39m1.478e+04\u001b[39m | \u001b[39m29.96    \u001b[39m | \u001b[39m0.03636  \u001b[39m | \u001b[39m0.9238   \u001b[39m | \u001b[39m2.063    \u001b[39m | \u001b[39m2.557    \u001b[39m | \u001b[39m2.717    \u001b[39m | \u001b[39m82.3     \u001b[39m | \u001b[39m3.463    \u001b[39m | \u001b[39m24.83    \u001b[39m | \u001b[39m4.44     \u001b[39m | \u001b[39m1.456    \u001b[39m | \u001b[39m14.71    \u001b[39m | \u001b[39m26.59    \u001b[39m | \u001b[39m22.01    \u001b[39m | \u001b[39m8.276    \u001b[39m | \u001b[39m0.9728   \u001b[39m | \u001b[39m0.06008  \u001b[39m | \u001b[39m84.48    \u001b[39m | \u001b[39m27.34    \u001b[39m | \u001b[39m0.3475   \u001b[39m | \u001b[39m0.06411  \u001b[39m | \u001b[39m0.04061  \u001b[39m | \u001b[39m137.9    \u001b[39m | \u001b[39m0.04154  \u001b[39m | \u001b[39m92.17    \u001b[39m | \u001b[39m75.28    \u001b[39m | \u001b[39m9.033    \u001b[39m | \u001b[39m92.42    \u001b[39m | \u001b[39m85.78    \u001b[39m | \u001b[39m10.72    \u001b[39m | \u001b[39m0.3344   \u001b[39m | \u001b[39m0.5486   \u001b[39m | \u001b[39m2.626    \u001b[39m | \u001b[39m10.65    \u001b[39m | \u001b[39m1.977    \u001b[39m | \u001b[39m92.05    \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:00,378 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1061, R²: 0.0784\n"
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      "| \u001b[39m401      \u001b[39m | \u001b[39m-1.106   \u001b[39m | \u001b[39m4.565e+04\u001b[39m | \u001b[39m38.2     \u001b[39m | \u001b[39m0.2055   \u001b[39m | \u001b[39m0.5689   \u001b[39m | \u001b[39m1.732    \u001b[39m | \u001b[39m1.833    \u001b[39m | \u001b[39m1.962    \u001b[39m | \u001b[39m47.98    \u001b[39m | \u001b[39m8.152    \u001b[39m | \u001b[39m16.72    \u001b[39m | \u001b[39m7.254    \u001b[39m | \u001b[39m3.107    \u001b[39m | \u001b[39m13.43    \u001b[39m | \u001b[39m21.04    \u001b[39m | \u001b[39m18.38    \u001b[39m | \u001b[39m10.76    \u001b[39m | \u001b[39m0.874    \u001b[39m | \u001b[39m0.2317   \u001b[39m | \u001b[39m45.53    \u001b[39m | \u001b[39m22.39    \u001b[39m | \u001b[39m0.618    \u001b[39m | \u001b[39m0.6706   \u001b[39m | \u001b[39m0.08912  \u001b[39m | \u001b[39m48.55    \u001b[39m | \u001b[39m0.1427   \u001b[39m | \u001b[39m131.5    \u001b[39m | \u001b[39m47.16    \u001b[39m | \u001b[39m18.76    \u001b[39m | \u001b[39m82.47    \u001b[39m | \u001b[39m75.21    \u001b[39m | \u001b[39m7.463    \u001b[39m | \u001b[39m0.386    \u001b[39m | \u001b[39m0.8739   \u001b[39m | \u001b[39m2.855    \u001b[39m | \u001b[39m7.258    \u001b[39m | \u001b[39m2.736    \u001b[39m | \u001b[39m45.3     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:41:01,732 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2316, R²: 0.9596\n"
     ]
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      "| \u001b[39m402      \u001b[39m | \u001b[39m-0.2316  \u001b[39m | \u001b[39m5.992e+04\u001b[39m | \u001b[39m40.28    \u001b[39m | \u001b[39m0.03042  \u001b[39m | \u001b[39m0.7567   \u001b[39m | \u001b[39m2.924    \u001b[39m | \u001b[39m3.47     \u001b[39m | \u001b[39m2.713    \u001b[39m | \u001b[39m3.519    \u001b[39m | \u001b[39m1.14     \u001b[39m | \u001b[39m41.12    \u001b[39m | \u001b[39m3.792    \u001b[39m | \u001b[39m3.313    \u001b[39m | \u001b[39m43.12    \u001b[39m | \u001b[39m13.92    \u001b[39m | \u001b[39m27.04    \u001b[39m | \u001b[39m10.03    \u001b[39m | \u001b[39m0.7038   \u001b[39m | \u001b[39m0.08273  \u001b[39m | \u001b[39m21.23    \u001b[39m | \u001b[39m11.12    \u001b[39m | \u001b[39m0.07621  \u001b[39m | \u001b[39m0.1918   \u001b[39m | \u001b[39m0.691    \u001b[39m | \u001b[39m193.1    \u001b[39m | \u001b[39m0.2652   \u001b[39m | \u001b[39m21.04    \u001b[39m | \u001b[39m67.55    \u001b[39m | \u001b[39m19.02    \u001b[39m | \u001b[39m91.09    \u001b[39m | \u001b[39m86.11    \u001b[39m | \u001b[39m18.56    \u001b[39m | \u001b[39m0.9919   \u001b[39m | \u001b[39m0.5451   \u001b[39m | \u001b[39m0.6112   \u001b[39m | \u001b[39m10.87    \u001b[39m | \u001b[39m4.141    \u001b[39m | \u001b[39m10.87    \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:02,343 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2624, R²: 0.9481\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m403      \u001b[39m | \u001b[39m-0.2624  \u001b[39m | \u001b[39m6.476e+04\u001b[39m | \u001b[39m25.05    \u001b[39m | \u001b[39m0.05055  \u001b[39m | \u001b[39m0.7515   \u001b[39m | \u001b[39m3.241    \u001b[39m | \u001b[39m1.835    \u001b[39m | \u001b[39m1.19     \u001b[39m | \u001b[39m97.75    \u001b[39m | \u001b[39m4.865    \u001b[39m | \u001b[39m19.6     \u001b[39m | \u001b[39m7.439    \u001b[39m | \u001b[39m0.2936   \u001b[39m | \u001b[39m3.096    \u001b[39m | \u001b[39m26.07    \u001b[39m | \u001b[39m5.624    \u001b[39m | \u001b[39m8.512    \u001b[39m | \u001b[39m0.9314   \u001b[39m | \u001b[39m0.3562   \u001b[39m | \u001b[39m20.44    \u001b[39m | \u001b[39m33.6     \u001b[39m | \u001b[39m0.09302  \u001b[39m | \u001b[39m0.7819   \u001b[39m | \u001b[39m0.8235   \u001b[39m | \u001b[39m23.34    \u001b[39m | \u001b[39m0.9839   \u001b[39m | \u001b[39m53.79    \u001b[39m | \u001b[39m51.58    \u001b[39m | \u001b[39m10.71    \u001b[39m | \u001b[39m83.11    \u001b[39m | \u001b[39m80.18    \u001b[39m | \u001b[39m6.851    \u001b[39m | \u001b[39m0.1638   \u001b[39m | \u001b[39m0.0798   \u001b[39m | \u001b[39m1.597    \u001b[39m | \u001b[39m8.629    \u001b[39m | \u001b[39m1.628    \u001b[39m | \u001b[39m86.8     \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:03,586 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.4793, R²: 0.8270\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m404      \u001b[39m | \u001b[39m-0.4793  \u001b[39m | \u001b[39m8.322e+04\u001b[39m | \u001b[39m12.56    \u001b[39m | \u001b[39m0.09211  \u001b[39m | \u001b[39m0.04432  \u001b[39m | \u001b[39m4.68     \u001b[39m | \u001b[39m2.814    \u001b[39m | \u001b[39m2.462    \u001b[39m | \u001b[39m12.35    \u001b[39m | \u001b[39m1.549    \u001b[39m | \u001b[39m11.87    \u001b[39m | \u001b[39m7.016    \u001b[39m | \u001b[39m1.778    \u001b[39m | \u001b[39m22.69    \u001b[39m | \u001b[39m10.19    \u001b[39m | \u001b[39m18.42    \u001b[39m | \u001b[39m8.56     \u001b[39m | \u001b[39m0.6714   \u001b[39m | \u001b[39m0.3612   \u001b[39m | \u001b[39m92.16    \u001b[39m | \u001b[39m25.79    \u001b[39m | \u001b[39m0.8445   \u001b[39m | \u001b[39m0.4497   \u001b[39m | \u001b[39m0.09812  \u001b[39m | \u001b[39m178.1    \u001b[39m | \u001b[39m0.1014   \u001b[39m | \u001b[39m179.1    \u001b[39m | \u001b[39m1.179    \u001b[39m | \u001b[39m14.05    \u001b[39m | \u001b[39m91.99    \u001b[39m | \u001b[39m81.42    \u001b[39m | \u001b[39m5.406    \u001b[39m | \u001b[39m0.373    \u001b[39m | \u001b[39m0.3042   \u001b[39m | \u001b[39m2.364    \u001b[39m | \u001b[39m11.85    \u001b[39m | \u001b[39m2.221    \u001b[39m | \u001b[39m21.75    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:04,754 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8057, R²: 0.5111\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m405      \u001b[39m | \u001b[39m-0.8057  \u001b[39m | \u001b[39m4.997e+04\u001b[39m | \u001b[39m46.24    \u001b[39m | \u001b[39m0.09779  \u001b[39m | \u001b[39m0.5848   \u001b[39m | \u001b[39m3.455    \u001b[39m | \u001b[39m3.741    \u001b[39m | \u001b[39m0.6892   \u001b[39m | \u001b[39m14.66    \u001b[39m | \u001b[39m8.581    \u001b[39m | \u001b[39m49.6     \u001b[39m | \u001b[39m1.001    \u001b[39m | \u001b[39m1.301    \u001b[39m | \u001b[39m16.83    \u001b[39m | \u001b[39m26.72    \u001b[39m | \u001b[39m7.394    \u001b[39m | \u001b[39m8.734    \u001b[39m | \u001b[39m0.7143   \u001b[39m | \u001b[39m0.2132   \u001b[39m | \u001b[39m11.76    \u001b[39m | \u001b[39m13.18    \u001b[39m | \u001b[39m0.07975  \u001b[39m | \u001b[39m0.4472   \u001b[39m | \u001b[39m0.7497   \u001b[39m | \u001b[39m192.6    \u001b[39m | \u001b[39m0.5062   \u001b[39m | \u001b[39m16.56    \u001b[39m | \u001b[39m21.37    \u001b[39m | \u001b[39m17.56    \u001b[39m | \u001b[39m90.78    \u001b[39m | \u001b[39m91.45    \u001b[39m | \u001b[39m21.76    \u001b[39m | \u001b[39m0.3194   \u001b[39m | \u001b[39m0.6469   \u001b[39m | \u001b[39m1.564    \u001b[39m | \u001b[39m8.844    \u001b[39m | \u001b[39m2.534    \u001b[39m | \u001b[39m64.8     \u001b[39m |\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:05,899 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4082, R²: 0.8745\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m406      \u001b[39m | \u001b[39m-0.4082  \u001b[39m | \u001b[39m7.514e+04\u001b[39m | \u001b[39m31.12    \u001b[39m | \u001b[39m0.2678   \u001b[39m | \u001b[39m0.02816  \u001b[39m | \u001b[39m2.854    \u001b[39m | \u001b[39m1.617    \u001b[39m | \u001b[39m0.7973   \u001b[39m | \u001b[39m50.06    \u001b[39m | \u001b[39m3.732    \u001b[39m | \u001b[39m21.71    \u001b[39m | \u001b[39m2.511    \u001b[39m | \u001b[39m2.879    \u001b[39m | \u001b[39m4.344    \u001b[39m | \u001b[39m23.76    \u001b[39m | \u001b[39m23.94    \u001b[39m | \u001b[39m8.812    \u001b[39m | \u001b[39m0.7017   \u001b[39m | \u001b[39m0.1579   \u001b[39m | \u001b[39m7.863    \u001b[39m | \u001b[39m23.01    \u001b[39m | \u001b[39m0.4528   \u001b[39m | \u001b[39m0.9337   \u001b[39m | \u001b[39m0.09507  \u001b[39m | \u001b[39m182.5    \u001b[39m | \u001b[39m0.9988   \u001b[39m | \u001b[39m22.06    \u001b[39m | \u001b[39m59.12    \u001b[39m | \u001b[39m8.784    \u001b[39m | \u001b[39m89.31    \u001b[39m | \u001b[39m80.29    \u001b[39m | \u001b[39m11.04    \u001b[39m | \u001b[39m0.793    \u001b[39m | \u001b[39m0.946    \u001b[39m | \u001b[39m1.322    \u001b[39m | \u001b[39m12.3     \u001b[39m | \u001b[39m1.78     \u001b[39m | \u001b[39m82.5     \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:06,499 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.2008, R²: 0.9696\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m407      \u001b[39m | \u001b[39m-0.2008  \u001b[39m | \u001b[39m2.806e+04\u001b[39m | \u001b[39m48.1     \u001b[39m | \u001b[39m0.1094   \u001b[39m | \u001b[39m0.855    \u001b[39m | \u001b[39m3.763    \u001b[39m | \u001b[39m1.78     \u001b[39m | \u001b[39m1.035    \u001b[39m | \u001b[39m77.64    \u001b[39m | \u001b[39m5.361    \u001b[39m | \u001b[39m33.91    \u001b[39m | \u001b[39m7.546    \u001b[39m | \u001b[39m0.8946   \u001b[39m | \u001b[39m49.27    \u001b[39m | \u001b[39m28.0     \u001b[39m | \u001b[39m21.21    \u001b[39m | \u001b[39m12.39    \u001b[39m | \u001b[39m0.7499   \u001b[39m | \u001b[39m0.2028   \u001b[39m | \u001b[39m52.93    \u001b[39m | \u001b[39m3.844    \u001b[39m | \u001b[39m0.4917   \u001b[39m | \u001b[39m0.845    \u001b[39m | \u001b[39m0.3026   \u001b[39m | \u001b[39m88.29    \u001b[39m | \u001b[39m0.9324   \u001b[39m | \u001b[39m37.96    \u001b[39m | \u001b[39m1.743    \u001b[39m | \u001b[39m9.794    \u001b[39m | \u001b[39m93.31    \u001b[39m | \u001b[39m85.12    \u001b[39m | \u001b[39m8.543    \u001b[39m | \u001b[39m0.3078   \u001b[39m | \u001b[39m0.837    \u001b[39m | \u001b[39m1.009    \u001b[39m | \u001b[39m10.62    \u001b[39m | \u001b[39m3.062    \u001b[39m | \u001b[39m71.4     \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:41:07,013 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.4043, R²: 0.8769\n"
     ]
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      "| \u001b[39m408      \u001b[39m | \u001b[39m-0.4043  \u001b[39m | \u001b[39m4.209e+04\u001b[39m | \u001b[39m30.74    \u001b[39m | \u001b[39m0.05138  \u001b[39m | \u001b[39m0.07838  \u001b[39m | \u001b[39m2.795    \u001b[39m | \u001b[39m1.041    \u001b[39m | \u001b[39m2.306    \u001b[39m | \u001b[39m5.101    \u001b[39m | \u001b[39m7.612    \u001b[39m | \u001b[39m32.01    \u001b[39m | \u001b[39m1.041    \u001b[39m | \u001b[39m3.724    \u001b[39m | \u001b[39m31.97    \u001b[39m | \u001b[39m9.547    \u001b[39m | \u001b[39m6.408    \u001b[39m | \u001b[39m11.71    \u001b[39m | \u001b[39m0.9861   \u001b[39m | \u001b[39m0.1639   \u001b[39m | \u001b[39m46.11    \u001b[39m | \u001b[39m28.16    \u001b[39m | \u001b[39m0.1215   \u001b[39m | \u001b[39m0.4779   \u001b[39m | \u001b[39m0.02943  \u001b[39m | \u001b[39m175.8    \u001b[39m | \u001b[39m0.07203  \u001b[39m | \u001b[39m47.73    \u001b[39m | \u001b[39m25.74    \u001b[39m | \u001b[39m8.686    \u001b[39m | \u001b[39m89.06    \u001b[39m | \u001b[39m75.19    \u001b[39m | \u001b[39m10.06    \u001b[39m | \u001b[39m0.3409   \u001b[39m | \u001b[39m0.008844 \u001b[39m | \u001b[39m2.783    \u001b[39m | \u001b[39m11.77    \u001b[39m | \u001b[39m4.4      \u001b[39m | \u001b[39m66.65    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:41:08,331 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2401, R²: 0.9566\n"
     ]
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      "| \u001b[39m409      \u001b[39m | \u001b[39m-0.2401  \u001b[39m | \u001b[39m1.804e+03\u001b[39m | \u001b[39m17.17    \u001b[39m | \u001b[39m0.2519   \u001b[39m | \u001b[39m0.08835  \u001b[39m | \u001b[39m1.761    \u001b[39m | \u001b[39m3.062    \u001b[39m | \u001b[39m1.735    \u001b[39m | \u001b[39m80.0     \u001b[39m | \u001b[39m6.177    \u001b[39m | \u001b[39m43.1     \u001b[39m | \u001b[39m5.393    \u001b[39m | \u001b[39m3.687    \u001b[39m | \u001b[39m25.56    \u001b[39m | \u001b[39m16.74    \u001b[39m | \u001b[39m24.51    \u001b[39m | \u001b[39m7.105    \u001b[39m | \u001b[39m0.6337   \u001b[39m | \u001b[39m0.3107   \u001b[39m | \u001b[39m88.4     \u001b[39m | \u001b[39m10.67    \u001b[39m | \u001b[39m0.3236   \u001b[39m | \u001b[39m0.2118   \u001b[39m | \u001b[39m0.1417   \u001b[39m | \u001b[39m14.23    \u001b[39m | \u001b[39m0.854    \u001b[39m | \u001b[39m184.2    \u001b[39m | \u001b[39m87.02    \u001b[39m | \u001b[39m5.2      \u001b[39m | \u001b[39m83.24    \u001b[39m | \u001b[39m76.71    \u001b[39m | \u001b[39m17.26    \u001b[39m | \u001b[39m0.2534   \u001b[39m | \u001b[39m0.04944  \u001b[39m | \u001b[39m2.259    \u001b[39m | \u001b[39m10.25    \u001b[39m | \u001b[39m1.744    \u001b[39m | \u001b[39m79.2     \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:09,500 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.8567, R²: 0.4472\n"
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      "| \u001b[39m410      \u001b[39m | \u001b[39m-0.8567  \u001b[39m | \u001b[39m8.173e+04\u001b[39m | \u001b[39m23.25    \u001b[39m | \u001b[39m0.1251   \u001b[39m | \u001b[39m0.4498   \u001b[39m | \u001b[39m3.011    \u001b[39m | \u001b[39m4.824    \u001b[39m | \u001b[39m1.266    \u001b[39m | \u001b[39m14.5     \u001b[39m | \u001b[39m7.053    \u001b[39m | \u001b[39m3.598    \u001b[39m | \u001b[39m8.6      \u001b[39m | \u001b[39m2.996    \u001b[39m | \u001b[39m2.373    \u001b[39m | \u001b[39m18.7     \u001b[39m | \u001b[39m28.11    \u001b[39m | \u001b[39m11.59    \u001b[39m | \u001b[39m0.6654   \u001b[39m | \u001b[39m0.2423   \u001b[39m | \u001b[39m41.64    \u001b[39m | \u001b[39m23.79    \u001b[39m | \u001b[39m0.6092   \u001b[39m | \u001b[39m0.8166   \u001b[39m | \u001b[39m0.3261   \u001b[39m | \u001b[39m194.8    \u001b[39m | \u001b[39m0.1525   \u001b[39m | \u001b[39m25.48    \u001b[39m | \u001b[39m61.89    \u001b[39m | \u001b[39m6.98     \u001b[39m | \u001b[39m83.78    \u001b[39m | \u001b[39m86.47    \u001b[39m | \u001b[39m23.8     \u001b[39m | \u001b[39m0.2969   \u001b[39m | \u001b[39m0.1556   \u001b[39m | \u001b[39m0.9853   \u001b[39m | \u001b[39m10.65    \u001b[39m | \u001b[39m2.116    \u001b[39m | \u001b[39m65.05    \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:10,210 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.1648, R²: 0.9795\n"
     ]
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      "| \u001b[39m411      \u001b[39m | \u001b[39m-0.1648  \u001b[39m | \u001b[39m3.373e+04\u001b[39m | \u001b[39m11.43    \u001b[39m | \u001b[39m0.1246   \u001b[39m | \u001b[39m0.5641   \u001b[39m | \u001b[39m1.144    \u001b[39m | \u001b[39m3.681    \u001b[39m | \u001b[39m2.811    \u001b[39m | \u001b[39m55.87    \u001b[39m | \u001b[39m9.177    \u001b[39m | \u001b[39m26.25    \u001b[39m | \u001b[39m9.535    \u001b[39m | \u001b[39m3.779    \u001b[39m | \u001b[39m31.42    \u001b[39m | \u001b[39m13.3     \u001b[39m | \u001b[39m22.46    \u001b[39m | \u001b[39m9.897    \u001b[39m | \u001b[39m0.6398   \u001b[39m | \u001b[39m0.2199   \u001b[39m | \u001b[39m54.02    \u001b[39m | \u001b[39m22.71    \u001b[39m | \u001b[39m0.4797   \u001b[39m | \u001b[39m0.7064   \u001b[39m | \u001b[39m0.7375   \u001b[39m | \u001b[39m79.15    \u001b[39m | \u001b[39m0.06741  \u001b[39m | \u001b[39m165.7    \u001b[39m | \u001b[39m37.57    \u001b[39m | \u001b[39m13.99    \u001b[39m | \u001b[39m89.92    \u001b[39m | \u001b[39m91.78    \u001b[39m | \u001b[39m16.04    \u001b[39m | \u001b[39m0.08281  \u001b[39m | \u001b[39m0.2965   \u001b[39m | \u001b[39m0.01013  \u001b[39m | \u001b[39m8.173    \u001b[39m | \u001b[39m1.758    \u001b[39m | \u001b[39m53.48    \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:11,634 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2323, R²: 0.9593\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m412      \u001b[39m | \u001b[39m-0.2323  \u001b[39m | \u001b[39m8.12e+03 \u001b[39m | \u001b[39m45.64    \u001b[39m | \u001b[39m0.1158   \u001b[39m | \u001b[39m0.2128   \u001b[39m | \u001b[39m1.88     \u001b[39m | \u001b[39m2.646    \u001b[39m | \u001b[39m0.9956   \u001b[39m | \u001b[39m12.11    \u001b[39m | \u001b[39m1.905    \u001b[39m | \u001b[39m40.85    \u001b[39m | \u001b[39m1.522    \u001b[39m | \u001b[39m1.148    \u001b[39m | \u001b[39m46.15    \u001b[39m | \u001b[39m8.54     \u001b[39m | \u001b[39m16.71    \u001b[39m | \u001b[39m8.897    \u001b[39m | \u001b[39m0.732    \u001b[39m | \u001b[39m0.06155  \u001b[39m | \u001b[39m99.37    \u001b[39m | \u001b[39m10.52    \u001b[39m | \u001b[39m0.1964   \u001b[39m | \u001b[39m0.7531   \u001b[39m | \u001b[39m0.9123   \u001b[39m | \u001b[39m29.94    \u001b[39m | \u001b[39m0.1884   \u001b[39m | \u001b[39m11.0     \u001b[39m | \u001b[39m68.97    \u001b[39m | \u001b[39m14.82    \u001b[39m | \u001b[39m80.07    \u001b[39m | \u001b[39m75.81    \u001b[39m | \u001b[39m14.78    \u001b[39m | \u001b[39m0.6031   \u001b[39m | \u001b[39m0.01837  \u001b[39m | \u001b[39m1.7      \u001b[39m | \u001b[39m11.33    \u001b[39m | \u001b[39m1.529    \u001b[39m | \u001b[39m6.218    \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:12,155 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.4027, R²: 0.8778\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m413      \u001b[39m | \u001b[39m-0.4027  \u001b[39m | \u001b[39m6.575e+04\u001b[39m | \u001b[39m23.82    \u001b[39m | \u001b[39m0.1004   \u001b[39m | \u001b[39m0.8235   \u001b[39m | \u001b[39m4.552    \u001b[39m | \u001b[39m3.403    \u001b[39m | \u001b[39m2.305    \u001b[39m | \u001b[39m37.32    \u001b[39m | \u001b[39m9.23     \u001b[39m | \u001b[39m49.15    \u001b[39m | \u001b[39m5.045    \u001b[39m | \u001b[39m1.161    \u001b[39m | \u001b[39m24.6     \u001b[39m | \u001b[39m26.9     \u001b[39m | \u001b[39m25.71    \u001b[39m | \u001b[39m9.689    \u001b[39m | \u001b[39m0.6803   \u001b[39m | \u001b[39m0.06422  \u001b[39m | \u001b[39m94.55    \u001b[39m | \u001b[39m7.977    \u001b[39m | \u001b[39m0.4031   \u001b[39m | \u001b[39m0.6783   \u001b[39m | \u001b[39m0.9282   \u001b[39m | \u001b[39m49.07    \u001b[39m | \u001b[39m0.2898   \u001b[39m | \u001b[39m43.65    \u001b[39m | \u001b[39m91.13    \u001b[39m | \u001b[39m19.65    \u001b[39m | \u001b[39m91.72    \u001b[39m | \u001b[39m88.49    \u001b[39m | \u001b[39m9.22     \u001b[39m | \u001b[39m0.7192   \u001b[39m | \u001b[39m0.9379   \u001b[39m | \u001b[39m1.684    \u001b[39m | \u001b[39m10.75    \u001b[39m | \u001b[39m3.127    \u001b[39m | \u001b[39m31.8     \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:12,688 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0884, R²: 0.9941\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m414      \u001b[39m | \u001b[39m-0.0884  \u001b[39m | \u001b[39m6.015e+04\u001b[39m | \u001b[39m47.63    \u001b[39m | \u001b[39m0.1158   \u001b[39m | \u001b[39m0.02262  \u001b[39m | \u001b[39m3.561    \u001b[39m | \u001b[39m1.782    \u001b[39m | \u001b[39m1.953    \u001b[39m | \u001b[39m97.26    \u001b[39m | \u001b[39m4.367    \u001b[39m | \u001b[39m29.41    \u001b[39m | \u001b[39m0.8834   \u001b[39m | \u001b[39m1.597    \u001b[39m | \u001b[39m21.14    \u001b[39m | \u001b[39m21.83    \u001b[39m | \u001b[39m26.22    \u001b[39m | \u001b[39m12.62    \u001b[39m | \u001b[39m0.7505   \u001b[39m | \u001b[39m0.184    \u001b[39m | \u001b[39m72.51    \u001b[39m | \u001b[39m16.92    \u001b[39m | \u001b[39m0.07894  \u001b[39m | \u001b[39m0.5279   \u001b[39m | \u001b[39m0.8584   \u001b[39m | \u001b[39m69.64    \u001b[39m | \u001b[39m0.8503   \u001b[39m | \u001b[39m82.43    \u001b[39m | \u001b[39m43.68    \u001b[39m | \u001b[39m16.2     \u001b[39m | \u001b[39m88.28    \u001b[39m | \u001b[39m91.56    \u001b[39m | \u001b[39m13.51    \u001b[39m | \u001b[39m0.8714   \u001b[39m | \u001b[39m0.3386   \u001b[39m | \u001b[39m1.376    \u001b[39m | \u001b[39m8.161    \u001b[39m | \u001b[39m2.563    \u001b[39m | \u001b[39m25.24    \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:13,381 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2219, R²: 0.9629\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m415      \u001b[39m | \u001b[39m-0.2219  \u001b[39m | \u001b[39m8.251e+04\u001b[39m | \u001b[39m20.13    \u001b[39m | \u001b[39m0.02749  \u001b[39m | \u001b[39m0.6156   \u001b[39m | \u001b[39m4.656    \u001b[39m | \u001b[39m3.065    \u001b[39m | \u001b[39m0.2669   \u001b[39m | \u001b[39m56.02    \u001b[39m | \u001b[39m9.115    \u001b[39m | \u001b[39m8.601    \u001b[39m | \u001b[39m9.382    \u001b[39m | \u001b[39m3.076    \u001b[39m | \u001b[39m16.7     \u001b[39m | \u001b[39m18.81    \u001b[39m | \u001b[39m10.51    \u001b[39m | \u001b[39m8.955    \u001b[39m | \u001b[39m0.9927   \u001b[39m | \u001b[39m0.01506  \u001b[39m | \u001b[39m86.66    \u001b[39m | \u001b[39m33.62    \u001b[39m | \u001b[39m0.6399   \u001b[39m | \u001b[39m0.3985   \u001b[39m | \u001b[39m0.3361   \u001b[39m | \u001b[39m48.45    \u001b[39m | \u001b[39m0.9823   \u001b[39m | \u001b[39m84.21    \u001b[39m | \u001b[39m10.17    \u001b[39m | \u001b[39m13.52    \u001b[39m | \u001b[39m82.92    \u001b[39m | \u001b[39m94.1     \u001b[39m | \u001b[39m12.15    \u001b[39m | \u001b[39m0.3456   \u001b[39m | \u001b[39m0.8202   \u001b[39m | \u001b[39m0.1744   \u001b[39m | \u001b[39m7.36     \u001b[39m | \u001b[39m3.16     \u001b[39m | \u001b[39m85.8     \u001b[39m |\n"
     ]
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     "output_type": "stream",
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      "2025-04-09 17:41:14,629 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.7724, R²: 0.5507\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m416      \u001b[39m | \u001b[39m-0.7724  \u001b[39m | \u001b[39m4.037e+04\u001b[39m | \u001b[39m25.15    \u001b[39m | \u001b[39m0.04629  \u001b[39m | \u001b[39m0.2524   \u001b[39m | \u001b[39m1.969    \u001b[39m | \u001b[39m3.195    \u001b[39m | \u001b[39m0.09876  \u001b[39m | \u001b[39m30.56    \u001b[39m | \u001b[39m7.3      \u001b[39m | \u001b[39m45.86    \u001b[39m | \u001b[39m4.224    \u001b[39m | \u001b[39m0.6517   \u001b[39m | \u001b[39m18.07    \u001b[39m | \u001b[39m8.687    \u001b[39m | \u001b[39m8.931    \u001b[39m | \u001b[39m7.434    \u001b[39m | \u001b[39m0.9463   \u001b[39m | \u001b[39m0.2462   \u001b[39m | \u001b[39m69.54    \u001b[39m | \u001b[39m4.59     \u001b[39m | \u001b[39m0.407    \u001b[39m | \u001b[39m0.5975   \u001b[39m | \u001b[39m0.3349   \u001b[39m | \u001b[39m182.9    \u001b[39m | \u001b[39m0.5817   \u001b[39m | \u001b[39m12.29    \u001b[39m | \u001b[39m29.48    \u001b[39m | \u001b[39m9.031    \u001b[39m | \u001b[39m85.59    \u001b[39m | \u001b[39m80.53    \u001b[39m | \u001b[39m14.17    \u001b[39m | \u001b[39m0.645    \u001b[39m | \u001b[39m0.8924   \u001b[39m | \u001b[39m1.51     \u001b[39m | \u001b[39m9.01     \u001b[39m | \u001b[39m2.015    \u001b[39m | \u001b[39m48.95    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:41:15,261 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8623, R²: 0.4399\n"
     ]
    },
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      "| \u001b[39m417      \u001b[39m | \u001b[39m-0.8623  \u001b[39m | \u001b[39m1.378e+04\u001b[39m | \u001b[39m12.59    \u001b[39m | \u001b[39m0.1516   \u001b[39m | \u001b[39m0.4079   \u001b[39m | \u001b[39m1.992    \u001b[39m | \u001b[39m1.998    \u001b[39m | \u001b[39m0.2784   \u001b[39m | \u001b[39m29.19    \u001b[39m | \u001b[39m6.091    \u001b[39m | \u001b[39m24.83    \u001b[39m | \u001b[39m2.464    \u001b[39m | \u001b[39m2.946    \u001b[39m | \u001b[39m47.44    \u001b[39m | \u001b[39m3.474    \u001b[39m | \u001b[39m12.8     \u001b[39m | \u001b[39m12.17    \u001b[39m | \u001b[39m0.9806   \u001b[39m | \u001b[39m0.1673   \u001b[39m | \u001b[39m90.56    \u001b[39m | \u001b[39m13.1     \u001b[39m | \u001b[39m0.07367  \u001b[39m | \u001b[39m0.08713  \u001b[39m | \u001b[39m0.2119   \u001b[39m | \u001b[39m112.6    \u001b[39m | \u001b[39m0.1128   \u001b[39m | \u001b[39m149.6    \u001b[39m | \u001b[39m52.24    \u001b[39m | \u001b[39m16.57    \u001b[39m | \u001b[39m86.42    \u001b[39m | \u001b[39m79.47    \u001b[39m | \u001b[39m8.373    \u001b[39m | \u001b[39m0.005618 \u001b[39m | \u001b[39m0.1299   \u001b[39m | \u001b[39m0.9167   \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m3.863    \u001b[39m | \u001b[39m15.57    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:41:16,607 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.1806, R²: 0.9754\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m418      \u001b[39m | \u001b[39m-0.1806  \u001b[39m | \u001b[39m1.961e+04\u001b[39m | \u001b[39m30.15    \u001b[39m | \u001b[39m0.1704   \u001b[39m | \u001b[39m0.822    \u001b[39m | \u001b[39m4.767    \u001b[39m | \u001b[39m4.848    \u001b[39m | \u001b[39m1.807    \u001b[39m | \u001b[39m53.62    \u001b[39m | \u001b[39m3.856    \u001b[39m | \u001b[39m25.95    \u001b[39m | \u001b[39m5.8      \u001b[39m | \u001b[39m1.069    \u001b[39m | \u001b[39m35.41    \u001b[39m | \u001b[39m2.914    \u001b[39m | \u001b[39m7.936    \u001b[39m | \u001b[39m11.51    \u001b[39m | \u001b[39m0.9704   \u001b[39m | \u001b[39m0.1677   \u001b[39m | \u001b[39m91.9     \u001b[39m | \u001b[39m14.28    \u001b[39m | \u001b[39m0.4868   \u001b[39m | \u001b[39m0.6611   \u001b[39m | \u001b[39m0.1343   \u001b[39m | \u001b[39m198.0    \u001b[39m | \u001b[39m0.7808   \u001b[39m | \u001b[39m193.3    \u001b[39m | \u001b[39m19.23    \u001b[39m | \u001b[39m18.29    \u001b[39m | \u001b[39m94.77    \u001b[39m | \u001b[39m86.16    \u001b[39m | \u001b[39m6.02     \u001b[39m | \u001b[39m0.679    \u001b[39m | \u001b[39m0.9845   \u001b[39m | \u001b[39m2.887    \u001b[39m | \u001b[39m7.179    \u001b[39m | \u001b[39m4.995    \u001b[39m | \u001b[39m15.35    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:41:17,910 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.8172, R²: 0.4970\n"
     ]
    },
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     "text": [
      "| \u001b[39m419      \u001b[39m | \u001b[39m-0.8172  \u001b[39m | \u001b[39m1.833e+04\u001b[39m | \u001b[39m12.93    \u001b[39m | \u001b[39m0.2272   \u001b[39m | \u001b[39m0.4632   \u001b[39m | \u001b[39m1.005    \u001b[39m | \u001b[39m3.255    \u001b[39m | \u001b[39m0.3347   \u001b[39m | \u001b[39m32.8     \u001b[39m | \u001b[39m2.409    \u001b[39m | \u001b[39m42.13    \u001b[39m | \u001b[39m8.279    \u001b[39m | \u001b[39m3.922    \u001b[39m | \u001b[39m7.541    \u001b[39m | \u001b[39m13.87    \u001b[39m | \u001b[39m7.243    \u001b[39m | \u001b[39m11.0     \u001b[39m | \u001b[39m0.6521   \u001b[39m | \u001b[39m0.1257   \u001b[39m | \u001b[39m68.89    \u001b[39m | \u001b[39m6.064    \u001b[39m | \u001b[39m0.77     \u001b[39m | \u001b[39m0.007654 \u001b[39m | \u001b[39m0.03361  \u001b[39m | \u001b[39m186.2    \u001b[39m | \u001b[39m0.728    \u001b[39m | \u001b[39m18.05    \u001b[39m | \u001b[39m45.41    \u001b[39m | \u001b[39m19.14    \u001b[39m | \u001b[39m90.5     \u001b[39m | \u001b[39m75.6     \u001b[39m | \u001b[39m23.55    \u001b[39m | \u001b[39m0.2837   \u001b[39m | \u001b[39m0.2684   \u001b[39m | \u001b[39m2.118    \u001b[39m | \u001b[39m9.877    \u001b[39m | \u001b[39m3.876    \u001b[39m | \u001b[39m58.21    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:19,307 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8944, R²: 0.3974\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m420      \u001b[39m | \u001b[39m-0.8944  \u001b[39m | \u001b[39m2.247e+03\u001b[39m | \u001b[39m17.16    \u001b[39m | \u001b[39m0.04314  \u001b[39m | \u001b[39m0.7687   \u001b[39m | \u001b[39m3.158    \u001b[39m | \u001b[39m2.336    \u001b[39m | \u001b[39m1.686    \u001b[39m | \u001b[39m95.68    \u001b[39m | \u001b[39m8.59     \u001b[39m | \u001b[39m49.47    \u001b[39m | \u001b[39m8.514    \u001b[39m | \u001b[39m0.3438   \u001b[39m | \u001b[39m10.54    \u001b[39m | \u001b[39m10.09    \u001b[39m | \u001b[39m14.03    \u001b[39m | \u001b[39m8.884    \u001b[39m | \u001b[39m0.7861   \u001b[39m | \u001b[39m0.2149   \u001b[39m | \u001b[39m52.86    \u001b[39m | \u001b[39m13.14    \u001b[39m | \u001b[39m0.3487   \u001b[39m | \u001b[39m0.3439   \u001b[39m | \u001b[39m0.05747  \u001b[39m | \u001b[39m195.8    \u001b[39m | \u001b[39m0.4994   \u001b[39m | \u001b[39m194.2    \u001b[39m | \u001b[39m97.1     \u001b[39m | \u001b[39m6.081    \u001b[39m | \u001b[39m92.75    \u001b[39m | \u001b[39m76.55    \u001b[39m | \u001b[39m5.681    \u001b[39m | \u001b[39m0.7816   \u001b[39m | \u001b[39m0.2959   \u001b[39m | \u001b[39m0.5754   \u001b[39m | \u001b[39m11.39    \u001b[39m | \u001b[39m2.804    \u001b[39m | \u001b[39m9.878    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:20,038 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.4287, R²: 0.8616\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m421      \u001b[39m | \u001b[39m-0.4287  \u001b[39m | \u001b[39m5.658e+04\u001b[39m | \u001b[39m20.29    \u001b[39m | \u001b[39m0.2625   \u001b[39m | \u001b[39m0.5627   \u001b[39m | \u001b[39m4.622    \u001b[39m | \u001b[39m1.76     \u001b[39m | \u001b[39m0.8438   \u001b[39m | \u001b[39m29.25    \u001b[39m | \u001b[39m7.968    \u001b[39m | \u001b[39m11.69    \u001b[39m | \u001b[39m9.73     \u001b[39m | \u001b[39m1.991    \u001b[39m | \u001b[39m11.23    \u001b[39m | \u001b[39m16.2     \u001b[39m | \u001b[39m10.08    \u001b[39m | \u001b[39m9.792    \u001b[39m | \u001b[39m0.6467   \u001b[39m | \u001b[39m0.2556   \u001b[39m | \u001b[39m5.248    \u001b[39m | \u001b[39m30.81    \u001b[39m | \u001b[39m0.3602   \u001b[39m | \u001b[39m0.5549   \u001b[39m | \u001b[39m0.6706   \u001b[39m | \u001b[39m112.5    \u001b[39m | \u001b[39m0.1244   \u001b[39m | \u001b[39m44.39    \u001b[39m | \u001b[39m82.97    \u001b[39m | \u001b[39m18.67    \u001b[39m | \u001b[39m92.33    \u001b[39m | \u001b[39m93.58    \u001b[39m | \u001b[39m10.98    \u001b[39m | \u001b[39m0.1826   \u001b[39m | \u001b[39m0.8409   \u001b[39m | \u001b[39m1.93     \u001b[39m | \u001b[39m11.81    \u001b[39m | \u001b[39m4.87     \u001b[39m | \u001b[39m32.98    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:20,561 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.8163, R²: 0.4980\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m422      \u001b[39m | \u001b[39m-0.8163  \u001b[39m | \u001b[39m6.038e+04\u001b[39m | \u001b[39m32.03    \u001b[39m | \u001b[39m0.1464   \u001b[39m | \u001b[39m0.134    \u001b[39m | \u001b[39m4.819    \u001b[39m | \u001b[39m1.288    \u001b[39m | \u001b[39m0.9788   \u001b[39m | \u001b[39m6.706    \u001b[39m | \u001b[39m4.009    \u001b[39m | \u001b[39m15.78    \u001b[39m | \u001b[39m4.569    \u001b[39m | \u001b[39m2.627    \u001b[39m | \u001b[39m10.22    \u001b[39m | \u001b[39m18.84    \u001b[39m | \u001b[39m16.1     \u001b[39m | \u001b[39m11.6     \u001b[39m | \u001b[39m0.9597   \u001b[39m | \u001b[39m0.3614   \u001b[39m | \u001b[39m93.33    \u001b[39m | \u001b[39m1.662    \u001b[39m | \u001b[39m0.9966   \u001b[39m | \u001b[39m0.5837   \u001b[39m | \u001b[39m0.5678   \u001b[39m | \u001b[39m140.9    \u001b[39m | \u001b[39m0.3053   \u001b[39m | \u001b[39m116.9    \u001b[39m | \u001b[39m42.97    \u001b[39m | \u001b[39m16.64    \u001b[39m | \u001b[39m87.97    \u001b[39m | \u001b[39m93.64    \u001b[39m | \u001b[39m7.663    \u001b[39m | \u001b[39m0.9436   \u001b[39m | \u001b[39m0.6675   \u001b[39m | \u001b[39m2.28     \u001b[39m | \u001b[39m11.84    \u001b[39m | \u001b[39m2.901    \u001b[39m | \u001b[39m54.61    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:22,156 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.1837, R²: 0.9746\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m423      \u001b[39m | \u001b[39m-0.1837  \u001b[39m | \u001b[39m7.265e+04\u001b[39m | \u001b[39m11.1     \u001b[39m | \u001b[39m0.2256   \u001b[39m | \u001b[39m0.8077   \u001b[39m | \u001b[39m4.174    \u001b[39m | \u001b[39m4.99     \u001b[39m | \u001b[39m0.3292   \u001b[39m | \u001b[39m41.88    \u001b[39m | \u001b[39m2.518    \u001b[39m | \u001b[39m13.65    \u001b[39m | \u001b[39m2.285    \u001b[39m | \u001b[39m3.022    \u001b[39m | \u001b[39m5.897    \u001b[39m | \u001b[39m25.73    \u001b[39m | \u001b[39m24.93    \u001b[39m | \u001b[39m10.25    \u001b[39m | \u001b[39m0.9545   \u001b[39m | \u001b[39m0.1369   \u001b[39m | \u001b[39m76.81    \u001b[39m | \u001b[39m13.68    \u001b[39m | \u001b[39m0.6594   \u001b[39m | \u001b[39m0.2121   \u001b[39m | \u001b[39m0.3485   \u001b[39m | \u001b[39m19.99    \u001b[39m | \u001b[39m0.8993   \u001b[39m | \u001b[39m13.91    \u001b[39m | \u001b[39m20.61    \u001b[39m | \u001b[39m15.19    \u001b[39m | \u001b[39m92.01    \u001b[39m | \u001b[39m94.84    \u001b[39m | \u001b[39m15.33    \u001b[39m | \u001b[39m0.1298   \u001b[39m | \u001b[39m0.7973   \u001b[39m | \u001b[39m2.316    \u001b[39m | \u001b[39m8.792    \u001b[39m | \u001b[39m3.107    \u001b[39m | \u001b[39m88.89    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:22,798 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.8894, R²: 0.4042\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m424      \u001b[39m | \u001b[39m-0.8894  \u001b[39m | \u001b[39m3.881e+04\u001b[39m | \u001b[39m26.9     \u001b[39m | \u001b[39m0.2229   \u001b[39m | \u001b[39m0.1879   \u001b[39m | \u001b[39m3.831    \u001b[39m | \u001b[39m3.969    \u001b[39m | \u001b[39m2.857    \u001b[39m | \u001b[39m39.6     \u001b[39m | \u001b[39m5.424    \u001b[39m | \u001b[39m34.8     \u001b[39m | \u001b[39m6.026    \u001b[39m | \u001b[39m3.016    \u001b[39m | \u001b[39m21.8     \u001b[39m | \u001b[39m29.23    \u001b[39m | \u001b[39m8.889    \u001b[39m | \u001b[39m11.25    \u001b[39m | \u001b[39m0.633    \u001b[39m | \u001b[39m0.07147  \u001b[39m | \u001b[39m17.11    \u001b[39m | \u001b[39m12.12    \u001b[39m | \u001b[39m0.923    \u001b[39m | \u001b[39m0.8092   \u001b[39m | \u001b[39m0.04541  \u001b[39m | \u001b[39m115.3    \u001b[39m | \u001b[39m0.698    \u001b[39m | \u001b[39m177.6    \u001b[39m | \u001b[39m88.42    \u001b[39m | \u001b[39m16.11    \u001b[39m | \u001b[39m94.56    \u001b[39m | \u001b[39m90.69    \u001b[39m | \u001b[39m10.57    \u001b[39m | \u001b[39m0.381    \u001b[39m | \u001b[39m0.07774  \u001b[39m | \u001b[39m1.908    \u001b[39m | \u001b[39m7.067    \u001b[39m | \u001b[39m1.044    \u001b[39m | \u001b[39m33.67    \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:24,216 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 0.8837, R²: 0.4118\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m425      \u001b[39m | \u001b[39m-0.8837  \u001b[39m | \u001b[39m1.204e+04\u001b[39m | \u001b[39m26.23    \u001b[39m | \u001b[39m0.1798   \u001b[39m | \u001b[39m0.9874   \u001b[39m | \u001b[39m3.014    \u001b[39m | \u001b[39m3.655    \u001b[39m | \u001b[39m0.1819   \u001b[39m | \u001b[39m25.8     \u001b[39m | \u001b[39m9.428    \u001b[39m | \u001b[39m16.26    \u001b[39m | \u001b[39m9.593    \u001b[39m | \u001b[39m1.118    \u001b[39m | \u001b[39m23.07    \u001b[39m | \u001b[39m19.28    \u001b[39m | \u001b[39m23.16    \u001b[39m | \u001b[39m7.237    \u001b[39m | \u001b[39m0.9631   \u001b[39m | \u001b[39m0.2905   \u001b[39m | \u001b[39m39.09    \u001b[39m | \u001b[39m9.011    \u001b[39m | \u001b[39m0.8937   \u001b[39m | \u001b[39m0.1164   \u001b[39m | \u001b[39m0.486    \u001b[39m | \u001b[39m197.4    \u001b[39m | \u001b[39m0.6822   \u001b[39m | \u001b[39m192.7    \u001b[39m | \u001b[39m78.76    \u001b[39m | \u001b[39m18.55    \u001b[39m | \u001b[39m90.52    \u001b[39m | \u001b[39m94.74    \u001b[39m | \u001b[39m22.09    \u001b[39m | \u001b[39m0.8048   \u001b[39m | \u001b[39m0.7616   \u001b[39m | \u001b[39m0.1583   \u001b[39m | \u001b[39m8.617    \u001b[39m | \u001b[39m3.27     \u001b[39m | \u001b[39m71.44    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:24,902 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.7770, R²: 0.5452\n"
     ]
    },
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      "| \u001b[39m426      \u001b[39m | \u001b[39m-0.777   \u001b[39m | \u001b[39m4.145e+04\u001b[39m | \u001b[39m40.07    \u001b[39m | \u001b[39m0.09606  \u001b[39m | \u001b[39m0.4472   \u001b[39m | \u001b[39m4.094    \u001b[39m | \u001b[39m2.922    \u001b[39m | \u001b[39m1.706    \u001b[39m | \u001b[39m29.03    \u001b[39m | \u001b[39m1.542    \u001b[39m | \u001b[39m12.11    \u001b[39m | \u001b[39m8.624    \u001b[39m | \u001b[39m3.178    \u001b[39m | \u001b[39m3.914    \u001b[39m | \u001b[39m8.148    \u001b[39m | \u001b[39m12.69    \u001b[39m | \u001b[39m8.387    \u001b[39m | \u001b[39m0.7295   \u001b[39m | \u001b[39m0.04695  \u001b[39m | \u001b[39m63.63    \u001b[39m | \u001b[39m4.908    \u001b[39m | \u001b[39m0.1124   \u001b[39m | \u001b[39m0.6892   \u001b[39m | \u001b[39m0.5537   \u001b[39m | \u001b[39m151.2    \u001b[39m | \u001b[39m0.7886   \u001b[39m | \u001b[39m23.21    \u001b[39m | \u001b[39m31.66    \u001b[39m | \u001b[39m15.75    \u001b[39m | \u001b[39m94.06    \u001b[39m | \u001b[39m85.64    \u001b[39m | \u001b[39m15.51    \u001b[39m | \u001b[39m0.4547   \u001b[39m | \u001b[39m0.5465   \u001b[39m | \u001b[39m0.9861   \u001b[39m | \u001b[39m10.65    \u001b[39m | \u001b[39m3.937    \u001b[39m | \u001b[39m24.11    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:41:26,189 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.4516, R²: 0.8463\n"
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      "| \u001b[39m427      \u001b[39m | \u001b[39m-0.4516  \u001b[39m | \u001b[39m8.786e+04\u001b[39m | \u001b[39m18.89    \u001b[39m | \u001b[39m0.02326  \u001b[39m | \u001b[39m0.2851   \u001b[39m | \u001b[39m1.947    \u001b[39m | \u001b[39m1.392    \u001b[39m | \u001b[39m0.8692   \u001b[39m | \u001b[39m47.9     \u001b[39m | \u001b[39m7.214    \u001b[39m | \u001b[39m4.73     \u001b[39m | \u001b[39m2.963    \u001b[39m | \u001b[39m0.01215  \u001b[39m | \u001b[39m21.25    \u001b[39m | \u001b[39m26.24    \u001b[39m | \u001b[39m7.26     \u001b[39m | \u001b[39m9.544    \u001b[39m | \u001b[39m0.7645   \u001b[39m | \u001b[39m0.2283   \u001b[39m | \u001b[39m16.57    \u001b[39m | \u001b[39m34.73    \u001b[39m | \u001b[39m0.3701   \u001b[39m | \u001b[39m0.07596  \u001b[39m | \u001b[39m0.6684   \u001b[39m | \u001b[39m189.2    \u001b[39m | \u001b[39m0.9781   \u001b[39m | \u001b[39m47.5     \u001b[39m | \u001b[39m84.1     \u001b[39m | \u001b[39m8.006    \u001b[39m | \u001b[39m85.57    \u001b[39m | \u001b[39m94.89    \u001b[39m | \u001b[39m13.59    \u001b[39m | \u001b[39m0.1346   \u001b[39m | \u001b[39m0.9766   \u001b[39m | \u001b[39m2.222    \u001b[39m | \u001b[39m8.293    \u001b[39m | \u001b[39m3.269    \u001b[39m | \u001b[39m11.16    \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:27,524 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.5503, R²: 0.7719\n"
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      "| \u001b[39m428      \u001b[39m | \u001b[39m-0.5503  \u001b[39m | \u001b[39m5.939e+04\u001b[39m | \u001b[39m34.76    \u001b[39m | \u001b[39m0.03402  \u001b[39m | \u001b[39m0.9526   \u001b[39m | \u001b[39m1.02     \u001b[39m | \u001b[39m3.756    \u001b[39m | \u001b[39m2.763    \u001b[39m | \u001b[39m98.94    \u001b[39m | \u001b[39m1.144    \u001b[39m | \u001b[39m43.94    \u001b[39m | \u001b[39m8.937    \u001b[39m | \u001b[39m3.709    \u001b[39m | \u001b[39m12.91    \u001b[39m | \u001b[39m10.01    \u001b[39m | \u001b[39m23.1     \u001b[39m | \u001b[39m8.778    \u001b[39m | \u001b[39m0.8791   \u001b[39m | \u001b[39m0.09862  \u001b[39m | \u001b[39m18.62    \u001b[39m | \u001b[39m14.65    \u001b[39m | \u001b[39m0.8357   \u001b[39m | \u001b[39m0.7566   \u001b[39m | \u001b[39m0.2171   \u001b[39m | \u001b[39m195.2    \u001b[39m | \u001b[39m0.09652  \u001b[39m | \u001b[39m17.57    \u001b[39m | \u001b[39m3.152    \u001b[39m | \u001b[39m11.03    \u001b[39m | \u001b[39m81.21    \u001b[39m | \u001b[39m92.27    \u001b[39m | \u001b[39m23.61    \u001b[39m | \u001b[39m0.8294   \u001b[39m | \u001b[39m0.9814   \u001b[39m | \u001b[39m0.1372   \u001b[39m | \u001b[39m11.49    \u001b[39m | \u001b[39m1.364    \u001b[39m | \u001b[39m64.21    \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:28,776 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1409, R²: 0.0196\n"
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      "| \u001b[39m429      \u001b[39m | \u001b[39m-1.141   \u001b[39m | \u001b[39m7.06e+04 \u001b[39m | \u001b[39m48.22    \u001b[39m | \u001b[39m0.1557   \u001b[39m | \u001b[39m0.9605   \u001b[39m | \u001b[39m2.255    \u001b[39m | \u001b[39m3.4      \u001b[39m | \u001b[39m1.042    \u001b[39m | \u001b[39m4.08     \u001b[39m | \u001b[39m6.514    \u001b[39m | \u001b[39m2.983    \u001b[39m | \u001b[39m4.418    \u001b[39m | \u001b[39m1.853    \u001b[39m | \u001b[39m7.965    \u001b[39m | \u001b[39m15.44    \u001b[39m | \u001b[39m28.52    \u001b[39m | \u001b[39m10.13    \u001b[39m | \u001b[39m0.6844   \u001b[39m | \u001b[39m0.3824   \u001b[39m | \u001b[39m69.77    \u001b[39m | \u001b[39m8.67     \u001b[39m | \u001b[39m0.9865   \u001b[39m | \u001b[39m0.3467   \u001b[39m | \u001b[39m0.155    \u001b[39m | \u001b[39m199.2    \u001b[39m | \u001b[39m0.7667   \u001b[39m | \u001b[39m173.4    \u001b[39m | \u001b[39m73.4     \u001b[39m | \u001b[39m15.67    \u001b[39m | \u001b[39m83.44    \u001b[39m | \u001b[39m85.46    \u001b[39m | \u001b[39m22.53    \u001b[39m | \u001b[39m0.4556   \u001b[39m | \u001b[39m0.8867   \u001b[39m | \u001b[39m1.358    \u001b[39m | \u001b[39m9.093    \u001b[39m | \u001b[39m2.783    \u001b[39m | \u001b[39m10.02    \u001b[39m |\n"
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      "2025-04-09 17:41:30,361 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 1.1090, R²: 0.0736\n"
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      "| \u001b[39m430      \u001b[39m | \u001b[39m-1.109   \u001b[39m | \u001b[39m2.38e+04 \u001b[39m | \u001b[39m47.89    \u001b[39m | \u001b[39m0.1297   \u001b[39m | \u001b[39m0.7375   \u001b[39m | \u001b[39m2.398    \u001b[39m | \u001b[39m4.265    \u001b[39m | \u001b[39m0.6632   \u001b[39m | \u001b[39m99.66    \u001b[39m | \u001b[39m1.571    \u001b[39m | \u001b[39m6.284    \u001b[39m | \u001b[39m8.508    \u001b[39m | \u001b[39m0.3992   \u001b[39m | \u001b[39m15.3     \u001b[39m | \u001b[39m25.46    \u001b[39m | \u001b[39m9.454    \u001b[39m | \u001b[39m12.4     \u001b[39m | \u001b[39m0.6364   \u001b[39m | \u001b[39m0.1983   \u001b[39m | \u001b[39m99.24    \u001b[39m | \u001b[39m24.76    \u001b[39m | \u001b[39m0.9124   \u001b[39m | \u001b[39m0.8988   \u001b[39m | \u001b[39m0.1783   \u001b[39m | \u001b[39m157.6    \u001b[39m | \u001b[39m0.8515   \u001b[39m | \u001b[39m40.13    \u001b[39m | \u001b[39m81.1     \u001b[39m | \u001b[39m10.77    \u001b[39m | \u001b[39m83.72    \u001b[39m | \u001b[39m87.93    \u001b[39m | \u001b[39m9.332    \u001b[39m | \u001b[39m0.9979   \u001b[39m | \u001b[39m0.3425   \u001b[39m | \u001b[39m0.1071   \u001b[39m | \u001b[39m11.98    \u001b[39m | \u001b[39m2.883    \u001b[39m | \u001b[39m75.02    \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:30,874 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.4942, R²: 0.8160\n"
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     "output_type": "stream",
     "text": [
      "| \u001b[39m431      \u001b[39m | \u001b[39m-0.4942  \u001b[39m | \u001b[39m9.834e+04\u001b[39m | \u001b[39m41.78    \u001b[39m | \u001b[39m0.2667   \u001b[39m | \u001b[39m0.3777   \u001b[39m | \u001b[39m4.971    \u001b[39m | \u001b[39m2.427    \u001b[39m | \u001b[39m2.585    \u001b[39m | \u001b[39m22.07    \u001b[39m | \u001b[39m7.257    \u001b[39m | \u001b[39m33.29    \u001b[39m | \u001b[39m6.344    \u001b[39m | \u001b[39m3.709    \u001b[39m | \u001b[39m7.646    \u001b[39m | \u001b[39m11.46    \u001b[39m | \u001b[39m13.33    \u001b[39m | \u001b[39m11.67    \u001b[39m | \u001b[39m0.9854   \u001b[39m | \u001b[39m0.3265   \u001b[39m | \u001b[39m56.05    \u001b[39m | \u001b[39m27.62    \u001b[39m | \u001b[39m0.1585   \u001b[39m | \u001b[39m0.6007   \u001b[39m | \u001b[39m0.1997   \u001b[39m | \u001b[39m126.7    \u001b[39m | \u001b[39m0.6009   \u001b[39m | \u001b[39m28.41    \u001b[39m | \u001b[39m71.99    \u001b[39m | \u001b[39m9.156    \u001b[39m | \u001b[39m84.12    \u001b[39m | \u001b[39m78.97    \u001b[39m | \u001b[39m21.62    \u001b[39m | \u001b[39m0.05894  \u001b[39m | \u001b[39m0.1706   \u001b[39m | \u001b[39m0.9368   \u001b[39m | \u001b[39m8.06     \u001b[39m | \u001b[39m1.433    \u001b[39m | \u001b[39m92.61    \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:31,571 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2691, R²: 0.9455\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m432      \u001b[39m | \u001b[39m-0.2691  \u001b[39m | \u001b[39m1.334e+04\u001b[39m | \u001b[39m25.66    \u001b[39m | \u001b[39m0.2156   \u001b[39m | \u001b[39m0.6984   \u001b[39m | \u001b[39m2.954    \u001b[39m | \u001b[39m3.827    \u001b[39m | \u001b[39m0.141    \u001b[39m | \u001b[39m49.4     \u001b[39m | \u001b[39m6.658    \u001b[39m | \u001b[39m28.11    \u001b[39m | \u001b[39m6.827    \u001b[39m | \u001b[39m1.232    \u001b[39m | \u001b[39m49.22    \u001b[39m | \u001b[39m7.195    \u001b[39m | \u001b[39m25.93    \u001b[39m | \u001b[39m10.87    \u001b[39m | \u001b[39m0.8877   \u001b[39m | \u001b[39m0.3058   \u001b[39m | \u001b[39m78.33    \u001b[39m | \u001b[39m28.93    \u001b[39m | \u001b[39m0.9522   \u001b[39m | \u001b[39m0.6      \u001b[39m | \u001b[39m0.1441   \u001b[39m | \u001b[39m117.3    \u001b[39m | \u001b[39m0.614    \u001b[39m | \u001b[39m28.45    \u001b[39m | \u001b[39m45.15    \u001b[39m | \u001b[39m14.45    \u001b[39m | \u001b[39m84.2     \u001b[39m | \u001b[39m82.27    \u001b[39m | \u001b[39m24.87    \u001b[39m | \u001b[39m0.472    \u001b[39m | \u001b[39m0.7496   \u001b[39m | \u001b[39m1.949    \u001b[39m | \u001b[39m10.07    \u001b[39m | \u001b[39m2.503    \u001b[39m | \u001b[39m72.2     \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:32,071 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2955, R²: 0.9342\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m433      \u001b[39m | \u001b[39m-0.2955  \u001b[39m | \u001b[39m3.725e+03\u001b[39m | \u001b[39m12.08    \u001b[39m | \u001b[39m0.2443   \u001b[39m | \u001b[39m0.2862   \u001b[39m | \u001b[39m1.218    \u001b[39m | \u001b[39m4.6      \u001b[39m | \u001b[39m2.056    \u001b[39m | \u001b[39m57.69    \u001b[39m | \u001b[39m1.613    \u001b[39m | \u001b[39m41.19    \u001b[39m | \u001b[39m7.345    \u001b[39m | \u001b[39m3.135    \u001b[39m | \u001b[39m43.23    \u001b[39m | \u001b[39m27.39    \u001b[39m | \u001b[39m26.35    \u001b[39m | \u001b[39m8.47     \u001b[39m | \u001b[39m0.9043   \u001b[39m | \u001b[39m0.1731   \u001b[39m | \u001b[39m77.42    \u001b[39m | \u001b[39m29.95    \u001b[39m | \u001b[39m0.1895   \u001b[39m | \u001b[39m0.6458   \u001b[39m | \u001b[39m0.1351   \u001b[39m | \u001b[39m147.4    \u001b[39m | \u001b[39m0.9849   \u001b[39m | \u001b[39m23.84    \u001b[39m | \u001b[39m92.11    \u001b[39m | \u001b[39m16.74    \u001b[39m | \u001b[39m84.89    \u001b[39m | \u001b[39m91.65    \u001b[39m | \u001b[39m23.76    \u001b[39m | \u001b[39m0.05404  \u001b[39m | \u001b[39m0.6976   \u001b[39m | \u001b[39m0.6351   \u001b[39m | \u001b[39m7.436    \u001b[39m | \u001b[39m1.794    \u001b[39m | \u001b[39m48.97    \u001b[39m |\n"
     ]
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     "output_type": "stream",
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      "2025-04-09 17:41:33,347 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0745, R²: 0.9958\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m434      \u001b[39m | \u001b[39m-0.07449 \u001b[39m | \u001b[39m6.689e+04\u001b[39m | \u001b[39m18.2     \u001b[39m | \u001b[39m0.1514   \u001b[39m | \u001b[39m0.3252   \u001b[39m | \u001b[39m3.232    \u001b[39m | \u001b[39m4.594    \u001b[39m | \u001b[39m1.459    \u001b[39m | \u001b[39m97.4     \u001b[39m | \u001b[39m6.324    \u001b[39m | \u001b[39m4.475    \u001b[39m | \u001b[39m2.583    \u001b[39m | \u001b[39m1.15     \u001b[39m | \u001b[39m14.18    \u001b[39m | \u001b[39m3.067    \u001b[39m | \u001b[39m22.25    \u001b[39m | \u001b[39m7.471    \u001b[39m | \u001b[39m0.7995   \u001b[39m | \u001b[39m0.08837  \u001b[39m | \u001b[39m2.769    \u001b[39m | \u001b[39m16.97    \u001b[39m | \u001b[39m0.3478   \u001b[39m | \u001b[39m0.9754   \u001b[39m | \u001b[39m0.2041   \u001b[39m | \u001b[39m163.3    \u001b[39m | \u001b[39m0.8288   \u001b[39m | \u001b[39m176.5    \u001b[39m | \u001b[39m11.0     \u001b[39m | \u001b[39m15.98    \u001b[39m | \u001b[39m81.46    \u001b[39m | \u001b[39m80.5     \u001b[39m | \u001b[39m14.59    \u001b[39m | \u001b[39m0.5348   \u001b[39m | \u001b[39m0.9893   \u001b[39m | \u001b[39m1.284    \u001b[39m | \u001b[39m8.35     \u001b[39m | \u001b[39m1.124    \u001b[39m | \u001b[39m95.98    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:41:34,504 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.2851, R²: 0.9388\n"
     ]
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      "| \u001b[39m435      \u001b[39m | \u001b[39m-0.2851  \u001b[39m | \u001b[39m3.719e+04\u001b[39m | \u001b[39m36.04    \u001b[39m | \u001b[39m0.2192   \u001b[39m | \u001b[39m0.7094   \u001b[39m | \u001b[39m1.206    \u001b[39m | \u001b[39m2.456    \u001b[39m | \u001b[39m0.1608   \u001b[39m | \u001b[39m58.54    \u001b[39m | \u001b[39m1.171    \u001b[39m | \u001b[39m4.391    \u001b[39m | \u001b[39m3.464    \u001b[39m | \u001b[39m2.298    \u001b[39m | \u001b[39m37.28    \u001b[39m | \u001b[39m26.89    \u001b[39m | \u001b[39m15.09    \u001b[39m | \u001b[39m9.387    \u001b[39m | \u001b[39m0.7498   \u001b[39m | \u001b[39m0.3591   \u001b[39m | \u001b[39m23.9     \u001b[39m | \u001b[39m20.95    \u001b[39m | \u001b[39m0.5195   \u001b[39m | \u001b[39m0.9676   \u001b[39m | \u001b[39m0.7723   \u001b[39m | \u001b[39m20.4     \u001b[39m | \u001b[39m0.1453   \u001b[39m | \u001b[39m27.33    \u001b[39m | \u001b[39m67.75    \u001b[39m | \u001b[39m15.24    \u001b[39m | \u001b[39m84.37    \u001b[39m | \u001b[39m78.69    \u001b[39m | \u001b[39m24.64    \u001b[39m | \u001b[39m0.9503   \u001b[39m | \u001b[39m0.8283   \u001b[39m | \u001b[39m0.1921   \u001b[39m | \u001b[39m8.559    \u001b[39m | \u001b[39m2.056    \u001b[39m | \u001b[39m68.9     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:41:35,079 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2699, R²: 0.9451\n"
     ]
    },
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      "| \u001b[39m436      \u001b[39m | \u001b[39m-0.2699  \u001b[39m | \u001b[39m3.781e+04\u001b[39m | \u001b[39m40.99    \u001b[39m | \u001b[39m0.05923  \u001b[39m | \u001b[39m0.07669  \u001b[39m | \u001b[39m3.266    \u001b[39m | \u001b[39m3.442    \u001b[39m | \u001b[39m2.659    \u001b[39m | \u001b[39m56.33    \u001b[39m | \u001b[39m9.355    \u001b[39m | \u001b[39m34.39    \u001b[39m | \u001b[39m2.448    \u001b[39m | \u001b[39m0.5724   \u001b[39m | \u001b[39m23.25    \u001b[39m | \u001b[39m16.06    \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m10.9     \u001b[39m | \u001b[39m0.6883   \u001b[39m | \u001b[39m0.07338  \u001b[39m | \u001b[39m22.81    \u001b[39m | \u001b[39m7.249    \u001b[39m | \u001b[39m0.3789   \u001b[39m | \u001b[39m0.3662   \u001b[39m | \u001b[39m0.7811   \u001b[39m | \u001b[39m101.3    \u001b[39m | \u001b[39m0.5844   \u001b[39m | \u001b[39m153.2    \u001b[39m | \u001b[39m46.38    \u001b[39m | \u001b[39m15.05    \u001b[39m | \u001b[39m92.69    \u001b[39m | \u001b[39m79.28    \u001b[39m | \u001b[39m10.39    \u001b[39m | \u001b[39m0.1503   \u001b[39m | \u001b[39m0.2336   \u001b[39m | \u001b[39m1.841    \u001b[39m | \u001b[39m10.92    \u001b[39m | \u001b[39m2.983    \u001b[39m | \u001b[39m96.43    \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:36,435 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.1672, R²: 0.9789\n"
     ]
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      "| \u001b[39m437      \u001b[39m | \u001b[39m-0.1672  \u001b[39m | \u001b[39m6.902e+04\u001b[39m | \u001b[39m28.64    \u001b[39m | \u001b[39m0.05022  \u001b[39m | \u001b[39m0.1784   \u001b[39m | \u001b[39m4.672    \u001b[39m | \u001b[39m3.134    \u001b[39m | \u001b[39m2.536    \u001b[39m | \u001b[39m96.94    \u001b[39m | \u001b[39m4.39     \u001b[39m | \u001b[39m48.63    \u001b[39m | \u001b[39m0.4465   \u001b[39m | \u001b[39m3.693    \u001b[39m | \u001b[39m31.74    \u001b[39m | \u001b[39m27.8     \u001b[39m | \u001b[39m12.94    \u001b[39m | \u001b[39m10.04    \u001b[39m | \u001b[39m0.9455   \u001b[39m | \u001b[39m0.2069   \u001b[39m | \u001b[39m97.8     \u001b[39m | \u001b[39m10.8     \u001b[39m | \u001b[39m0.9405   \u001b[39m | \u001b[39m0.919    \u001b[39m | \u001b[39m0.2196   \u001b[39m | \u001b[39m194.3    \u001b[39m | \u001b[39m0.3179   \u001b[39m | \u001b[39m31.27    \u001b[39m | \u001b[39m14.25    \u001b[39m | \u001b[39m8.653    \u001b[39m | \u001b[39m83.14    \u001b[39m | \u001b[39m81.04    \u001b[39m | \u001b[39m16.76    \u001b[39m | \u001b[39m0.622    \u001b[39m | \u001b[39m0.5432   \u001b[39m | \u001b[39m0.5936   \u001b[39m | \u001b[39m9.696    \u001b[39m | \u001b[39m4.64     \u001b[39m | \u001b[39m59.68    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:41:37,920 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1162, R²: 0.0615\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m438      \u001b[39m | \u001b[39m-1.116   \u001b[39m | \u001b[39m7.462e+04\u001b[39m | \u001b[39m47.38    \u001b[39m | \u001b[39m0.07279  \u001b[39m | \u001b[39m0.923    \u001b[39m | \u001b[39m3.388    \u001b[39m | \u001b[39m2.088    \u001b[39m | \u001b[39m2.239    \u001b[39m | \u001b[39m94.47    \u001b[39m | \u001b[39m4.889    \u001b[39m | \u001b[39m41.21    \u001b[39m | \u001b[39m5.491    \u001b[39m | \u001b[39m0.3418   \u001b[39m | \u001b[39m17.3     \u001b[39m | \u001b[39m26.45    \u001b[39m | \u001b[39m26.54    \u001b[39m | \u001b[39m9.993    \u001b[39m | \u001b[39m0.9323   \u001b[39m | \u001b[39m0.09844  \u001b[39m | \u001b[39m13.38    \u001b[39m | \u001b[39m20.02    \u001b[39m | \u001b[39m0.389    \u001b[39m | \u001b[39m0.3153   \u001b[39m | \u001b[39m0.1579   \u001b[39m | \u001b[39m117.6    \u001b[39m | \u001b[39m0.5366   \u001b[39m | \u001b[39m199.6    \u001b[39m | \u001b[39m13.83    \u001b[39m | \u001b[39m16.02    \u001b[39m | \u001b[39m83.47    \u001b[39m | \u001b[39m76.3     \u001b[39m | \u001b[39m18.69    \u001b[39m | \u001b[39m0.4046   \u001b[39m | \u001b[39m0.5569   \u001b[39m | \u001b[39m1.305    \u001b[39m | \u001b[39m7.538    \u001b[39m | \u001b[39m2.198    \u001b[39m | \u001b[39m90.07    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:41:39,325 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.3926, R²: 0.8839\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m439      \u001b[39m | \u001b[39m-0.3926  \u001b[39m | \u001b[39m6.239e+04\u001b[39m | \u001b[39m39.15    \u001b[39m | \u001b[39m0.09839  \u001b[39m | \u001b[39m0.1989   \u001b[39m | \u001b[39m4.842    \u001b[39m | \u001b[39m3.577    \u001b[39m | \u001b[39m0.7775   \u001b[39m | \u001b[39m76.31    \u001b[39m | \u001b[39m5.364    \u001b[39m | \u001b[39m37.11    \u001b[39m | \u001b[39m9.41     \u001b[39m | \u001b[39m1.668    \u001b[39m | \u001b[39m23.89    \u001b[39m | \u001b[39m5.883    \u001b[39m | \u001b[39m29.1     \u001b[39m | \u001b[39m9.819    \u001b[39m | \u001b[39m0.7974   \u001b[39m | \u001b[39m0.3908   \u001b[39m | \u001b[39m60.07    \u001b[39m | \u001b[39m34.95    \u001b[39m | \u001b[39m0.6278   \u001b[39m | \u001b[39m0.9231   \u001b[39m | \u001b[39m0.6356   \u001b[39m | \u001b[39m10.59    \u001b[39m | \u001b[39m0.5427   \u001b[39m | \u001b[39m198.1    \u001b[39m | \u001b[39m22.74    \u001b[39m | \u001b[39m19.2     \u001b[39m | \u001b[39m91.64    \u001b[39m | \u001b[39m80.67    \u001b[39m | \u001b[39m8.278    \u001b[39m | \u001b[39m0.1561   \u001b[39m | \u001b[39m0.08008  \u001b[39m | \u001b[39m2.935    \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m4.859    \u001b[39m | \u001b[39m91.67    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:39,852 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1550, R²: -0.0049\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m440      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m9.969e+04\u001b[39m | \u001b[39m22.82    \u001b[39m | \u001b[39m0.1973   \u001b[39m | \u001b[39m0.531    \u001b[39m | \u001b[39m2.11     \u001b[39m | \u001b[39m4.757    \u001b[39m | \u001b[39m0.6463   \u001b[39m | \u001b[39m31.56    \u001b[39m | \u001b[39m8.165    \u001b[39m | \u001b[39m12.86    \u001b[39m | \u001b[39m8.386    \u001b[39m | \u001b[39m0.8224   \u001b[39m | \u001b[39m20.2     \u001b[39m | \u001b[39m26.71    \u001b[39m | \u001b[39m29.03    \u001b[39m | \u001b[39m9.437    \u001b[39m | \u001b[39m0.9402   \u001b[39m | \u001b[39m0.3926   \u001b[39m | \u001b[39m84.48    \u001b[39m | \u001b[39m0.8464   \u001b[39m | \u001b[39m0.5215   \u001b[39m | \u001b[39m0.5992   \u001b[39m | \u001b[39m0.6525   \u001b[39m | \u001b[39m134.4    \u001b[39m | \u001b[39m0.2347   \u001b[39m | \u001b[39m135.1    \u001b[39m | \u001b[39m86.86    \u001b[39m | \u001b[39m14.54    \u001b[39m | \u001b[39m84.58    \u001b[39m | \u001b[39m86.17    \u001b[39m | \u001b[39m23.84    \u001b[39m | \u001b[39m0.9012   \u001b[39m | \u001b[39m0.4399   \u001b[39m | \u001b[39m2.699    \u001b[39m | \u001b[39m9.4      \u001b[39m | \u001b[39m3.44     \u001b[39m | \u001b[39m56.54    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:40,656 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.2815, R²: 0.9403\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m441      \u001b[39m | \u001b[39m-0.2815  \u001b[39m | \u001b[39m7.509e+04\u001b[39m | \u001b[39m28.31    \u001b[39m | \u001b[39m0.1954   \u001b[39m | \u001b[39m0.8699   \u001b[39m | \u001b[39m1.967    \u001b[39m | \u001b[39m2.666    \u001b[39m | \u001b[39m2.423    \u001b[39m | \u001b[39m33.95    \u001b[39m | \u001b[39m3.69     \u001b[39m | \u001b[39m12.6     \u001b[39m | \u001b[39m2.762    \u001b[39m | \u001b[39m1.852    \u001b[39m | \u001b[39m47.07    \u001b[39m | \u001b[39m5.026    \u001b[39m | \u001b[39m21.5     \u001b[39m | \u001b[39m9.855    \u001b[39m | \u001b[39m0.9786   \u001b[39m | \u001b[39m0.138    \u001b[39m | \u001b[39m11.09    \u001b[39m | \u001b[39m23.65    \u001b[39m | \u001b[39m0.3906   \u001b[39m | \u001b[39m0.88     \u001b[39m | \u001b[39m0.7228   \u001b[39m | \u001b[39m67.7     \u001b[39m | \u001b[39m0.1706   \u001b[39m | \u001b[39m134.3    \u001b[39m | \u001b[39m67.64    \u001b[39m | \u001b[39m8.393    \u001b[39m | \u001b[39m82.89    \u001b[39m | \u001b[39m93.82    \u001b[39m | \u001b[39m12.4     \u001b[39m | \u001b[39m0.265    \u001b[39m | \u001b[39m0.5116   \u001b[39m | \u001b[39m0.6922   \u001b[39m | \u001b[39m7.511    \u001b[39m | \u001b[39m1.504    \u001b[39m | \u001b[39m26.35    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:42,065 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.8534, R²: 0.4515\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m442      \u001b[39m | \u001b[39m-0.8534  \u001b[39m | \u001b[39m4.949e+04\u001b[39m | \u001b[39m10.61    \u001b[39m | \u001b[39m0.2899   \u001b[39m | \u001b[39m0.2383   \u001b[39m | \u001b[39m4.403    \u001b[39m | \u001b[39m2.709    \u001b[39m | \u001b[39m1.065    \u001b[39m | \u001b[39m18.99    \u001b[39m | \u001b[39m1.865    \u001b[39m | \u001b[39m35.26    \u001b[39m | \u001b[39m7.326    \u001b[39m | \u001b[39m2.239    \u001b[39m | \u001b[39m18.64    \u001b[39m | \u001b[39m16.48    \u001b[39m | \u001b[39m15.32    \u001b[39m | \u001b[39m12.42    \u001b[39m | \u001b[39m0.6489   \u001b[39m | \u001b[39m0.133    \u001b[39m | \u001b[39m97.55    \u001b[39m | \u001b[39m32.29    \u001b[39m | \u001b[39m0.6975   \u001b[39m | \u001b[39m0.9307   \u001b[39m | \u001b[39m0.6214   \u001b[39m | \u001b[39m13.84    \u001b[39m | \u001b[39m0.2379   \u001b[39m | \u001b[39m15.24    \u001b[39m | \u001b[39m84.32    \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m84.61    \u001b[39m | \u001b[39m85.65    \u001b[39m | \u001b[39m14.37    \u001b[39m | \u001b[39m0.4704   \u001b[39m | \u001b[39m0.4565   \u001b[39m | \u001b[39m0.2248   \u001b[39m | \u001b[39m8.134    \u001b[39m | \u001b[39m4.727    \u001b[39m | \u001b[39m57.95    \u001b[39m |\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:43,381 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.8474, R²: 0.4591\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m443      \u001b[39m | \u001b[39m-0.8474  \u001b[39m | \u001b[39m2.6e+04  \u001b[39m | \u001b[39m31.21    \u001b[39m | \u001b[39m0.2331   \u001b[39m | \u001b[39m0.4206   \u001b[39m | \u001b[39m2.574    \u001b[39m | \u001b[39m1.722    \u001b[39m | \u001b[39m2.21     \u001b[39m | \u001b[39m61.52    \u001b[39m | \u001b[39m8.889    \u001b[39m | \u001b[39m3.139    \u001b[39m | \u001b[39m7.88     \u001b[39m | \u001b[39m1.288    \u001b[39m | \u001b[39m35.7     \u001b[39m | \u001b[39m29.65    \u001b[39m | \u001b[39m16.7     \u001b[39m | \u001b[39m9.536    \u001b[39m | \u001b[39m0.9422   \u001b[39m | \u001b[39m0.3085   \u001b[39m | \u001b[39m57.45    \u001b[39m | \u001b[39m26.25    \u001b[39m | \u001b[39m0.07045  \u001b[39m | \u001b[39m0.3921   \u001b[39m | \u001b[39m0.302    \u001b[39m | \u001b[39m195.2    \u001b[39m | \u001b[39m0.1801   \u001b[39m | \u001b[39m178.4    \u001b[39m | \u001b[39m56.81    \u001b[39m | \u001b[39m5.941    \u001b[39m | \u001b[39m85.89    \u001b[39m | \u001b[39m84.63    \u001b[39m | \u001b[39m9.87     \u001b[39m | \u001b[39m0.3771   \u001b[39m | \u001b[39m0.5771   \u001b[39m | \u001b[39m0.5667   \u001b[39m | \u001b[39m8.752    \u001b[39m | \u001b[39m4.267    \u001b[39m | \u001b[39m96.87    \u001b[39m |\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:43,920 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0732, R²: 0.9960\n"
     ]
    },
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      "| \u001b[39m444      \u001b[39m | \u001b[39m-0.07317 \u001b[39m | \u001b[39m2.286e+04\u001b[39m | \u001b[39m12.79    \u001b[39m | \u001b[39m0.04035  \u001b[39m | \u001b[39m0.297    \u001b[39m | \u001b[39m4.004    \u001b[39m | \u001b[39m3.571    \u001b[39m | \u001b[39m1.843    \u001b[39m | \u001b[39m60.47    \u001b[39m | \u001b[39m7.266    \u001b[39m | \u001b[39m26.13    \u001b[39m | \u001b[39m7.148    \u001b[39m | \u001b[39m2.799    \u001b[39m | \u001b[39m25.37    \u001b[39m | \u001b[39m9.133    \u001b[39m | \u001b[39m16.54    \u001b[39m | \u001b[39m12.51    \u001b[39m | \u001b[39m0.9101   \u001b[39m | \u001b[39m0.1549   \u001b[39m | \u001b[39m56.82    \u001b[39m | \u001b[39m16.76    \u001b[39m | \u001b[39m0.2232   \u001b[39m | \u001b[39m0.137    \u001b[39m | \u001b[39m0.7138   \u001b[39m | \u001b[39m113.3    \u001b[39m | \u001b[39m0.2529   \u001b[39m | \u001b[39m114.2    \u001b[39m | \u001b[39m8.77     \u001b[39m | \u001b[39m16.78    \u001b[39m | \u001b[39m93.2     \u001b[39m | \u001b[39m78.49    \u001b[39m | \u001b[39m11.92    \u001b[39m | \u001b[39m0.803    \u001b[39m | \u001b[39m0.3219   \u001b[39m | \u001b[39m0.6462   \u001b[39m | \u001b[39m11.24    \u001b[39m | \u001b[39m2.106    \u001b[39m | \u001b[39m5.161    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:41:44,558 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.0992, R²: 0.9926\n"
     ]
    },
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      "| \u001b[39m445      \u001b[39m | \u001b[39m-0.09918 \u001b[39m | \u001b[39m2.805e+04\u001b[39m | \u001b[39m42.17    \u001b[39m | \u001b[39m0.1137   \u001b[39m | \u001b[39m0.6605   \u001b[39m | \u001b[39m1.027    \u001b[39m | \u001b[39m1.629    \u001b[39m | \u001b[39m2.697    \u001b[39m | \u001b[39m31.45    \u001b[39m | \u001b[39m6.635    \u001b[39m | \u001b[39m10.2     \u001b[39m | \u001b[39m9.854    \u001b[39m | \u001b[39m1.456    \u001b[39m | \u001b[39m15.52    \u001b[39m | \u001b[39m23.29    \u001b[39m | \u001b[39m18.74    \u001b[39m | \u001b[39m12.61    \u001b[39m | \u001b[39m0.8843   \u001b[39m | \u001b[39m0.3449   \u001b[39m | \u001b[39m68.19    \u001b[39m | \u001b[39m18.26    \u001b[39m | \u001b[39m0.6968   \u001b[39m | \u001b[39m0.1548   \u001b[39m | \u001b[39m0.7299   \u001b[39m | \u001b[39m32.58    \u001b[39m | \u001b[39m0.08563  \u001b[39m | \u001b[39m190.5    \u001b[39m | \u001b[39m53.61    \u001b[39m | \u001b[39m16.4     \u001b[39m | \u001b[39m85.56    \u001b[39m | \u001b[39m80.34    \u001b[39m | \u001b[39m21.21    \u001b[39m | \u001b[39m0.3908   \u001b[39m | \u001b[39m0.9985   \u001b[39m | \u001b[39m0.8594   \u001b[39m | \u001b[39m8.57     \u001b[39m | \u001b[39m4.225    \u001b[39m | \u001b[39m37.7     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:41:45,070 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.8441, R²: 0.4634\n"
     ]
    },
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      "| \u001b[39m446      \u001b[39m | \u001b[39m-0.8441  \u001b[39m | \u001b[39m8.267e+04\u001b[39m | \u001b[39m27.11    \u001b[39m | \u001b[39m0.03492  \u001b[39m | \u001b[39m0.7136   \u001b[39m | \u001b[39m1.072    \u001b[39m | \u001b[39m3.106    \u001b[39m | \u001b[39m2.718    \u001b[39m | \u001b[39m77.01    \u001b[39m | \u001b[39m4.297    \u001b[39m | \u001b[39m22.19    \u001b[39m | \u001b[39m8.427    \u001b[39m | \u001b[39m3.036    \u001b[39m | \u001b[39m18.2     \u001b[39m | \u001b[39m24.28    \u001b[39m | \u001b[39m7.515    \u001b[39m | \u001b[39m12.72    \u001b[39m | \u001b[39m0.8646   \u001b[39m | \u001b[39m0.139    \u001b[39m | \u001b[39m26.92    \u001b[39m | \u001b[39m5.714    \u001b[39m | \u001b[39m0.388    \u001b[39m | \u001b[39m0.7887   \u001b[39m | \u001b[39m0.3234   \u001b[39m | \u001b[39m142.1    \u001b[39m | \u001b[39m0.6758   \u001b[39m | \u001b[39m148.0    \u001b[39m | \u001b[39m72.07    \u001b[39m | \u001b[39m8.688    \u001b[39m | \u001b[39m94.51    \u001b[39m | \u001b[39m86.7     \u001b[39m | \u001b[39m23.85    \u001b[39m | \u001b[39m0.05415  \u001b[39m | \u001b[39m0.1767   \u001b[39m | \u001b[39m1.684    \u001b[39m | \u001b[39m8.037    \u001b[39m | \u001b[39m1.954    \u001b[39m | \u001b[39m23.72    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:41:46,494 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.7498, R²: 0.5765\n"
     ]
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      "| \u001b[39m447      \u001b[39m | \u001b[39m-0.7498  \u001b[39m | \u001b[39m761.3    \u001b[39m | \u001b[39m18.19    \u001b[39m | \u001b[39m0.2272   \u001b[39m | \u001b[39m0.5755   \u001b[39m | \u001b[39m1.92     \u001b[39m | \u001b[39m3.911    \u001b[39m | \u001b[39m2.088    \u001b[39m | \u001b[39m88.34    \u001b[39m | \u001b[39m1.334    \u001b[39m | \u001b[39m9.543    \u001b[39m | \u001b[39m3.949    \u001b[39m | \u001b[39m0.9052   \u001b[39m | \u001b[39m9.76     \u001b[39m | \u001b[39m25.74    \u001b[39m | \u001b[39m23.14    \u001b[39m | \u001b[39m12.94    \u001b[39m | \u001b[39m0.772    \u001b[39m | \u001b[39m0.3005   \u001b[39m | \u001b[39m10.17    \u001b[39m | \u001b[39m3.601    \u001b[39m | \u001b[39m0.9896   \u001b[39m | \u001b[39m0.2255   \u001b[39m | \u001b[39m0.6812   \u001b[39m | \u001b[39m104.0    \u001b[39m | \u001b[39m0.7135   \u001b[39m | \u001b[39m25.74    \u001b[39m | \u001b[39m17.03    \u001b[39m | \u001b[39m15.94    \u001b[39m | \u001b[39m91.23    \u001b[39m | \u001b[39m75.99    \u001b[39m | \u001b[39m22.7     \u001b[39m | \u001b[39m0.2806   \u001b[39m | \u001b[39m0.2228   \u001b[39m | \u001b[39m1.528    \u001b[39m | \u001b[39m9.194    \u001b[39m | \u001b[39m1.784    \u001b[39m | \u001b[39m85.16    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:41:47,842 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1318, R²: 0.0351\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m448      \u001b[39m | \u001b[39m-1.132   \u001b[39m | \u001b[39m4.762e+04\u001b[39m | \u001b[39m45.28    \u001b[39m | \u001b[39m0.09092  \u001b[39m | \u001b[39m0.6954   \u001b[39m | \u001b[39m1.874    \u001b[39m | \u001b[39m3.899    \u001b[39m | \u001b[39m2.924    \u001b[39m | \u001b[39m80.91    \u001b[39m | \u001b[39m9.759    \u001b[39m | \u001b[39m17.29    \u001b[39m | \u001b[39m0.9055   \u001b[39m | \u001b[39m1.268    \u001b[39m | \u001b[39m39.75    \u001b[39m | \u001b[39m27.67    \u001b[39m | \u001b[39m22.67    \u001b[39m | \u001b[39m7.968    \u001b[39m | \u001b[39m0.6174   \u001b[39m | \u001b[39m0.2388   \u001b[39m | \u001b[39m3.067    \u001b[39m | \u001b[39m1.458    \u001b[39m | \u001b[39m0.5577   \u001b[39m | \u001b[39m0.139    \u001b[39m | \u001b[39m0.4759   \u001b[39m | \u001b[39m16.16    \u001b[39m | \u001b[39m0.9885   \u001b[39m | \u001b[39m194.3    \u001b[39m | \u001b[39m36.64    \u001b[39m | \u001b[39m6.384    \u001b[39m | \u001b[39m88.92    \u001b[39m | \u001b[39m93.26    \u001b[39m | \u001b[39m7.183    \u001b[39m | \u001b[39m0.3044   \u001b[39m | \u001b[39m0.5672   \u001b[39m | \u001b[39m0.9042   \u001b[39m | \u001b[39m8.868    \u001b[39m | \u001b[39m4.443    \u001b[39m | \u001b[39m48.91    \u001b[39m |\n"
     ]
    },
    {
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      "2025-04-09 17:41:49,162 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2435, R²: 0.9553\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m449      \u001b[39m | \u001b[39m-0.2435  \u001b[39m | \u001b[39m5.706e+04\u001b[39m | \u001b[39m37.69    \u001b[39m | \u001b[39m0.2799   \u001b[39m | \u001b[39m0.8247   \u001b[39m | \u001b[39m2.879    \u001b[39m | \u001b[39m3.552    \u001b[39m | \u001b[39m2.346    \u001b[39m | \u001b[39m67.11    \u001b[39m | \u001b[39m3.341    \u001b[39m | \u001b[39m4.266    \u001b[39m | \u001b[39m5.054    \u001b[39m | \u001b[39m3.293    \u001b[39m | \u001b[39m6.602    \u001b[39m | \u001b[39m7.734    \u001b[39m | \u001b[39m18.4     \u001b[39m | \u001b[39m8.268    \u001b[39m | \u001b[39m0.6513   \u001b[39m | \u001b[39m0.2618   \u001b[39m | \u001b[39m79.58    \u001b[39m | \u001b[39m11.29    \u001b[39m | \u001b[39m0.7554   \u001b[39m | \u001b[39m0.3573   \u001b[39m | \u001b[39m0.3259   \u001b[39m | \u001b[39m26.69    \u001b[39m | \u001b[39m0.6542   \u001b[39m | \u001b[39m192.4    \u001b[39m | \u001b[39m96.65    \u001b[39m | \u001b[39m6.004    \u001b[39m | \u001b[39m87.55    \u001b[39m | \u001b[39m90.34    \u001b[39m | \u001b[39m8.39     \u001b[39m | \u001b[39m0.5938   \u001b[39m | \u001b[39m0.5021   \u001b[39m | \u001b[39m2.675    \u001b[39m | \u001b[39m9.83     \u001b[39m | \u001b[39m3.011    \u001b[39m | \u001b[39m98.94    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:50,662 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4291, R²: 0.8613\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m450      \u001b[39m | \u001b[39m-0.4291  \u001b[39m | \u001b[39m1.254e+04\u001b[39m | \u001b[39m11.51    \u001b[39m | \u001b[39m0.03118  \u001b[39m | \u001b[39m0.4173   \u001b[39m | \u001b[39m1.768    \u001b[39m | \u001b[39m4.224    \u001b[39m | \u001b[39m2.145    \u001b[39m | \u001b[39m33.19    \u001b[39m | \u001b[39m1.141    \u001b[39m | \u001b[39m7.871    \u001b[39m | \u001b[39m3.387    \u001b[39m | \u001b[39m0.7734   \u001b[39m | \u001b[39m6.717    \u001b[39m | \u001b[39m10.09    \u001b[39m | \u001b[39m18.15    \u001b[39m | \u001b[39m12.08    \u001b[39m | \u001b[39m0.8861   \u001b[39m | \u001b[39m0.3982   \u001b[39m | \u001b[39m24.33    \u001b[39m | \u001b[39m23.42    \u001b[39m | \u001b[39m0.6739   \u001b[39m | \u001b[39m0.5147   \u001b[39m | \u001b[39m0.6176   \u001b[39m | \u001b[39m197.9    \u001b[39m | \u001b[39m0.2022   \u001b[39m | \u001b[39m13.11    \u001b[39m | \u001b[39m76.57    \u001b[39m | \u001b[39m7.134    \u001b[39m | \u001b[39m87.48    \u001b[39m | \u001b[39m87.81    \u001b[39m | \u001b[39m14.45    \u001b[39m | \u001b[39m0.164    \u001b[39m | \u001b[39m0.6731   \u001b[39m | \u001b[39m2.124    \u001b[39m | \u001b[39m11.85    \u001b[39m | \u001b[39m2.171    \u001b[39m | \u001b[39m91.92    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:51,201 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.8021, R²: 0.5154\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m451      \u001b[39m | \u001b[39m-0.8021  \u001b[39m | \u001b[39m6.636e+04\u001b[39m | \u001b[39m14.34    \u001b[39m | \u001b[39m0.07213  \u001b[39m | \u001b[39m0.3888   \u001b[39m | \u001b[39m2.769    \u001b[39m | \u001b[39m4.009    \u001b[39m | \u001b[39m2.594    \u001b[39m | \u001b[39m42.74    \u001b[39m | \u001b[39m4.717    \u001b[39m | \u001b[39m46.66    \u001b[39m | \u001b[39m5.423    \u001b[39m | \u001b[39m3.939    \u001b[39m | \u001b[39m23.02    \u001b[39m | \u001b[39m15.32    \u001b[39m | \u001b[39m23.01    \u001b[39m | \u001b[39m7.907    \u001b[39m | \u001b[39m0.768    \u001b[39m | \u001b[39m0.3658   \u001b[39m | \u001b[39m15.5     \u001b[39m | \u001b[39m25.97    \u001b[39m | \u001b[39m0.191    \u001b[39m | \u001b[39m0.907    \u001b[39m | \u001b[39m0.2288   \u001b[39m | \u001b[39m130.7    \u001b[39m | \u001b[39m0.4324   \u001b[39m | \u001b[39m92.99    \u001b[39m | \u001b[39m37.94    \u001b[39m | \u001b[39m6.488    \u001b[39m | \u001b[39m86.58    \u001b[39m | \u001b[39m83.74    \u001b[39m | \u001b[39m13.55    \u001b[39m | \u001b[39m0.2625   \u001b[39m | \u001b[39m0.2845   \u001b[39m | \u001b[39m1.735    \u001b[39m | \u001b[39m10.06    \u001b[39m | \u001b[39m1.751    \u001b[39m | \u001b[39m27.39    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:51,803 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.8648, R²: 0.4367\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m452      \u001b[39m | \u001b[39m-0.8648  \u001b[39m | \u001b[39m6.918e+04\u001b[39m | \u001b[39m12.38    \u001b[39m | \u001b[39m0.2972   \u001b[39m | \u001b[39m0.09746  \u001b[39m | \u001b[39m1.533    \u001b[39m | \u001b[39m2.653    \u001b[39m | \u001b[39m2.578    \u001b[39m | \u001b[39m53.84    \u001b[39m | \u001b[39m6.3      \u001b[39m | \u001b[39m14.67    \u001b[39m | \u001b[39m0.9104   \u001b[39m | \u001b[39m0.07344  \u001b[39m | \u001b[39m30.29    \u001b[39m | \u001b[39m29.16    \u001b[39m | \u001b[39m29.28    \u001b[39m | \u001b[39m10.47    \u001b[39m | \u001b[39m0.7046   \u001b[39m | \u001b[39m0.2366   \u001b[39m | \u001b[39m57.09    \u001b[39m | \u001b[39m26.39    \u001b[39m | \u001b[39m0.5157   \u001b[39m | \u001b[39m0.5683   \u001b[39m | \u001b[39m0.1988   \u001b[39m | \u001b[39m181.8    \u001b[39m | \u001b[39m0.168    \u001b[39m | \u001b[39m55.51    \u001b[39m | \u001b[39m66.76    \u001b[39m | \u001b[39m18.13    \u001b[39m | \u001b[39m83.14    \u001b[39m | \u001b[39m90.06    \u001b[39m | \u001b[39m23.69    \u001b[39m | \u001b[39m0.1722   \u001b[39m | \u001b[39m0.8409   \u001b[39m | \u001b[39m0.939    \u001b[39m | \u001b[39m7.869    \u001b[39m | \u001b[39m4.808    \u001b[39m | \u001b[39m34.02    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:52,342 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.2713, R²: 0.9446\n"
     ]
    },
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      "| \u001b[39m453      \u001b[39m | \u001b[39m-0.2713  \u001b[39m | \u001b[39m6.077e+04\u001b[39m | \u001b[39m41.89    \u001b[39m | \u001b[39m0.2568   \u001b[39m | \u001b[39m0.5197   \u001b[39m | \u001b[39m2.159    \u001b[39m | \u001b[39m3.68     \u001b[39m | \u001b[39m1.168    \u001b[39m | \u001b[39m70.19    \u001b[39m | \u001b[39m3.208    \u001b[39m | \u001b[39m32.83    \u001b[39m | \u001b[39m1.634    \u001b[39m | \u001b[39m3.147    \u001b[39m | \u001b[39m42.46    \u001b[39m | \u001b[39m8.46     \u001b[39m | \u001b[39m17.51    \u001b[39m | \u001b[39m8.97     \u001b[39m | \u001b[39m0.872    \u001b[39m | \u001b[39m0.3635   \u001b[39m | \u001b[39m49.66    \u001b[39m | \u001b[39m21.14    \u001b[39m | \u001b[39m0.4541   \u001b[39m | \u001b[39m0.8234   \u001b[39m | \u001b[39m0.6857   \u001b[39m | \u001b[39m14.86    \u001b[39m | \u001b[39m0.9642   \u001b[39m | \u001b[39m136.7    \u001b[39m | \u001b[39m45.35    \u001b[39m | \u001b[39m15.3     \u001b[39m | \u001b[39m81.13    \u001b[39m | \u001b[39m88.23    \u001b[39m | \u001b[39m19.98    \u001b[39m | \u001b[39m0.3656   \u001b[39m | \u001b[39m0.608    \u001b[39m | \u001b[39m0.2443   \u001b[39m | \u001b[39m8.589    \u001b[39m | \u001b[39m3.91     \u001b[39m | \u001b[39m56.62    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:41:53,460 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.9004, R²: 0.3893\n"
     ]
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      "| \u001b[39m454      \u001b[39m | \u001b[39m-0.9004  \u001b[39m | \u001b[39m5.415e+04\u001b[39m | \u001b[39m14.61    \u001b[39m | \u001b[39m0.2517   \u001b[39m | \u001b[39m0.2596   \u001b[39m | \u001b[39m3.987    \u001b[39m | \u001b[39m3.936    \u001b[39m | \u001b[39m0.7637   \u001b[39m | \u001b[39m12.03    \u001b[39m | \u001b[39m3.667    \u001b[39m | \u001b[39m48.42    \u001b[39m | \u001b[39m8.872    \u001b[39m | \u001b[39m1.991    \u001b[39m | \u001b[39m7.823    \u001b[39m | \u001b[39m18.46    \u001b[39m | \u001b[39m16.18    \u001b[39m | \u001b[39m8.128    \u001b[39m | \u001b[39m0.6863   \u001b[39m | \u001b[39m0.378    \u001b[39m | \u001b[39m75.48    \u001b[39m | \u001b[39m26.29    \u001b[39m | \u001b[39m0.8709   \u001b[39m | \u001b[39m0.8437   \u001b[39m | \u001b[39m0.3617   \u001b[39m | \u001b[39m194.2    \u001b[39m | \u001b[39m0.03497  \u001b[39m | \u001b[39m152.8    \u001b[39m | \u001b[39m93.96    \u001b[39m | \u001b[39m12.24    \u001b[39m | \u001b[39m93.54    \u001b[39m | \u001b[39m85.09    \u001b[39m | \u001b[39m19.6     \u001b[39m | \u001b[39m0.9525   \u001b[39m | \u001b[39m0.9157   \u001b[39m | \u001b[39m0.9649   \u001b[39m | \u001b[39m11.38    \u001b[39m | \u001b[39m2.754    \u001b[39m | \u001b[39m12.29    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:41:54,854 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.8557, R²: 0.4485\n"
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      "| \u001b[39m455      \u001b[39m | \u001b[39m-0.8557  \u001b[39m | \u001b[39m9.172e+03\u001b[39m | \u001b[39m19.53    \u001b[39m | \u001b[39m0.02107  \u001b[39m | \u001b[39m0.9425   \u001b[39m | \u001b[39m3.367    \u001b[39m | \u001b[39m3.162    \u001b[39m | \u001b[39m0.5686   \u001b[39m | \u001b[39m87.24    \u001b[39m | \u001b[39m3.541    \u001b[39m | \u001b[39m24.48    \u001b[39m | \u001b[39m8.275    \u001b[39m | \u001b[39m0.7577   \u001b[39m | \u001b[39m49.07    \u001b[39m | \u001b[39m13.59    \u001b[39m | \u001b[39m18.01    \u001b[39m | \u001b[39m12.7     \u001b[39m | \u001b[39m0.6554   \u001b[39m | \u001b[39m0.2486   \u001b[39m | \u001b[39m79.35    \u001b[39m | \u001b[39m6.332    \u001b[39m | \u001b[39m0.2379   \u001b[39m | \u001b[39m0.2789   \u001b[39m | \u001b[39m0.3784   \u001b[39m | \u001b[39m21.4     \u001b[39m | \u001b[39m0.2445   \u001b[39m | \u001b[39m199.7    \u001b[39m | \u001b[39m87.63    \u001b[39m | \u001b[39m10.02    \u001b[39m | \u001b[39m81.28    \u001b[39m | \u001b[39m75.88    \u001b[39m | \u001b[39m20.56    \u001b[39m | \u001b[39m0.5396   \u001b[39m | \u001b[39m0.1939   \u001b[39m | \u001b[39m2.334    \u001b[39m | \u001b[39m9.447    \u001b[39m | \u001b[39m3.781    \u001b[39m | \u001b[39m87.47    \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:55,404 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4171, R²: 0.8690\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m456      \u001b[39m | \u001b[39m-0.4171  \u001b[39m | \u001b[39m3.609e+04\u001b[39m | \u001b[39m34.96    \u001b[39m | \u001b[39m0.06857  \u001b[39m | \u001b[39m0.1334   \u001b[39m | \u001b[39m1.7      \u001b[39m | \u001b[39m4.269    \u001b[39m | \u001b[39m1.731    \u001b[39m | \u001b[39m9.53     \u001b[39m | \u001b[39m1.531    \u001b[39m | \u001b[39m39.88    \u001b[39m | \u001b[39m6.548    \u001b[39m | \u001b[39m2.294    \u001b[39m | \u001b[39m27.19    \u001b[39m | \u001b[39m25.62    \u001b[39m | \u001b[39m21.6     \u001b[39m | \u001b[39m9.103    \u001b[39m | \u001b[39m0.9012   \u001b[39m | \u001b[39m0.1511   \u001b[39m | \u001b[39m40.46    \u001b[39m | \u001b[39m22.99    \u001b[39m | \u001b[39m0.8772   \u001b[39m | \u001b[39m0.7595   \u001b[39m | \u001b[39m0.7013   \u001b[39m | \u001b[39m36.25    \u001b[39m | \u001b[39m0.4824   \u001b[39m | \u001b[39m56.03    \u001b[39m | \u001b[39m66.05    \u001b[39m | \u001b[39m10.38    \u001b[39m | \u001b[39m90.97    \u001b[39m | \u001b[39m79.79    \u001b[39m | \u001b[39m19.03    \u001b[39m | \u001b[39m0.726    \u001b[39m | \u001b[39m0.03324  \u001b[39m | \u001b[39m2.922    \u001b[39m | \u001b[39m8.192    \u001b[39m | \u001b[39m4.588    \u001b[39m | \u001b[39m96.41    \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:56,753 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.1694, R²: 0.9784\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m457      \u001b[39m | \u001b[39m-0.1694  \u001b[39m | \u001b[39m4.842e+04\u001b[39m | \u001b[39m15.19    \u001b[39m | \u001b[39m0.05353  \u001b[39m | \u001b[39m0.5116   \u001b[39m | \u001b[39m3.477    \u001b[39m | \u001b[39m1.093    \u001b[39m | \u001b[39m2.902    \u001b[39m | \u001b[39m73.11    \u001b[39m | \u001b[39m8.894    \u001b[39m | \u001b[39m5.86     \u001b[39m | \u001b[39m0.9557   \u001b[39m | \u001b[39m2.635    \u001b[39m | \u001b[39m44.58    \u001b[39m | \u001b[39m7.691    \u001b[39m | \u001b[39m14.34    \u001b[39m | \u001b[39m12.02    \u001b[39m | \u001b[39m0.7478   \u001b[39m | \u001b[39m0.08302  \u001b[39m | \u001b[39m83.73    \u001b[39m | \u001b[39m10.64    \u001b[39m | \u001b[39m0.8916   \u001b[39m | \u001b[39m0.7839   \u001b[39m | \u001b[39m0.5917   \u001b[39m | \u001b[39m199.5    \u001b[39m | \u001b[39m0.713    \u001b[39m | \u001b[39m35.06    \u001b[39m | \u001b[39m14.98    \u001b[39m | \u001b[39m10.85    \u001b[39m | \u001b[39m94.53    \u001b[39m | \u001b[39m78.67    \u001b[39m | \u001b[39m19.86    \u001b[39m | \u001b[39m0.9687   \u001b[39m | \u001b[39m0.3777   \u001b[39m | \u001b[39m0.3803   \u001b[39m | \u001b[39m7.458    \u001b[39m | \u001b[39m1.08     \u001b[39m | \u001b[39m58.18    \u001b[39m |\n"
     ]
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      "2025-04-09 17:41:58,066 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4329, R²: 0.8589\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m458      \u001b[39m | \u001b[39m-0.4329  \u001b[39m | \u001b[39m4.595e+03\u001b[39m | \u001b[39m16.79    \u001b[39m | \u001b[39m0.05787  \u001b[39m | \u001b[39m0.3657   \u001b[39m | \u001b[39m4.958    \u001b[39m | \u001b[39m2.987    \u001b[39m | \u001b[39m1.531    \u001b[39m | \u001b[39m87.34    \u001b[39m | \u001b[39m4.606    \u001b[39m | \u001b[39m15.54    \u001b[39m | \u001b[39m7.791    \u001b[39m | \u001b[39m0.5622   \u001b[39m | \u001b[39m47.55    \u001b[39m | \u001b[39m26.99    \u001b[39m | \u001b[39m20.84    \u001b[39m | \u001b[39m7.313    \u001b[39m | \u001b[39m0.7624   \u001b[39m | \u001b[39m0.2927   \u001b[39m | \u001b[39m58.16    \u001b[39m | \u001b[39m23.0     \u001b[39m | \u001b[39m0.5146   \u001b[39m | \u001b[39m0.5884   \u001b[39m | \u001b[39m0.04081  \u001b[39m | \u001b[39m10.39    \u001b[39m | \u001b[39m0.8714   \u001b[39m | \u001b[39m15.08    \u001b[39m | \u001b[39m80.16    \u001b[39m | \u001b[39m15.44    \u001b[39m | \u001b[39m85.45    \u001b[39m | \u001b[39m87.35    \u001b[39m | \u001b[39m18.93    \u001b[39m | \u001b[39m0.1404   \u001b[39m | \u001b[39m0.01879  \u001b[39m | \u001b[39m2.845    \u001b[39m | \u001b[39m9.324    \u001b[39m | \u001b[39m2.917    \u001b[39m | \u001b[39m31.42    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:41:59,292 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.0442, R²: 0.1788\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m459      \u001b[39m | \u001b[39m-1.044   \u001b[39m | \u001b[39m4.086e+04\u001b[39m | \u001b[39m26.41    \u001b[39m | \u001b[39m0.2944   \u001b[39m | \u001b[39m0.355    \u001b[39m | \u001b[39m1.018    \u001b[39m | \u001b[39m1.683    \u001b[39m | \u001b[39m1.657    \u001b[39m | \u001b[39m83.27    \u001b[39m | \u001b[39m8.547    \u001b[39m | \u001b[39m21.51    \u001b[39m | \u001b[39m7.684    \u001b[39m | \u001b[39m3.818    \u001b[39m | \u001b[39m43.25    \u001b[39m | \u001b[39m18.15    \u001b[39m | \u001b[39m22.2     \u001b[39m | \u001b[39m10.75    \u001b[39m | \u001b[39m0.9046   \u001b[39m | \u001b[39m0.1625   \u001b[39m | \u001b[39m76.47    \u001b[39m | \u001b[39m22.33    \u001b[39m | \u001b[39m0.9037   \u001b[39m | \u001b[39m0.8329   \u001b[39m | \u001b[39m0.8091   \u001b[39m | \u001b[39m188.2    \u001b[39m | \u001b[39m0.3531   \u001b[39m | \u001b[39m198.6    \u001b[39m | \u001b[39m3.84     \u001b[39m | \u001b[39m13.95    \u001b[39m | \u001b[39m81.95    \u001b[39m | \u001b[39m92.4     \u001b[39m | \u001b[39m11.89    \u001b[39m | \u001b[39m0.1289   \u001b[39m | \u001b[39m0.6976   \u001b[39m | \u001b[39m1.792    \u001b[39m | \u001b[39m7.599    \u001b[39m | \u001b[39m4.674    \u001b[39m | \u001b[39m94.37    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:00,552 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0725, R²: 0.9960\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m460      \u001b[39m | \u001b[39m-0.07248 \u001b[39m | \u001b[39m9.589e+04\u001b[39m | \u001b[39m38.07    \u001b[39m | \u001b[39m0.1222   \u001b[39m | \u001b[39m0.7004   \u001b[39m | \u001b[39m4.635    \u001b[39m | \u001b[39m4.793    \u001b[39m | \u001b[39m1.079    \u001b[39m | \u001b[39m25.61    \u001b[39m | \u001b[39m6.407    \u001b[39m | \u001b[39m31.09    \u001b[39m | \u001b[39m8.516    \u001b[39m | \u001b[39m3.674    \u001b[39m | \u001b[39m34.3     \u001b[39m | \u001b[39m17.67    \u001b[39m | \u001b[39m9.767    \u001b[39m | \u001b[39m10.72    \u001b[39m | \u001b[39m0.88     \u001b[39m | \u001b[39m0.3156   \u001b[39m | \u001b[39m31.85    \u001b[39m | \u001b[39m21.48    \u001b[39m | \u001b[39m0.8301   \u001b[39m | \u001b[39m0.09705  \u001b[39m | \u001b[39m0.2197   \u001b[39m | \u001b[39m37.83    \u001b[39m | \u001b[39m0.9072   \u001b[39m | \u001b[39m18.0     \u001b[39m | \u001b[39m8.951    \u001b[39m | \u001b[39m16.52    \u001b[39m | \u001b[39m83.26    \u001b[39m | \u001b[39m94.49    \u001b[39m | \u001b[39m11.01    \u001b[39m | \u001b[39m0.2763   \u001b[39m | \u001b[39m0.419    \u001b[39m | \u001b[39m0.6623   \u001b[39m | \u001b[39m12.69    \u001b[39m | \u001b[39m2.958    \u001b[39m | \u001b[39m77.17    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:01,931 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.2792, R²: 0.9413\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m461      \u001b[39m | \u001b[39m-0.2792  \u001b[39m | \u001b[39m4.383e+04\u001b[39m | \u001b[39m47.73    \u001b[39m | \u001b[39m0.09463  \u001b[39m | \u001b[39m0.4274   \u001b[39m | \u001b[39m3.244    \u001b[39m | \u001b[39m4.389    \u001b[39m | \u001b[39m0.8631   \u001b[39m | \u001b[39m21.91    \u001b[39m | \u001b[39m7.895    \u001b[39m | \u001b[39m41.9     \u001b[39m | \u001b[39m3.613    \u001b[39m | \u001b[39m0.05229  \u001b[39m | \u001b[39m23.36    \u001b[39m | \u001b[39m27.83    \u001b[39m | \u001b[39m22.25    \u001b[39m | \u001b[39m9.669    \u001b[39m | \u001b[39m0.752    \u001b[39m | \u001b[39m0.02374  \u001b[39m | \u001b[39m37.57    \u001b[39m | \u001b[39m4.394    \u001b[39m | \u001b[39m0.5533   \u001b[39m | \u001b[39m0.1294   \u001b[39m | \u001b[39m0.3105   \u001b[39m | \u001b[39m32.55    \u001b[39m | \u001b[39m0.7804   \u001b[39m | \u001b[39m195.7    \u001b[39m | \u001b[39m29.87    \u001b[39m | \u001b[39m6.434    \u001b[39m | \u001b[39m91.85    \u001b[39m | \u001b[39m83.72    \u001b[39m | \u001b[39m24.22    \u001b[39m | \u001b[39m0.8747   \u001b[39m | \u001b[39m0.5753   \u001b[39m | \u001b[39m1.499    \u001b[39m | \u001b[39m11.96    \u001b[39m | \u001b[39m2.884    \u001b[39m | \u001b[39m10.4     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:02,473 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2258, R²: 0.9616\n"
     ]
    },
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      "| \u001b[39m462      \u001b[39m | \u001b[39m-0.2258  \u001b[39m | \u001b[39m9.307e+04\u001b[39m | \u001b[39m39.82    \u001b[39m | \u001b[39m0.1816   \u001b[39m | \u001b[39m0.5743   \u001b[39m | \u001b[39m1.195    \u001b[39m | \u001b[39m3.839    \u001b[39m | \u001b[39m0.1666   \u001b[39m | \u001b[39m49.43    \u001b[39m | \u001b[39m1.77     \u001b[39m | \u001b[39m37.13    \u001b[39m | \u001b[39m8.502    \u001b[39m | \u001b[39m1.297    \u001b[39m | \u001b[39m14.81    \u001b[39m | \u001b[39m23.17    \u001b[39m | \u001b[39m17.42    \u001b[39m | \u001b[39m7.48     \u001b[39m | \u001b[39m0.6142   \u001b[39m | \u001b[39m0.1195   \u001b[39m | \u001b[39m31.3     \u001b[39m | \u001b[39m35.58    \u001b[39m | \u001b[39m0.9452   \u001b[39m | \u001b[39m0.573    \u001b[39m | \u001b[39m0.4638   \u001b[39m | \u001b[39m160.7    \u001b[39m | \u001b[39m0.167    \u001b[39m | \u001b[39m70.27    \u001b[39m | \u001b[39m9.302    \u001b[39m | \u001b[39m19.8     \u001b[39m | \u001b[39m89.08    \u001b[39m | \u001b[39m79.08    \u001b[39m | \u001b[39m18.14    \u001b[39m | \u001b[39m0.3724   \u001b[39m | \u001b[39m0.7949   \u001b[39m | \u001b[39m1.396    \u001b[39m | \u001b[39m8.698    \u001b[39m | \u001b[39m4.697    \u001b[39m | \u001b[39m38.02    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:42:04,212 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1500, R²: 0.0038\n"
     ]
    },
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      "| \u001b[39m463      \u001b[39m | \u001b[39m-1.15    \u001b[39m | \u001b[39m9.3e+04  \u001b[39m | \u001b[39m36.45    \u001b[39m | \u001b[39m0.2037   \u001b[39m | \u001b[39m0.4502   \u001b[39m | \u001b[39m2.633    \u001b[39m | \u001b[39m3.259    \u001b[39m | \u001b[39m1.308    \u001b[39m | \u001b[39m93.65    \u001b[39m | \u001b[39m1.862    \u001b[39m | \u001b[39m6.467    \u001b[39m | \u001b[39m8.295    \u001b[39m | \u001b[39m0.6568   \u001b[39m | \u001b[39m16.01    \u001b[39m | \u001b[39m7.381    \u001b[39m | \u001b[39m11.74    \u001b[39m | \u001b[39m8.641    \u001b[39m | \u001b[39m0.7599   \u001b[39m | \u001b[39m0.04119  \u001b[39m | \u001b[39m20.79    \u001b[39m | \u001b[39m22.16    \u001b[39m | \u001b[39m0.07129  \u001b[39m | \u001b[39m0.525    \u001b[39m | \u001b[39m0.156    \u001b[39m | \u001b[39m123.3    \u001b[39m | \u001b[39m0.1036   \u001b[39m | \u001b[39m127.0    \u001b[39m | \u001b[39m53.57    \u001b[39m | \u001b[39m18.96    \u001b[39m | \u001b[39m93.51    \u001b[39m | \u001b[39m85.04    \u001b[39m | \u001b[39m6.415    \u001b[39m | \u001b[39m0.0383   \u001b[39m | \u001b[39m0.8896   \u001b[39m | \u001b[39m2.495    \u001b[39m | \u001b[39m8.313    \u001b[39m | \u001b[39m2.316    \u001b[39m | \u001b[39m33.55    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:42:04,760 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 0.7942, R²: 0.5248\n"
     ]
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      "| \u001b[39m464      \u001b[39m | \u001b[39m-0.7942  \u001b[39m | \u001b[39m3.108e+03\u001b[39m | \u001b[39m17.01    \u001b[39m | \u001b[39m0.05021  \u001b[39m | \u001b[39m0.3985   \u001b[39m | \u001b[39m4.848    \u001b[39m | \u001b[39m2.542    \u001b[39m | \u001b[39m1.0      \u001b[39m | \u001b[39m72.78    \u001b[39m | \u001b[39m3.217    \u001b[39m | \u001b[39m20.73    \u001b[39m | \u001b[39m1.962    \u001b[39m | \u001b[39m2.947    \u001b[39m | \u001b[39m4.389    \u001b[39m | \u001b[39m12.69    \u001b[39m | \u001b[39m5.869    \u001b[39m | \u001b[39m9.764    \u001b[39m | \u001b[39m0.9757   \u001b[39m | \u001b[39m0.3553   \u001b[39m | \u001b[39m60.71    \u001b[39m | \u001b[39m20.05    \u001b[39m | \u001b[39m0.9201   \u001b[39m | \u001b[39m0.8021   \u001b[39m | \u001b[39m0.7492   \u001b[39m | \u001b[39m110.8    \u001b[39m | \u001b[39m0.9417   \u001b[39m | \u001b[39m171.0    \u001b[39m | \u001b[39m31.18    \u001b[39m | \u001b[39m11.46    \u001b[39m | \u001b[39m81.98    \u001b[39m | \u001b[39m85.45    \u001b[39m | \u001b[39m17.19    \u001b[39m | \u001b[39m0.5653   \u001b[39m | \u001b[39m0.4339   \u001b[39m | \u001b[39m0.4198   \u001b[39m | \u001b[39m7.834    \u001b[39m | \u001b[39m3.985    \u001b[39m | \u001b[39m5.314    \u001b[39m |\n"
     ]
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      "2025-04-09 17:42:05,492 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.1932, R²: 0.9719\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m465      \u001b[39m | \u001b[39m-0.1932  \u001b[39m | \u001b[39m3.184e+04\u001b[39m | \u001b[39m38.66    \u001b[39m | \u001b[39m0.1169   \u001b[39m | \u001b[39m0.8874   \u001b[39m | \u001b[39m2.059    \u001b[39m | \u001b[39m3.72     \u001b[39m | \u001b[39m0.1738   \u001b[39m | \u001b[39m14.84    \u001b[39m | \u001b[39m4.578    \u001b[39m | \u001b[39m36.51    \u001b[39m | \u001b[39m5.703    \u001b[39m | \u001b[39m1.098    \u001b[39m | \u001b[39m6.522    \u001b[39m | \u001b[39m10.28    \u001b[39m | \u001b[39m5.796    \u001b[39m | \u001b[39m7.973    \u001b[39m | \u001b[39m0.9348   \u001b[39m | \u001b[39m0.06466  \u001b[39m | \u001b[39m38.3     \u001b[39m | \u001b[39m23.34    \u001b[39m | \u001b[39m0.9552   \u001b[39m | \u001b[39m0.3531   \u001b[39m | \u001b[39m0.1756   \u001b[39m | \u001b[39m65.12    \u001b[39m | \u001b[39m0.05429  \u001b[39m | \u001b[39m82.74    \u001b[39m | \u001b[39m77.62    \u001b[39m | \u001b[39m10.26    \u001b[39m | \u001b[39m92.68    \u001b[39m | \u001b[39m86.36    \u001b[39m | \u001b[39m17.82    \u001b[39m | \u001b[39m0.7926   \u001b[39m | \u001b[39m0.4819   \u001b[39m | \u001b[39m1.895    \u001b[39m | \u001b[39m10.93    \u001b[39m | \u001b[39m1.7      \u001b[39m | \u001b[39m91.33    \u001b[39m |\n"
     ]
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      "2025-04-09 17:42:07,313 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.3238, R²: 0.9210\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m466      \u001b[39m | \u001b[39m-0.3238  \u001b[39m | \u001b[39m9.299e+04\u001b[39m | \u001b[39m28.4     \u001b[39m | \u001b[39m0.08466  \u001b[39m | \u001b[39m0.2845   \u001b[39m | \u001b[39m3.215    \u001b[39m | \u001b[39m2.888    \u001b[39m | \u001b[39m1.384    \u001b[39m | \u001b[39m92.22    \u001b[39m | \u001b[39m6.462    \u001b[39m | \u001b[39m48.79    \u001b[39m | \u001b[39m7.638    \u001b[39m | \u001b[39m3.007    \u001b[39m | \u001b[39m5.171    \u001b[39m | \u001b[39m26.05    \u001b[39m | \u001b[39m28.69    \u001b[39m | \u001b[39m11.97    \u001b[39m | \u001b[39m0.9134   \u001b[39m | \u001b[39m0.2803   \u001b[39m | \u001b[39m39.73    \u001b[39m | \u001b[39m23.07    \u001b[39m | \u001b[39m0.3015   \u001b[39m | \u001b[39m0.2617   \u001b[39m | \u001b[39m0.1127   \u001b[39m | \u001b[39m104.8    \u001b[39m | \u001b[39m0.2573   \u001b[39m | \u001b[39m11.74    \u001b[39m | \u001b[39m18.25    \u001b[39m | \u001b[39m14.18    \u001b[39m | \u001b[39m84.3     \u001b[39m | \u001b[39m79.38    \u001b[39m | \u001b[39m24.23    \u001b[39m | \u001b[39m0.9529   \u001b[39m | \u001b[39m0.7151   \u001b[39m | \u001b[39m2.824    \u001b[39m | \u001b[39m11.32    \u001b[39m | \u001b[39m1.884    \u001b[39m | \u001b[39m44.22    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:42:08,005 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2040, R²: 0.9686\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m467      \u001b[39m | \u001b[39m-0.204   \u001b[39m | \u001b[39m6.082e+04\u001b[39m | \u001b[39m30.88    \u001b[39m | \u001b[39m0.2618   \u001b[39m | \u001b[39m0.9181   \u001b[39m | \u001b[39m1.395    \u001b[39m | \u001b[39m2.345    \u001b[39m | \u001b[39m0.1279   \u001b[39m | \u001b[39m3.463    \u001b[39m | \u001b[39m9.473    \u001b[39m | \u001b[39m15.86    \u001b[39m | \u001b[39m7.103    \u001b[39m | \u001b[39m1.649    \u001b[39m | \u001b[39m2.189    \u001b[39m | \u001b[39m19.41    \u001b[39m | \u001b[39m27.82    \u001b[39m | \u001b[39m10.61    \u001b[39m | \u001b[39m0.7018   \u001b[39m | \u001b[39m0.2959   \u001b[39m | \u001b[39m89.33    \u001b[39m | \u001b[39m10.51    \u001b[39m | \u001b[39m0.6309   \u001b[39m | \u001b[39m0.1733   \u001b[39m | \u001b[39m0.2836   \u001b[39m | \u001b[39m86.08    \u001b[39m | \u001b[39m0.1149   \u001b[39m | \u001b[39m23.29    \u001b[39m | \u001b[39m32.85    \u001b[39m | \u001b[39m19.37    \u001b[39m | \u001b[39m90.08    \u001b[39m | \u001b[39m77.54    \u001b[39m | \u001b[39m18.36    \u001b[39m | \u001b[39m0.8912   \u001b[39m | \u001b[39m0.3498   \u001b[39m | \u001b[39m1.685    \u001b[39m | \u001b[39m7.441    \u001b[39m | \u001b[39m2.002    \u001b[39m | \u001b[39m17.03    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:08,521 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1547, R²: -0.0043\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m468      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m6.647e+04\u001b[39m | \u001b[39m42.49    \u001b[39m | \u001b[39m0.1921   \u001b[39m | \u001b[39m0.2101   \u001b[39m | \u001b[39m3.721    \u001b[39m | \u001b[39m1.664    \u001b[39m | \u001b[39m2.284    \u001b[39m | \u001b[39m63.4     \u001b[39m | \u001b[39m1.805    \u001b[39m | \u001b[39m11.66    \u001b[39m | \u001b[39m9.766    \u001b[39m | \u001b[39m3.693    \u001b[39m | \u001b[39m49.54    \u001b[39m | \u001b[39m20.83    \u001b[39m | \u001b[39m16.59    \u001b[39m | \u001b[39m10.26    \u001b[39m | \u001b[39m0.6561   \u001b[39m | \u001b[39m0.3348   \u001b[39m | \u001b[39m53.5     \u001b[39m | \u001b[39m0.9011   \u001b[39m | \u001b[39m0.91     \u001b[39m | \u001b[39m0.1921   \u001b[39m | \u001b[39m0.553    \u001b[39m | \u001b[39m85.64    \u001b[39m | \u001b[39m0.2619   \u001b[39m | \u001b[39m93.83    \u001b[39m | \u001b[39m80.37    \u001b[39m | \u001b[39m10.31    \u001b[39m | \u001b[39m91.81    \u001b[39m | \u001b[39m82.46    \u001b[39m | \u001b[39m10.7     \u001b[39m | \u001b[39m0.3608   \u001b[39m | \u001b[39m0.3838   \u001b[39m | \u001b[39m1.748    \u001b[39m | \u001b[39m11.18    \u001b[39m | \u001b[39m2.335    \u001b[39m | \u001b[39m29.5     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:09,320 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 1.0557, R²: 0.1604\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m469      \u001b[39m | \u001b[39m-1.056   \u001b[39m | \u001b[39m9.519e+04\u001b[39m | \u001b[39m41.5     \u001b[39m | \u001b[39m0.2281   \u001b[39m | \u001b[39m0.7395   \u001b[39m | \u001b[39m4.268    \u001b[39m | \u001b[39m4.081    \u001b[39m | \u001b[39m0.2703   \u001b[39m | \u001b[39m22.45    \u001b[39m | \u001b[39m7.646    \u001b[39m | \u001b[39m34.7     \u001b[39m | \u001b[39m6.793    \u001b[39m | \u001b[39m0.6963   \u001b[39m | \u001b[39m46.29    \u001b[39m | \u001b[39m14.88    \u001b[39m | \u001b[39m7.751    \u001b[39m | \u001b[39m11.65    \u001b[39m | \u001b[39m0.7219   \u001b[39m | \u001b[39m0.007255 \u001b[39m | \u001b[39m61.01    \u001b[39m | \u001b[39m26.06    \u001b[39m | \u001b[39m0.03798  \u001b[39m | \u001b[39m0.36     \u001b[39m | \u001b[39m0.1223   \u001b[39m | \u001b[39m157.5    \u001b[39m | \u001b[39m0.4825   \u001b[39m | \u001b[39m197.5    \u001b[39m | \u001b[39m66.67    \u001b[39m | \u001b[39m18.75    \u001b[39m | \u001b[39m92.76    \u001b[39m | \u001b[39m91.65    \u001b[39m | \u001b[39m5.896    \u001b[39m | \u001b[39m0.8552   \u001b[39m | \u001b[39m0.6594   \u001b[39m | \u001b[39m0.7262   \u001b[39m | \u001b[39m7.378    \u001b[39m | \u001b[39m4.166    \u001b[39m | \u001b[39m21.15    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:10,616 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2468, R²: 0.9541\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m470      \u001b[39m | \u001b[39m-0.2468  \u001b[39m | \u001b[39m9.295e+04\u001b[39m | \u001b[39m38.6     \u001b[39m | \u001b[39m0.06962  \u001b[39m | \u001b[39m0.5057   \u001b[39m | \u001b[39m4.722    \u001b[39m | \u001b[39m3.109    \u001b[39m | \u001b[39m0.5413   \u001b[39m | \u001b[39m44.63    \u001b[39m | \u001b[39m5.333    \u001b[39m | \u001b[39m25.32    \u001b[39m | \u001b[39m0.983    \u001b[39m | \u001b[39m1.812    \u001b[39m | \u001b[39m8.608    \u001b[39m | \u001b[39m4.572    \u001b[39m | \u001b[39m7.353    \u001b[39m | \u001b[39m8.96     \u001b[39m | \u001b[39m0.7621   \u001b[39m | \u001b[39m0.1774   \u001b[39m | \u001b[39m91.56    \u001b[39m | \u001b[39m7.1      \u001b[39m | \u001b[39m0.6204   \u001b[39m | \u001b[39m0.1875   \u001b[39m | \u001b[39m0.6745   \u001b[39m | \u001b[39m176.0    \u001b[39m | \u001b[39m0.449    \u001b[39m | \u001b[39m74.78    \u001b[39m | \u001b[39m20.02    \u001b[39m | \u001b[39m7.455    \u001b[39m | \u001b[39m91.09    \u001b[39m | \u001b[39m79.78    \u001b[39m | \u001b[39m13.07    \u001b[39m | \u001b[39m0.22     \u001b[39m | \u001b[39m0.2845   \u001b[39m | \u001b[39m0.2967   \u001b[39m | \u001b[39m9.305    \u001b[39m | \u001b[39m4.325    \u001b[39m | \u001b[39m22.35    \u001b[39m |\n"
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    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:11,357 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 1.0014, R²: 0.2447\n"
     ]
    },
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      "| \u001b[39m471      \u001b[39m | \u001b[39m-1.001   \u001b[39m | \u001b[39m8.362e+04\u001b[39m | \u001b[39m19.27    \u001b[39m | \u001b[39m0.08836  \u001b[39m | \u001b[39m0.5676   \u001b[39m | \u001b[39m3.21     \u001b[39m | \u001b[39m1.852    \u001b[39m | \u001b[39m0.8151   \u001b[39m | \u001b[39m76.22    \u001b[39m | \u001b[39m2.14     \u001b[39m | \u001b[39m15.01    \u001b[39m | \u001b[39m4.798    \u001b[39m | \u001b[39m1.425    \u001b[39m | \u001b[39m31.87    \u001b[39m | \u001b[39m21.23    \u001b[39m | \u001b[39m20.66    \u001b[39m | \u001b[39m9.736    \u001b[39m | \u001b[39m0.7947   \u001b[39m | \u001b[39m0.3792   \u001b[39m | \u001b[39m91.66    \u001b[39m | \u001b[39m27.98    \u001b[39m | \u001b[39m0.008483 \u001b[39m | \u001b[39m0.79     \u001b[39m | \u001b[39m0.6501   \u001b[39m | \u001b[39m74.53    \u001b[39m | \u001b[39m0.05097  \u001b[39m | \u001b[39m141.1    \u001b[39m | \u001b[39m58.45    \u001b[39m | \u001b[39m18.71    \u001b[39m | \u001b[39m84.38    \u001b[39m | \u001b[39m81.77    \u001b[39m | \u001b[39m5.948    \u001b[39m | \u001b[39m0.0863   \u001b[39m | \u001b[39m0.2325   \u001b[39m | \u001b[39m0.007232 \u001b[39m | \u001b[39m11.8     \u001b[39m | \u001b[39m4.916    \u001b[39m | \u001b[39m2.89     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:42:13,068 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1463, R²: 0.0103\n"
     ]
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      "| \u001b[39m472      \u001b[39m | \u001b[39m-1.146   \u001b[39m | \u001b[39m9.856e+04\u001b[39m | \u001b[39m25.1     \u001b[39m | \u001b[39m0.09054  \u001b[39m | \u001b[39m0.8314   \u001b[39m | \u001b[39m1.613    \u001b[39m | \u001b[39m2.866    \u001b[39m | \u001b[39m1.647    \u001b[39m | \u001b[39m98.56    \u001b[39m | \u001b[39m7.614    \u001b[39m | \u001b[39m23.93    \u001b[39m | \u001b[39m1.982    \u001b[39m | \u001b[39m2.158    \u001b[39m | \u001b[39m49.37    \u001b[39m | \u001b[39m29.27    \u001b[39m | \u001b[39m23.64    \u001b[39m | \u001b[39m10.12    \u001b[39m | \u001b[39m0.8477   \u001b[39m | \u001b[39m0.3333   \u001b[39m | \u001b[39m70.28    \u001b[39m | \u001b[39m18.76    \u001b[39m | \u001b[39m0.5185   \u001b[39m | \u001b[39m0.473    \u001b[39m | \u001b[39m0.3537   \u001b[39m | \u001b[39m44.33    \u001b[39m | \u001b[39m0.1559   \u001b[39m | \u001b[39m169.7    \u001b[39m | \u001b[39m97.29    \u001b[39m | \u001b[39m7.431    \u001b[39m | \u001b[39m83.28    \u001b[39m | \u001b[39m87.33    \u001b[39m | \u001b[39m8.801    \u001b[39m | \u001b[39m0.9717   \u001b[39m | \u001b[39m0.4442   \u001b[39m | \u001b[39m1.068    \u001b[39m | \u001b[39m10.73    \u001b[39m | \u001b[39m2.689    \u001b[39m | \u001b[39m52.05    \u001b[39m |\n"
     ]
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      "2025-04-09 17:42:13,610 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.0174, R²: 0.2203\n"
     ]
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      "| \u001b[39m473      \u001b[39m | \u001b[39m-1.017   \u001b[39m | \u001b[39m4.104e+04\u001b[39m | \u001b[39m15.17    \u001b[39m | \u001b[39m0.2712   \u001b[39m | \u001b[39m0.3232   \u001b[39m | \u001b[39m2.534    \u001b[39m | \u001b[39m1.107    \u001b[39m | \u001b[39m2.741    \u001b[39m | \u001b[39m14.48    \u001b[39m | \u001b[39m8.739    \u001b[39m | \u001b[39m3.502    \u001b[39m | \u001b[39m4.236    \u001b[39m | \u001b[39m1.844    \u001b[39m | \u001b[39m11.91    \u001b[39m | \u001b[39m23.28    \u001b[39m | \u001b[39m27.97    \u001b[39m | \u001b[39m9.407    \u001b[39m | \u001b[39m0.6669   \u001b[39m | \u001b[39m0.1118   \u001b[39m | \u001b[39m18.01    \u001b[39m | \u001b[39m22.18    \u001b[39m | \u001b[39m0.08166  \u001b[39m | \u001b[39m0.1905   \u001b[39m | \u001b[39m0.4003   \u001b[39m | \u001b[39m187.4    \u001b[39m | \u001b[39m0.9208   \u001b[39m | \u001b[39m77.23    \u001b[39m | \u001b[39m21.32    \u001b[39m | \u001b[39m11.22    \u001b[39m | \u001b[39m82.55    \u001b[39m | \u001b[39m94.27    \u001b[39m | \u001b[39m5.575    \u001b[39m | \u001b[39m0.1985   \u001b[39m | \u001b[39m0.8114   \u001b[39m | \u001b[39m0.5909   \u001b[39m | \u001b[39m11.86    \u001b[39m | \u001b[39m3.021    \u001b[39m | \u001b[39m12.76    \u001b[39m |\n"
     ]
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      "2025-04-09 17:42:14,176 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 0.8221, R²: 0.4909\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m474      \u001b[39m | \u001b[39m-0.8221  \u001b[39m | \u001b[39m9.344e+04\u001b[39m | \u001b[39m25.54    \u001b[39m | \u001b[39m0.1383   \u001b[39m | \u001b[39m0.2617   \u001b[39m | \u001b[39m3.993    \u001b[39m | \u001b[39m4.806    \u001b[39m | \u001b[39m1.885    \u001b[39m | \u001b[39m73.65    \u001b[39m | \u001b[39m7.727    \u001b[39m | \u001b[39m31.9     \u001b[39m | \u001b[39m9.552    \u001b[39m | \u001b[39m1.583    \u001b[39m | \u001b[39m21.49    \u001b[39m | \u001b[39m19.6     \u001b[39m | \u001b[39m17.93    \u001b[39m | \u001b[39m8.593    \u001b[39m | \u001b[39m0.8421   \u001b[39m | \u001b[39m0.2612   \u001b[39m | \u001b[39m87.82    \u001b[39m | \u001b[39m15.66    \u001b[39m | \u001b[39m0.5776   \u001b[39m | \u001b[39m0.5035   \u001b[39m | \u001b[39m0.6654   \u001b[39m | \u001b[39m46.68    \u001b[39m | \u001b[39m0.8343   \u001b[39m | \u001b[39m54.33    \u001b[39m | \u001b[39m45.05    \u001b[39m | \u001b[39m9.09     \u001b[39m | \u001b[39m91.26    \u001b[39m | \u001b[39m85.95    \u001b[39m | \u001b[39m21.38    \u001b[39m | \u001b[39m0.5267   \u001b[39m | \u001b[39m0.9681   \u001b[39m | \u001b[39m0.1742   \u001b[39m | \u001b[39m7.608    \u001b[39m | \u001b[39m2.597    \u001b[39m | \u001b[39m14.6     \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:42:14,878 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1440, R²: 0.0143\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m475      \u001b[39m | \u001b[39m-1.144   \u001b[39m | \u001b[39m7.665e+04\u001b[39m | \u001b[39m45.49    \u001b[39m | \u001b[39m0.08679  \u001b[39m | \u001b[39m0.784    \u001b[39m | \u001b[39m1.297    \u001b[39m | \u001b[39m4.458    \u001b[39m | \u001b[39m2.742    \u001b[39m | \u001b[39m79.14    \u001b[39m | \u001b[39m7.189    \u001b[39m | \u001b[39m3.552    \u001b[39m | \u001b[39m6.642    \u001b[39m | \u001b[39m0.9033   \u001b[39m | \u001b[39m43.04    \u001b[39m | \u001b[39m26.95    \u001b[39m | \u001b[39m14.48    \u001b[39m | \u001b[39m10.04    \u001b[39m | \u001b[39m0.9477   \u001b[39m | \u001b[39m0.1533   \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m9.073    \u001b[39m | \u001b[39m0.5436   \u001b[39m | \u001b[39m0.6316   \u001b[39m | \u001b[39m0.1532   \u001b[39m | \u001b[39m98.91    \u001b[39m | \u001b[39m0.6413   \u001b[39m | \u001b[39m44.7     \u001b[39m | \u001b[39m98.02    \u001b[39m | \u001b[39m8.003    \u001b[39m | \u001b[39m84.09    \u001b[39m | \u001b[39m88.55    \u001b[39m | \u001b[39m23.66    \u001b[39m | \u001b[39m0.07374  \u001b[39m | \u001b[39m0.1736   \u001b[39m | \u001b[39m0.7193   \u001b[39m | \u001b[39m12.58    \u001b[39m | \u001b[39m4.507    \u001b[39m | \u001b[39m97.47    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:42:15,499 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.7546, R²: 0.5711\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m476      \u001b[39m | \u001b[39m-0.7546  \u001b[39m | \u001b[39m8.007e+04\u001b[39m | \u001b[39m39.85    \u001b[39m | \u001b[39m0.2051   \u001b[39m | \u001b[39m0.2836   \u001b[39m | \u001b[39m3.871    \u001b[39m | \u001b[39m2.277    \u001b[39m | \u001b[39m1.804    \u001b[39m | \u001b[39m73.43    \u001b[39m | \u001b[39m1.183    \u001b[39m | \u001b[39m27.72    \u001b[39m | \u001b[39m2.679    \u001b[39m | \u001b[39m2.808    \u001b[39m | \u001b[39m24.3     \u001b[39m | \u001b[39m21.6     \u001b[39m | \u001b[39m14.21    \u001b[39m | \u001b[39m7.649    \u001b[39m | \u001b[39m0.7141   \u001b[39m | \u001b[39m0.2657   \u001b[39m | \u001b[39m32.02    \u001b[39m | \u001b[39m4.796    \u001b[39m | \u001b[39m0.5064   \u001b[39m | \u001b[39m0.8988   \u001b[39m | \u001b[39m0.03467  \u001b[39m | \u001b[39m20.4     \u001b[39m | \u001b[39m0.4318   \u001b[39m | \u001b[39m71.22    \u001b[39m | \u001b[39m24.4     \u001b[39m | \u001b[39m5.678    \u001b[39m | \u001b[39m84.18    \u001b[39m | \u001b[39m93.25    \u001b[39m | \u001b[39m15.84    \u001b[39m | \u001b[39m0.4791   \u001b[39m | \u001b[39m0.4565   \u001b[39m | \u001b[39m1.506    \u001b[39m | \u001b[39m8.065    \u001b[39m | \u001b[39m2.776    \u001b[39m | \u001b[39m25.17    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:17,007 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.8567, R²: 0.4472\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m477      \u001b[39m | \u001b[39m-0.8567  \u001b[39m | \u001b[39m7.09e+04 \u001b[39m | \u001b[39m36.29    \u001b[39m | \u001b[39m0.2831   \u001b[39m | \u001b[39m0.08683  \u001b[39m | \u001b[39m4.648    \u001b[39m | \u001b[39m3.382    \u001b[39m | \u001b[39m1.528    \u001b[39m | \u001b[39m59.07    \u001b[39m | \u001b[39m5.23     \u001b[39m | \u001b[39m14.01    \u001b[39m | \u001b[39m8.905    \u001b[39m | \u001b[39m1.157    \u001b[39m | \u001b[39m42.01    \u001b[39m | \u001b[39m27.06    \u001b[39m | \u001b[39m12.4     \u001b[39m | \u001b[39m9.982    \u001b[39m | \u001b[39m0.7864   \u001b[39m | \u001b[39m0.2949   \u001b[39m | \u001b[39m34.85    \u001b[39m | \u001b[39m25.87    \u001b[39m | \u001b[39m0.8283   \u001b[39m | \u001b[39m0.4509   \u001b[39m | \u001b[39m0.8297   \u001b[39m | \u001b[39m196.2    \u001b[39m | \u001b[39m0.4216   \u001b[39m | \u001b[39m192.3    \u001b[39m | \u001b[39m61.9     \u001b[39m | \u001b[39m8.194    \u001b[39m | \u001b[39m89.95    \u001b[39m | \u001b[39m88.43    \u001b[39m | \u001b[39m16.11    \u001b[39m | \u001b[39m0.5224   \u001b[39m | \u001b[39m0.7627   \u001b[39m | \u001b[39m0.3291   \u001b[39m | \u001b[39m12.49    \u001b[39m | \u001b[39m4.161    \u001b[39m | \u001b[39m28.72    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:17,540 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.8748, R²: 0.4236\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m478      \u001b[39m | \u001b[39m-0.8748  \u001b[39m | \u001b[39m5.469e+04\u001b[39m | \u001b[39m32.23    \u001b[39m | \u001b[39m0.07171  \u001b[39m | \u001b[39m0.1953   \u001b[39m | \u001b[39m1.575    \u001b[39m | \u001b[39m3.745    \u001b[39m | \u001b[39m1.721    \u001b[39m | \u001b[39m14.2     \u001b[39m | \u001b[39m8.85     \u001b[39m | \u001b[39m23.09    \u001b[39m | \u001b[39m0.8166   \u001b[39m | \u001b[39m1.516    \u001b[39m | \u001b[39m6.847    \u001b[39m | \u001b[39m7.77     \u001b[39m | \u001b[39m26.5     \u001b[39m | \u001b[39m9.112    \u001b[39m | \u001b[39m0.9838   \u001b[39m | \u001b[39m0.2713   \u001b[39m | \u001b[39m53.06    \u001b[39m | \u001b[39m1.776    \u001b[39m | \u001b[39m0.08659  \u001b[39m | \u001b[39m0.4381   \u001b[39m | \u001b[39m0.6236   \u001b[39m | \u001b[39m140.3    \u001b[39m | \u001b[39m0.6575   \u001b[39m | \u001b[39m54.88    \u001b[39m | \u001b[39m73.35    \u001b[39m | \u001b[39m12.89    \u001b[39m | \u001b[39m80.43    \u001b[39m | \u001b[39m79.75    \u001b[39m | \u001b[39m22.32    \u001b[39m | \u001b[39m0.5143   \u001b[39m | \u001b[39m0.9647   \u001b[39m | \u001b[39m0.06069  \u001b[39m | \u001b[39m12.01    \u001b[39m | \u001b[39m1.72     \u001b[39m | \u001b[39m94.84    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:18,357 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.2514, R²: 0.9524\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m479      \u001b[39m | \u001b[39m-0.2514  \u001b[39m | \u001b[39m1.979e+04\u001b[39m | \u001b[39m17.6     \u001b[39m | \u001b[39m0.2359   \u001b[39m | \u001b[39m0.8594   \u001b[39m | \u001b[39m2.766    \u001b[39m | \u001b[39m2.612    \u001b[39m | \u001b[39m2.72     \u001b[39m | \u001b[39m29.71    \u001b[39m | \u001b[39m4.345    \u001b[39m | \u001b[39m26.58    \u001b[39m | \u001b[39m6.046    \u001b[39m | \u001b[39m0.9432   \u001b[39m | \u001b[39m31.9     \u001b[39m | \u001b[39m27.14    \u001b[39m | \u001b[39m11.83    \u001b[39m | \u001b[39m8.781    \u001b[39m | \u001b[39m0.7052   \u001b[39m | \u001b[39m0.3252   \u001b[39m | \u001b[39m32.46    \u001b[39m | \u001b[39m12.32    \u001b[39m | \u001b[39m0.5912   \u001b[39m | \u001b[39m0.7502   \u001b[39m | \u001b[39m0.7594   \u001b[39m | \u001b[39m199.3    \u001b[39m | \u001b[39m0.1966   \u001b[39m | \u001b[39m143.8    \u001b[39m | \u001b[39m18.57    \u001b[39m | \u001b[39m19.82    \u001b[39m | \u001b[39m85.07    \u001b[39m | \u001b[39m92.13    \u001b[39m | \u001b[39m9.551    \u001b[39m | \u001b[39m0.6862   \u001b[39m | \u001b[39m0.6999   \u001b[39m | \u001b[39m1.896    \u001b[39m | \u001b[39m11.35    \u001b[39m | \u001b[39m3.001    \u001b[39m | \u001b[39m14.98    \u001b[39m |\n"
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    },
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     "output_type": "stream",
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      "2025-04-09 17:42:20,046 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.1034, R²: 0.9919\n"
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    },
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      "| \u001b[39m480      \u001b[39m | \u001b[39m-0.1034  \u001b[39m | \u001b[39m9.54e+04 \u001b[39m | \u001b[39m29.29    \u001b[39m | \u001b[39m0.2722   \u001b[39m | \u001b[39m0.2593   \u001b[39m | \u001b[39m3.379    \u001b[39m | \u001b[39m2.001    \u001b[39m | \u001b[39m1.219    \u001b[39m | \u001b[39m41.01    \u001b[39m | \u001b[39m9.179    \u001b[39m | \u001b[39m8.925    \u001b[39m | \u001b[39m8.034    \u001b[39m | \u001b[39m2.821    \u001b[39m | \u001b[39m20.52    \u001b[39m | \u001b[39m26.6     \u001b[39m | \u001b[39m26.32    \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m0.7073   \u001b[39m | \u001b[39m0.2644   \u001b[39m | \u001b[39m7.761    \u001b[39m | \u001b[39m10.68    \u001b[39m | \u001b[39m0.6192   \u001b[39m | \u001b[39m0.08389  \u001b[39m | \u001b[39m0.0732   \u001b[39m | \u001b[39m40.39    \u001b[39m | \u001b[39m0.6501   \u001b[39m | \u001b[39m62.73    \u001b[39m | \u001b[39m1.811    \u001b[39m | \u001b[39m9.384    \u001b[39m | \u001b[39m85.24    \u001b[39m | \u001b[39m85.39    \u001b[39m | \u001b[39m14.0     \u001b[39m | \u001b[39m0.4341   \u001b[39m | \u001b[39m0.9935   \u001b[39m | \u001b[39m0.7502   \u001b[39m | \u001b[39m7.909    \u001b[39m | \u001b[39m3.618    \u001b[39m | \u001b[39m98.96    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:42:21,716 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.2057, R²: 0.9681\n"
     ]
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      "| \u001b[39m481      \u001b[39m | \u001b[39m-0.2057  \u001b[39m | \u001b[39m2.058e+04\u001b[39m | \u001b[39m34.06    \u001b[39m | \u001b[39m0.04978  \u001b[39m | \u001b[39m0.8953   \u001b[39m | \u001b[39m4.853    \u001b[39m | \u001b[39m3.97     \u001b[39m | \u001b[39m1.508    \u001b[39m | \u001b[39m27.75    \u001b[39m | \u001b[39m3.727    \u001b[39m | \u001b[39m13.08    \u001b[39m | \u001b[39m6.294    \u001b[39m | \u001b[39m3.436    \u001b[39m | \u001b[39m27.49    \u001b[39m | \u001b[39m23.97    \u001b[39m | \u001b[39m9.918    \u001b[39m | \u001b[39m7.883    \u001b[39m | \u001b[39m0.7216   \u001b[39m | \u001b[39m0.1759   \u001b[39m | \u001b[39m25.25    \u001b[39m | \u001b[39m23.03    \u001b[39m | \u001b[39m0.6576   \u001b[39m | \u001b[39m0.651    \u001b[39m | \u001b[39m0.662    \u001b[39m | \u001b[39m10.11    \u001b[39m | \u001b[39m0.377    \u001b[39m | \u001b[39m197.1    \u001b[39m | \u001b[39m76.62    \u001b[39m | \u001b[39m8.573    \u001b[39m | \u001b[39m88.41    \u001b[39m | \u001b[39m86.11    \u001b[39m | \u001b[39m18.33    \u001b[39m | \u001b[39m0.7167   \u001b[39m | \u001b[39m0.1244   \u001b[39m | \u001b[39m1.927    \u001b[39m | \u001b[39m8.01     \u001b[39m | \u001b[39m1.529    \u001b[39m | \u001b[39m38.57    \u001b[39m |\n"
     ]
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      "2025-04-09 17:42:22,303 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1508, R²: 0.0025\n"
     ]
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      "| \u001b[39m482      \u001b[39m | \u001b[39m-1.151   \u001b[39m | \u001b[39m3.834e+03\u001b[39m | \u001b[39m27.53    \u001b[39m | \u001b[39m0.2256   \u001b[39m | \u001b[39m0.8699   \u001b[39m | \u001b[39m3.083    \u001b[39m | \u001b[39m1.925    \u001b[39m | \u001b[39m1.538    \u001b[39m | \u001b[39m25.71    \u001b[39m | \u001b[39m3.419    \u001b[39m | \u001b[39m30.9     \u001b[39m | \u001b[39m7.888    \u001b[39m | \u001b[39m2.47     \u001b[39m | \u001b[39m11.19    \u001b[39m | \u001b[39m10.29    \u001b[39m | \u001b[39m17.59    \u001b[39m | \u001b[39m12.17    \u001b[39m | \u001b[39m0.795    \u001b[39m | \u001b[39m0.3493   \u001b[39m | \u001b[39m2.19     \u001b[39m | \u001b[39m20.18    \u001b[39m | \u001b[39m0.9326   \u001b[39m | \u001b[39m0.6762   \u001b[39m | \u001b[39m0.5811   \u001b[39m | \u001b[39m165.8    \u001b[39m | \u001b[39m0.8365   \u001b[39m | \u001b[39m150.4    \u001b[39m | \u001b[39m50.82    \u001b[39m | \u001b[39m19.3     \u001b[39m | \u001b[39m94.82    \u001b[39m | \u001b[39m80.85    \u001b[39m | \u001b[39m20.28    \u001b[39m | \u001b[39m0.372    \u001b[39m | \u001b[39m0.3841   \u001b[39m | \u001b[39m2.13     \u001b[39m | \u001b[39m7.048    \u001b[39m | \u001b[39m3.791    \u001b[39m | \u001b[39m95.37    \u001b[39m |\n"
     ]
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      "2025-04-09 17:42:23,064 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1554, R²: -0.0055\n"
     ]
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      "| \u001b[39m483      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m478.1    \u001b[39m | \u001b[39m33.39    \u001b[39m | \u001b[39m0.06789  \u001b[39m | \u001b[39m0.5896   \u001b[39m | \u001b[39m2.771    \u001b[39m | \u001b[39m4.668    \u001b[39m | \u001b[39m2.802    \u001b[39m | \u001b[39m98.69    \u001b[39m | \u001b[39m5.806    \u001b[39m | \u001b[39m4.059    \u001b[39m | \u001b[39m8.785    \u001b[39m | \u001b[39m1.685    \u001b[39m | \u001b[39m44.87    \u001b[39m | \u001b[39m26.26    \u001b[39m | \u001b[39m21.16    \u001b[39m | \u001b[39m12.69    \u001b[39m | \u001b[39m0.9202   \u001b[39m | \u001b[39m0.2368   \u001b[39m | \u001b[39m3.667    \u001b[39m | \u001b[39m16.34    \u001b[39m | \u001b[39m0.2592   \u001b[39m | \u001b[39m0.9938   \u001b[39m | \u001b[39m0.2579   \u001b[39m | \u001b[39m31.2     \u001b[39m | \u001b[39m0.01953  \u001b[39m | \u001b[39m93.45    \u001b[39m | \u001b[39m34.93    \u001b[39m | \u001b[39m6.891    \u001b[39m | \u001b[39m84.0     \u001b[39m | \u001b[39m81.23    \u001b[39m | \u001b[39m9.89     \u001b[39m | \u001b[39m0.3631   \u001b[39m | \u001b[39m0.8549   \u001b[39m | \u001b[39m2.55     \u001b[39m | \u001b[39m9.853    \u001b[39m | \u001b[39m1.988    \u001b[39m | \u001b[39m81.28    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:42:24,918 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2050, R²: 0.9684\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m484      \u001b[39m | \u001b[39m-0.205   \u001b[39m | \u001b[39m9.307e+04\u001b[39m | \u001b[39m42.9     \u001b[39m | \u001b[39m0.0219   \u001b[39m | \u001b[39m0.4702   \u001b[39m | \u001b[39m2.941    \u001b[39m | \u001b[39m1.072    \u001b[39m | \u001b[39m0.4276   \u001b[39m | \u001b[39m13.25    \u001b[39m | \u001b[39m4.915    \u001b[39m | \u001b[39m30.37    \u001b[39m | \u001b[39m5.957    \u001b[39m | \u001b[39m1.459    \u001b[39m | \u001b[39m24.16    \u001b[39m | \u001b[39m23.89    \u001b[39m | \u001b[39m20.84    \u001b[39m | \u001b[39m10.86    \u001b[39m | \u001b[39m0.6158   \u001b[39m | \u001b[39m0.0244   \u001b[39m | \u001b[39m81.53    \u001b[39m | \u001b[39m34.32    \u001b[39m | \u001b[39m0.2199   \u001b[39m | \u001b[39m0.2863   \u001b[39m | \u001b[39m0.8997   \u001b[39m | \u001b[39m56.94    \u001b[39m | \u001b[39m0.01499  \u001b[39m | \u001b[39m163.1    \u001b[39m | \u001b[39m5.602    \u001b[39m | \u001b[39m9.996    \u001b[39m | \u001b[39m94.84    \u001b[39m | \u001b[39m80.79    \u001b[39m | \u001b[39m23.61    \u001b[39m | \u001b[39m0.4606   \u001b[39m | \u001b[39m0.04403  \u001b[39m | \u001b[39m0.01833  \u001b[39m | \u001b[39m11.4     \u001b[39m | \u001b[39m1.535    \u001b[39m | \u001b[39m20.57    \u001b[39m |\n"
     ]
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      "2025-04-09 17:42:26,632 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.8820, R²: 0.4140\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m485      \u001b[39m | \u001b[39m-0.882   \u001b[39m | \u001b[39m4.861e+04\u001b[39m | \u001b[39m18.09    \u001b[39m | \u001b[39m0.2728   \u001b[39m | \u001b[39m0.2022   \u001b[39m | \u001b[39m1.445    \u001b[39m | \u001b[39m2.14     \u001b[39m | \u001b[39m0.9822   \u001b[39m | \u001b[39m15.17    \u001b[39m | \u001b[39m4.139    \u001b[39m | \u001b[39m32.52    \u001b[39m | \u001b[39m8.773    \u001b[39m | \u001b[39m0.1411   \u001b[39m | \u001b[39m18.09    \u001b[39m | \u001b[39m26.34    \u001b[39m | \u001b[39m23.39    \u001b[39m | \u001b[39m7.136    \u001b[39m | \u001b[39m0.6643   \u001b[39m | \u001b[39m0.02914  \u001b[39m | \u001b[39m96.46    \u001b[39m | \u001b[39m2.405    \u001b[39m | \u001b[39m0.9515   \u001b[39m | \u001b[39m0.7779   \u001b[39m | \u001b[39m0.1461   \u001b[39m | \u001b[39m56.34    \u001b[39m | \u001b[39m0.8326   \u001b[39m | \u001b[39m181.1    \u001b[39m | \u001b[39m78.63    \u001b[39m | \u001b[39m10.5     \u001b[39m | \u001b[39m80.0     \u001b[39m | \u001b[39m93.09    \u001b[39m | \u001b[39m11.08    \u001b[39m | \u001b[39m0.5314   \u001b[39m | \u001b[39m0.1344   \u001b[39m | \u001b[39m1.842    \u001b[39m | \u001b[39m12.33    \u001b[39m | \u001b[39m3.234    \u001b[39m | \u001b[39m10.72    \u001b[39m |\n"
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      "2025-04-09 17:42:28,628 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.1977, R²: 0.9706\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m486      \u001b[39m | \u001b[39m-0.1977  \u001b[39m | \u001b[39m8.098e+04\u001b[39m | \u001b[39m16.63    \u001b[39m | \u001b[39m0.2679   \u001b[39m | \u001b[39m0.5363   \u001b[39m | \u001b[39m4.329    \u001b[39m | \u001b[39m1.709    \u001b[39m | \u001b[39m2.349    \u001b[39m | \u001b[39m74.8     \u001b[39m | \u001b[39m5.493    \u001b[39m | \u001b[39m21.24    \u001b[39m | \u001b[39m6.535    \u001b[39m | \u001b[39m3.232    \u001b[39m | \u001b[39m46.95    \u001b[39m | \u001b[39m9.468    \u001b[39m | \u001b[39m12.87    \u001b[39m | \u001b[39m7.341    \u001b[39m | \u001b[39m0.8662   \u001b[39m | \u001b[39m0.04078  \u001b[39m | \u001b[39m99.22    \u001b[39m | \u001b[39m23.46    \u001b[39m | \u001b[39m0.8553   \u001b[39m | \u001b[39m0.2786   \u001b[39m | \u001b[39m0.5127   \u001b[39m | \u001b[39m198.0    \u001b[39m | \u001b[39m0.9348   \u001b[39m | \u001b[39m58.82    \u001b[39m | \u001b[39m55.04    \u001b[39m | \u001b[39m6.651    \u001b[39m | \u001b[39m90.73    \u001b[39m | \u001b[39m94.26    \u001b[39m | \u001b[39m11.25    \u001b[39m | \u001b[39m0.4322   \u001b[39m | \u001b[39m0.4489   \u001b[39m | \u001b[39m2.626    \u001b[39m | \u001b[39m8.909    \u001b[39m | \u001b[39m2.34     \u001b[39m | \u001b[39m6.114    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:42:29,388 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.5868, R²: 0.7406\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m487      \u001b[39m | \u001b[39m-0.5868  \u001b[39m | \u001b[39m8.443e+04\u001b[39m | \u001b[39m15.84    \u001b[39m | \u001b[39m0.2784   \u001b[39m | \u001b[39m0.7784   \u001b[39m | \u001b[39m1.273    \u001b[39m | \u001b[39m3.848    \u001b[39m | \u001b[39m2.696    \u001b[39m | \u001b[39m58.69    \u001b[39m | \u001b[39m3.148    \u001b[39m | \u001b[39m41.13    \u001b[39m | \u001b[39m5.683    \u001b[39m | \u001b[39m1.938    \u001b[39m | \u001b[39m47.19    \u001b[39m | \u001b[39m9.557    \u001b[39m | \u001b[39m27.29    \u001b[39m | \u001b[39m8.408    \u001b[39m | \u001b[39m0.7202   \u001b[39m | \u001b[39m0.2918   \u001b[39m | \u001b[39m22.06    \u001b[39m | \u001b[39m34.68    \u001b[39m | \u001b[39m0.9187   \u001b[39m | \u001b[39m0.5705   \u001b[39m | \u001b[39m0.1047   \u001b[39m | \u001b[39m144.5    \u001b[39m | \u001b[39m0.05966  \u001b[39m | \u001b[39m132.5    \u001b[39m | \u001b[39m37.2     \u001b[39m | \u001b[39m15.53    \u001b[39m | \u001b[39m84.17    \u001b[39m | \u001b[39m75.85    \u001b[39m | \u001b[39m17.77    \u001b[39m | \u001b[39m0.4262   \u001b[39m | \u001b[39m0.6349   \u001b[39m | \u001b[39m0.8263   \u001b[39m | \u001b[39m9.189    \u001b[39m | \u001b[39m3.358    \u001b[39m | \u001b[39m79.23    \u001b[39m |\n"
     ]
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      "2025-04-09 17:42:30,173 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1207, R²: 0.0540\n"
     ]
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      "| \u001b[39m488      \u001b[39m | \u001b[39m-1.121   \u001b[39m | \u001b[39m9.307e+04\u001b[39m | \u001b[39m47.25    \u001b[39m | \u001b[39m0.01774  \u001b[39m | \u001b[39m0.07256  \u001b[39m | \u001b[39m4.201    \u001b[39m | \u001b[39m3.689    \u001b[39m | \u001b[39m2.771    \u001b[39m | \u001b[39m52.44    \u001b[39m | \u001b[39m9.896    \u001b[39m | \u001b[39m38.45    \u001b[39m | \u001b[39m2.808    \u001b[39m | \u001b[39m1.235    \u001b[39m | \u001b[39m5.584    \u001b[39m | \u001b[39m11.48    \u001b[39m | \u001b[39m24.0     \u001b[39m | \u001b[39m8.672    \u001b[39m | \u001b[39m0.7211   \u001b[39m | \u001b[39m0.04999  \u001b[39m | \u001b[39m34.48    \u001b[39m | \u001b[39m19.03    \u001b[39m | \u001b[39m0.195    \u001b[39m | \u001b[39m0.2242   \u001b[39m | \u001b[39m0.4505   \u001b[39m | \u001b[39m173.3    \u001b[39m | \u001b[39m0.4073   \u001b[39m | \u001b[39m60.81    \u001b[39m | \u001b[39m3.119    \u001b[39m | \u001b[39m8.152    \u001b[39m | \u001b[39m84.9     \u001b[39m | \u001b[39m83.46    \u001b[39m | \u001b[39m23.15    \u001b[39m | \u001b[39m0.565    \u001b[39m | \u001b[39m0.631    \u001b[39m | \u001b[39m2.023    \u001b[39m | \u001b[39m11.55    \u001b[39m | \u001b[39m3.537    \u001b[39m | \u001b[39m55.76    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:42:31,001 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.3801, R²: 0.8912\n"
     ]
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      "| \u001b[39m489      \u001b[39m | \u001b[39m-0.3801  \u001b[39m | \u001b[39m4.176e+04\u001b[39m | \u001b[39m39.77    \u001b[39m | \u001b[39m0.2087   \u001b[39m | \u001b[39m0.4971   \u001b[39m | \u001b[39m1.897    \u001b[39m | \u001b[39m4.625    \u001b[39m | \u001b[39m0.4658   \u001b[39m | \u001b[39m36.24    \u001b[39m | \u001b[39m3.131    \u001b[39m | \u001b[39m42.57    \u001b[39m | \u001b[39m9.398    \u001b[39m | \u001b[39m3.372    \u001b[39m | \u001b[39m34.7     \u001b[39m | \u001b[39m2.586    \u001b[39m | \u001b[39m20.94    \u001b[39m | \u001b[39m9.384    \u001b[39m | \u001b[39m0.6913   \u001b[39m | \u001b[39m0.3027   \u001b[39m | \u001b[39m28.8     \u001b[39m | \u001b[39m34.79    \u001b[39m | \u001b[39m0.09732  \u001b[39m | \u001b[39m0.1012   \u001b[39m | \u001b[39m0.8761   \u001b[39m | \u001b[39m82.53    \u001b[39m | \u001b[39m0.3023   \u001b[39m | \u001b[39m100.8    \u001b[39m | \u001b[39m7.097    \u001b[39m | \u001b[39m7.154    \u001b[39m | \u001b[39m91.38    \u001b[39m | \u001b[39m94.58    \u001b[39m | \u001b[39m14.55    \u001b[39m | \u001b[39m0.2188   \u001b[39m | \u001b[39m0.2575   \u001b[39m | \u001b[39m2.459    \u001b[39m | \u001b[39m11.6     \u001b[39m | \u001b[39m2.271    \u001b[39m | \u001b[39m30.69    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:33,532 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 0.9660, R²: 0.2971\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m490      \u001b[39m | \u001b[39m-0.966   \u001b[39m | \u001b[39m7.578e+03\u001b[39m | \u001b[39m42.94    \u001b[39m | \u001b[39m0.1988   \u001b[39m | \u001b[39m0.639    \u001b[39m | \u001b[39m4.619    \u001b[39m | \u001b[39m3.472    \u001b[39m | \u001b[39m1.058    \u001b[39m | \u001b[39m24.89    \u001b[39m | \u001b[39m2.916    \u001b[39m | \u001b[39m13.73    \u001b[39m | \u001b[39m1.404    \u001b[39m | \u001b[39m1.229    \u001b[39m | \u001b[39m29.36    \u001b[39m | \u001b[39m29.7     \u001b[39m | \u001b[39m22.98    \u001b[39m | \u001b[39m7.766    \u001b[39m | \u001b[39m0.9013   \u001b[39m | \u001b[39m0.2825   \u001b[39m | \u001b[39m39.24    \u001b[39m | \u001b[39m15.74    \u001b[39m | \u001b[39m0.2285   \u001b[39m | \u001b[39m0.666    \u001b[39m | \u001b[39m0.2973   \u001b[39m | \u001b[39m22.04    \u001b[39m | \u001b[39m0.4863   \u001b[39m | \u001b[39m46.46    \u001b[39m | \u001b[39m5.814    \u001b[39m | \u001b[39m8.482    \u001b[39m | \u001b[39m91.96    \u001b[39m | \u001b[39m92.88    \u001b[39m | \u001b[39m9.407    \u001b[39m | \u001b[39m0.914    \u001b[39m | \u001b[39m0.403    \u001b[39m | \u001b[39m0.03274  \u001b[39m | \u001b[39m7.316    \u001b[39m | \u001b[39m2.4      \u001b[39m | \u001b[39m71.34    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:34,404 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.4273, R²: 0.8624\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m491      \u001b[39m | \u001b[39m-0.4273  \u001b[39m | \u001b[39m3.393e+04\u001b[39m | \u001b[39m21.31    \u001b[39m | \u001b[39m0.1478   \u001b[39m | \u001b[39m0.004214 \u001b[39m | \u001b[39m4.286    \u001b[39m | \u001b[39m4.709    \u001b[39m | \u001b[39m2.884    \u001b[39m | \u001b[39m81.99    \u001b[39m | \u001b[39m9.269    \u001b[39m | \u001b[39m33.8     \u001b[39m | \u001b[39m7.885    \u001b[39m | \u001b[39m3.102    \u001b[39m | \u001b[39m24.11    \u001b[39m | \u001b[39m15.62    \u001b[39m | \u001b[39m21.51    \u001b[39m | \u001b[39m11.38    \u001b[39m | \u001b[39m0.7469   \u001b[39m | \u001b[39m0.1955   \u001b[39m | \u001b[39m18.68    \u001b[39m | \u001b[39m35.19    \u001b[39m | \u001b[39m0.3319   \u001b[39m | \u001b[39m0.6098   \u001b[39m | \u001b[39m0.7995   \u001b[39m | \u001b[39m53.87    \u001b[39m | \u001b[39m0.2446   \u001b[39m | \u001b[39m186.4    \u001b[39m | \u001b[39m99.95    \u001b[39m | \u001b[39m18.12    \u001b[39m | \u001b[39m88.98    \u001b[39m | \u001b[39m77.39    \u001b[39m | \u001b[39m18.68    \u001b[39m | \u001b[39m0.1106   \u001b[39m | \u001b[39m0.5059   \u001b[39m | \u001b[39m0.2055   \u001b[39m | \u001b[39m12.58    \u001b[39m | \u001b[39m4.09     \u001b[39m | \u001b[39m58.43    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:35,081 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.6879, R²: 0.6436\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m492      \u001b[39m | \u001b[39m-0.6879  \u001b[39m | \u001b[39m4.53e+04 \u001b[39m | \u001b[39m44.38    \u001b[39m | \u001b[39m0.01884  \u001b[39m | \u001b[39m0.4696   \u001b[39m | \u001b[39m1.711    \u001b[39m | \u001b[39m3.962    \u001b[39m | \u001b[39m0.219    \u001b[39m | \u001b[39m58.21    \u001b[39m | \u001b[39m1.352    \u001b[39m | \u001b[39m36.93    \u001b[39m | \u001b[39m9.241    \u001b[39m | \u001b[39m2.832    \u001b[39m | \u001b[39m25.06    \u001b[39m | \u001b[39m16.36    \u001b[39m | \u001b[39m20.5     \u001b[39m | \u001b[39m8.042    \u001b[39m | \u001b[39m0.8375   \u001b[39m | \u001b[39m0.1285   \u001b[39m | \u001b[39m2.515    \u001b[39m | \u001b[39m15.03    \u001b[39m | \u001b[39m0.8703   \u001b[39m | \u001b[39m0.9274   \u001b[39m | \u001b[39m0.1699   \u001b[39m | \u001b[39m140.7    \u001b[39m | \u001b[39m0.5025   \u001b[39m | \u001b[39m35.57    \u001b[39m | \u001b[39m7.503    \u001b[39m | \u001b[39m16.43    \u001b[39m | \u001b[39m92.87    \u001b[39m | \u001b[39m75.13    \u001b[39m | \u001b[39m11.63    \u001b[39m | \u001b[39m0.1682   \u001b[39m | \u001b[39m0.8968   \u001b[39m | \u001b[39m0.7416   \u001b[39m | \u001b[39m10.03    \u001b[39m | \u001b[39m3.259    \u001b[39m | \u001b[39m59.85    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:35,441 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:42:35,549 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:42:35,642 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:42:35,643 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m493      \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m8.177e+04\u001b[39m | \u001b[39m49.3     \u001b[39m | \u001b[39m0.03765  \u001b[39m | \u001b[39m0.3467   \u001b[39m | \u001b[39m2.845    \u001b[39m | \u001b[39m2.921    \u001b[39m | \u001b[39m0.5738   \u001b[39m | \u001b[39m7.55     \u001b[39m | \u001b[39m2.19     \u001b[39m | \u001b[39m44.95    \u001b[39m | \u001b[39m9.356    \u001b[39m | \u001b[39m0.7224   \u001b[39m | \u001b[39m28.02    \u001b[39m | \u001b[39m25.37    \u001b[39m | \u001b[39m25.15    \u001b[39m | \u001b[39m9.314    \u001b[39m | \u001b[39m0.8798   \u001b[39m | \u001b[39m0.1258   \u001b[39m | \u001b[39m9.404    \u001b[39m | \u001b[39m26.64    \u001b[39m | \u001b[39m0.4983   \u001b[39m | \u001b[39m0.8795   \u001b[39m | \u001b[39m0.5722   \u001b[39m | \u001b[39m64.15    \u001b[39m | \u001b[39m0.9665   \u001b[39m | \u001b[39m43.18    \u001b[39m | \u001b[39m16.8     \u001b[39m | \u001b[39m17.6     \u001b[39m | \u001b[39m89.3     \u001b[39m | \u001b[39m93.59    \u001b[39m | \u001b[39m9.043    \u001b[39m | \u001b[39m0.1622   \u001b[39m | \u001b[39m0.1429   \u001b[39m | \u001b[39m1.407    \u001b[39m | \u001b[39m12.29    \u001b[39m | \u001b[39m3.944    \u001b[39m | \u001b[39m95.32    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:36,356 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.7845, R²: 0.5364\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m494      \u001b[39m | \u001b[39m-0.7845  \u001b[39m | \u001b[39m6.181e+04\u001b[39m | \u001b[39m27.85    \u001b[39m | \u001b[39m0.08223  \u001b[39m | \u001b[39m0.3011   \u001b[39m | \u001b[39m1.707    \u001b[39m | \u001b[39m1.198    \u001b[39m | \u001b[39m1.378    \u001b[39m | \u001b[39m13.7     \u001b[39m | \u001b[39m7.625    \u001b[39m | \u001b[39m29.69    \u001b[39m | \u001b[39m7.319    \u001b[39m | \u001b[39m0.04888  \u001b[39m | \u001b[39m21.02    \u001b[39m | \u001b[39m2.441    \u001b[39m | \u001b[39m17.18    \u001b[39m | \u001b[39m12.81    \u001b[39m | \u001b[39m0.7504   \u001b[39m | \u001b[39m0.2069   \u001b[39m | \u001b[39m3.559    \u001b[39m | \u001b[39m10.23    \u001b[39m | \u001b[39m0.3051   \u001b[39m | \u001b[39m0.6891   \u001b[39m | \u001b[39m0.01687  \u001b[39m | \u001b[39m12.73    \u001b[39m | \u001b[39m0.7343   \u001b[39m | \u001b[39m153.6    \u001b[39m | \u001b[39m31.87    \u001b[39m | \u001b[39m16.95    \u001b[39m | \u001b[39m85.24    \u001b[39m | \u001b[39m85.65    \u001b[39m | \u001b[39m21.69    \u001b[39m | \u001b[39m0.6082   \u001b[39m | \u001b[39m0.3053   \u001b[39m | \u001b[39m2.806    \u001b[39m | \u001b[39m7.012    \u001b[39m | \u001b[39m3.632    \u001b[39m | \u001b[39m13.59    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:37,081 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2317, R²: 0.9595\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m495      \u001b[39m | \u001b[39m-0.2317  \u001b[39m | \u001b[39m5.675e+04\u001b[39m | \u001b[39m36.8     \u001b[39m | \u001b[39m0.2363   \u001b[39m | \u001b[39m0.1248   \u001b[39m | \u001b[39m2.907    \u001b[39m | \u001b[39m2.737    \u001b[39m | \u001b[39m2.201    \u001b[39m | \u001b[39m28.66    \u001b[39m | \u001b[39m5.68     \u001b[39m | \u001b[39m14.37    \u001b[39m | \u001b[39m8.693    \u001b[39m | \u001b[39m0.9658   \u001b[39m | \u001b[39m19.84    \u001b[39m | \u001b[39m9.997    \u001b[39m | \u001b[39m11.84    \u001b[39m | \u001b[39m7.521    \u001b[39m | \u001b[39m0.9946   \u001b[39m | \u001b[39m0.202    \u001b[39m | \u001b[39m47.7     \u001b[39m | \u001b[39m13.73    \u001b[39m | \u001b[39m0.5821   \u001b[39m | \u001b[39m0.7389   \u001b[39m | \u001b[39m0.6382   \u001b[39m | \u001b[39m165.3    \u001b[39m | \u001b[39m0.7907   \u001b[39m | \u001b[39m97.68    \u001b[39m | \u001b[39m67.8     \u001b[39m | \u001b[39m9.542    \u001b[39m | \u001b[39m80.34    \u001b[39m | \u001b[39m88.54    \u001b[39m | \u001b[39m18.98    \u001b[39m | \u001b[39m0.5013   \u001b[39m | \u001b[39m0.7183   \u001b[39m | \u001b[39m0.4479   \u001b[39m | \u001b[39m8.1      \u001b[39m | \u001b[39m1.05     \u001b[39m | \u001b[39m77.26    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:39,490 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1543, R²: -0.0037\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m496      \u001b[39m | \u001b[39m-1.154   \u001b[39m | \u001b[39m8.218e+04\u001b[39m | \u001b[39m17.09    \u001b[39m | \u001b[39m0.0438   \u001b[39m | \u001b[39m0.2408   \u001b[39m | \u001b[39m4.663    \u001b[39m | \u001b[39m2.017    \u001b[39m | \u001b[39m0.4907   \u001b[39m | \u001b[39m71.64    \u001b[39m | \u001b[39m6.192    \u001b[39m | \u001b[39m20.89    \u001b[39m | \u001b[39m4.722    \u001b[39m | \u001b[39m0.7054   \u001b[39m | \u001b[39m9.284    \u001b[39m | \u001b[39m25.78    \u001b[39m | \u001b[39m18.0     \u001b[39m | \u001b[39m12.77    \u001b[39m | \u001b[39m0.9113   \u001b[39m | \u001b[39m0.1635   \u001b[39m | \u001b[39m75.8     \u001b[39m | \u001b[39m0.7646   \u001b[39m | \u001b[39m0.323    \u001b[39m | \u001b[39m0.6893   \u001b[39m | \u001b[39m0.09528  \u001b[39m | \u001b[39m71.0     \u001b[39m | \u001b[39m0.3261   \u001b[39m | \u001b[39m152.4    \u001b[39m | \u001b[39m73.01    \u001b[39m | \u001b[39m17.97    \u001b[39m | \u001b[39m88.81    \u001b[39m | \u001b[39m81.45    \u001b[39m | \u001b[39m19.89    \u001b[39m | \u001b[39m0.7061   \u001b[39m | \u001b[39m0.2283   \u001b[39m | \u001b[39m1.617    \u001b[39m | \u001b[39m9.293    \u001b[39m | \u001b[39m1.805    \u001b[39m | \u001b[39m47.28    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:40,464 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 1.1026, R²: 0.0843\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m497      \u001b[39m | \u001b[39m-1.103   \u001b[39m | \u001b[39m6.238e+04\u001b[39m | \u001b[39m36.75    \u001b[39m | \u001b[39m0.2317   \u001b[39m | \u001b[39m0.6958   \u001b[39m | \u001b[39m4.497    \u001b[39m | \u001b[39m3.385    \u001b[39m | \u001b[39m0.02625  \u001b[39m | \u001b[39m90.27    \u001b[39m | \u001b[39m3.602    \u001b[39m | \u001b[39m25.38    \u001b[39m | \u001b[39m7.777    \u001b[39m | \u001b[39m3.667    \u001b[39m | \u001b[39m30.36    \u001b[39m | \u001b[39m22.25    \u001b[39m | \u001b[39m5.379    \u001b[39m | \u001b[39m7.759    \u001b[39m | \u001b[39m0.7989   \u001b[39m | \u001b[39m0.2629   \u001b[39m | \u001b[39m66.86    \u001b[39m | \u001b[39m24.65    \u001b[39m | \u001b[39m0.01891  \u001b[39m | \u001b[39m0.7859   \u001b[39m | \u001b[39m0.3827   \u001b[39m | \u001b[39m57.18    \u001b[39m | \u001b[39m0.1928   \u001b[39m | \u001b[39m151.5    \u001b[39m | \u001b[39m63.0     \u001b[39m | \u001b[39m18.05    \u001b[39m | \u001b[39m94.42    \u001b[39m | \u001b[39m95.0     \u001b[39m | \u001b[39m24.22    \u001b[39m | \u001b[39m0.1931   \u001b[39m | \u001b[39m0.8725   \u001b[39m | \u001b[39m2.148    \u001b[39m | \u001b[39m12.62    \u001b[39m | \u001b[39m1.539    \u001b[39m | \u001b[39m52.79    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:42:42,618 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.6013, R²: 0.7276\n"
     ]
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      "| \u001b[39m498      \u001b[39m | \u001b[39m-0.6013  \u001b[39m | \u001b[39m8.137e+04\u001b[39m | \u001b[39m42.17    \u001b[39m | \u001b[39m0.05793  \u001b[39m | \u001b[39m0.5212   \u001b[39m | \u001b[39m2.431    \u001b[39m | \u001b[39m4.145    \u001b[39m | \u001b[39m2.076    \u001b[39m | \u001b[39m80.46    \u001b[39m | \u001b[39m2.678    \u001b[39m | \u001b[39m39.56    \u001b[39m | \u001b[39m0.5897   \u001b[39m | \u001b[39m3.934    \u001b[39m | \u001b[39m17.17    \u001b[39m | \u001b[39m13.55    \u001b[39m | \u001b[39m16.72    \u001b[39m | \u001b[39m10.64    \u001b[39m | \u001b[39m0.6971   \u001b[39m | \u001b[39m0.08434  \u001b[39m | \u001b[39m85.61    \u001b[39m | \u001b[39m35.42    \u001b[39m | \u001b[39m0.7168   \u001b[39m | \u001b[39m0.9602   \u001b[39m | \u001b[39m0.3361   \u001b[39m | \u001b[39m37.61    \u001b[39m | \u001b[39m0.6863   \u001b[39m | \u001b[39m150.1    \u001b[39m | \u001b[39m41.57    \u001b[39m | \u001b[39m16.53    \u001b[39m | \u001b[39m82.8     \u001b[39m | \u001b[39m86.61    \u001b[39m | \u001b[39m24.79    \u001b[39m | \u001b[39m0.4963   \u001b[39m | \u001b[39m0.9365   \u001b[39m | \u001b[39m1.07     \u001b[39m | \u001b[39m8.634    \u001b[39m | \u001b[39m2.683    \u001b[39m | \u001b[39m2.623    \u001b[39m |\n"
     ]
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      "2025-04-09 17:42:44,058 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0923, R²: 0.9936\n"
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      "| \u001b[39m499      \u001b[39m | \u001b[39m-0.09228 \u001b[39m | \u001b[39m9.303e+04\u001b[39m | \u001b[39m47.2     \u001b[39m | \u001b[39m0.2518   \u001b[39m | \u001b[39m0.7826   \u001b[39m | \u001b[39m4.222    \u001b[39m | \u001b[39m2.319    \u001b[39m | \u001b[39m0.03096  \u001b[39m | \u001b[39m54.36    \u001b[39m | \u001b[39m4.406    \u001b[39m | \u001b[39m12.34    \u001b[39m | \u001b[39m4.94     \u001b[39m | \u001b[39m0.5155   \u001b[39m | \u001b[39m15.71    \u001b[39m | \u001b[39m24.03    \u001b[39m | \u001b[39m17.95    \u001b[39m | \u001b[39m7.702    \u001b[39m | \u001b[39m0.7648   \u001b[39m | \u001b[39m0.1902   \u001b[39m | \u001b[39m94.35    \u001b[39m | \u001b[39m16.93    \u001b[39m | \u001b[39m0.4493   \u001b[39m | \u001b[39m0.8389   \u001b[39m | \u001b[39m0.8718   \u001b[39m | \u001b[39m155.7    \u001b[39m | \u001b[39m0.3911   \u001b[39m | \u001b[39m132.0    \u001b[39m | \u001b[39m3.422    \u001b[39m | \u001b[39m5.901    \u001b[39m | \u001b[39m83.09    \u001b[39m | \u001b[39m88.81    \u001b[39m | \u001b[39m24.45    \u001b[39m | \u001b[39m0.7289   \u001b[39m | \u001b[39m0.3334   \u001b[39m | \u001b[39m2.642    \u001b[39m | \u001b[39m9.367    \u001b[39m | \u001b[39m3.77     \u001b[39m | \u001b[39m55.21    \u001b[39m |\n"
     ]
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      "2025-04-09 17:42:45,761 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.8518, R²: 0.4534\n"
     ]
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      "| \u001b[39m500      \u001b[39m | \u001b[39m-0.8518  \u001b[39m | \u001b[39m3.587e+04\u001b[39m | \u001b[39m25.21    \u001b[39m | \u001b[39m0.01506  \u001b[39m | \u001b[39m0.7615   \u001b[39m | \u001b[39m1.413    \u001b[39m | \u001b[39m1.533    \u001b[39m | \u001b[39m1.013    \u001b[39m | \u001b[39m48.17    \u001b[39m | \u001b[39m7.467    \u001b[39m | \u001b[39m47.51    \u001b[39m | \u001b[39m7.351    \u001b[39m | \u001b[39m0.5528   \u001b[39m | \u001b[39m26.08    \u001b[39m | \u001b[39m10.85    \u001b[39m | \u001b[39m8.23     \u001b[39m | \u001b[39m8.159    \u001b[39m | \u001b[39m0.6535   \u001b[39m | \u001b[39m0.1053   \u001b[39m | \u001b[39m98.04    \u001b[39m | \u001b[39m3.88     \u001b[39m | \u001b[39m0.5175   \u001b[39m | \u001b[39m0.3597   \u001b[39m | \u001b[39m0.4776   \u001b[39m | \u001b[39m174.6    \u001b[39m | \u001b[39m0.8474   \u001b[39m | \u001b[39m12.31    \u001b[39m | \u001b[39m82.19    \u001b[39m | \u001b[39m8.164    \u001b[39m | \u001b[39m81.74    \u001b[39m | \u001b[39m90.81    \u001b[39m | \u001b[39m18.15    \u001b[39m | \u001b[39m0.2736   \u001b[39m | \u001b[39m0.1751   \u001b[39m | \u001b[39m1.04     \u001b[39m | \u001b[39m8.863    \u001b[39m | \u001b[39m4.268    \u001b[39m | \u001b[39m89.28    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:42:47,481 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m501      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m5.86e+04 \u001b[39m | \u001b[39m31.36    \u001b[39m | \u001b[39m0.243    \u001b[39m | \u001b[39m0.05389  \u001b[39m | \u001b[39m2.716    \u001b[39m | \u001b[39m2.719    \u001b[39m | \u001b[39m2.988    \u001b[39m | \u001b[39m63.55    \u001b[39m | \u001b[39m7.332    \u001b[39m | \u001b[39m24.33    \u001b[39m | \u001b[39m9.727    \u001b[39m | \u001b[39m0.3114   \u001b[39m | \u001b[39m31.4     \u001b[39m | \u001b[39m14.43    \u001b[39m | \u001b[39m11.5     \u001b[39m | \u001b[39m12.48    \u001b[39m | \u001b[39m0.9122   \u001b[39m | \u001b[39m0.2319   \u001b[39m | \u001b[39m21.39    \u001b[39m | \u001b[39m17.8     \u001b[39m | \u001b[39m0.0181   \u001b[39m | \u001b[39m0.07234  \u001b[39m | \u001b[39m0.3726   \u001b[39m | \u001b[39m178.3    \u001b[39m | \u001b[39m0.2945   \u001b[39m | \u001b[39m177.6    \u001b[39m | \u001b[39m5.919    \u001b[39m | \u001b[39m17.08    \u001b[39m | \u001b[39m80.52    \u001b[39m | \u001b[39m90.84    \u001b[39m | \u001b[39m23.36    \u001b[39m | \u001b[39m0.1875   \u001b[39m | \u001b[39m0.5705   \u001b[39m | \u001b[39m2.803    \u001b[39m | \u001b[39m10.69    \u001b[39m | \u001b[39m1.237    \u001b[39m | \u001b[39m16.99    \u001b[39m |\n"
     ]
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      "2025-04-09 17:42:48,302 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.8297, R²: 0.4815\n"
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    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m502      \u001b[39m | \u001b[39m-0.8297  \u001b[39m | \u001b[39m2.194e+04\u001b[39m | \u001b[39m28.12    \u001b[39m | \u001b[39m0.04466  \u001b[39m | \u001b[39m0.8589   \u001b[39m | \u001b[39m3.496    \u001b[39m | \u001b[39m2.523    \u001b[39m | \u001b[39m0.387    \u001b[39m | \u001b[39m88.28    \u001b[39m | \u001b[39m1.86     \u001b[39m | \u001b[39m18.55    \u001b[39m | \u001b[39m9.175    \u001b[39m | \u001b[39m1.979    \u001b[39m | \u001b[39m35.32    \u001b[39m | \u001b[39m28.12    \u001b[39m | \u001b[39m21.06    \u001b[39m | \u001b[39m10.83    \u001b[39m | \u001b[39m0.609    \u001b[39m | \u001b[39m0.1379   \u001b[39m | \u001b[39m28.55    \u001b[39m | \u001b[39m23.8     \u001b[39m | \u001b[39m0.4299   \u001b[39m | \u001b[39m0.6302   \u001b[39m | \u001b[39m0.5803   \u001b[39m | \u001b[39m52.12    \u001b[39m | \u001b[39m0.1425   \u001b[39m | \u001b[39m52.95    \u001b[39m | \u001b[39m2.706    \u001b[39m | \u001b[39m8.816    \u001b[39m | \u001b[39m88.46    \u001b[39m | \u001b[39m82.34    \u001b[39m | \u001b[39m17.2     \u001b[39m | \u001b[39m0.6394   \u001b[39m | \u001b[39m0.2457   \u001b[39m | \u001b[39m0.7599   \u001b[39m | \u001b[39m9.016    \u001b[39m | \u001b[39m2.342    \u001b[39m | \u001b[39m53.31    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:48,976 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2850, R²: 0.9388\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m503      \u001b[39m | \u001b[39m-0.285   \u001b[39m | \u001b[39m5.647e+04\u001b[39m | \u001b[39m33.75    \u001b[39m | \u001b[39m0.2344   \u001b[39m | \u001b[39m0.5866   \u001b[39m | \u001b[39m1.454    \u001b[39m | \u001b[39m3.332    \u001b[39m | \u001b[39m0.4979   \u001b[39m | \u001b[39m94.48    \u001b[39m | \u001b[39m4.198    \u001b[39m | \u001b[39m42.92    \u001b[39m | \u001b[39m4.104    \u001b[39m | \u001b[39m0.1958   \u001b[39m | \u001b[39m43.58    \u001b[39m | \u001b[39m27.53    \u001b[39m | \u001b[39m15.24    \u001b[39m | \u001b[39m7.504    \u001b[39m | \u001b[39m0.6597   \u001b[39m | \u001b[39m0.01034  \u001b[39m | \u001b[39m99.9     \u001b[39m | \u001b[39m33.52    \u001b[39m | \u001b[39m0.4964   \u001b[39m | \u001b[39m0.7976   \u001b[39m | \u001b[39m0.9333   \u001b[39m | \u001b[39m159.5    \u001b[39m | \u001b[39m0.817    \u001b[39m | \u001b[39m137.8    \u001b[39m | \u001b[39m88.9     \u001b[39m | \u001b[39m8.569    \u001b[39m | \u001b[39m93.34    \u001b[39m | \u001b[39m83.92    \u001b[39m | \u001b[39m8.015    \u001b[39m | \u001b[39m0.4611   \u001b[39m | \u001b[39m0.4289   \u001b[39m | \u001b[39m0.4671   \u001b[39m | \u001b[39m11.85    \u001b[39m | \u001b[39m1.479    \u001b[39m | \u001b[39m65.15    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:50,843 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1429, R²: 0.0161\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m504      \u001b[39m | \u001b[39m-1.143   \u001b[39m | \u001b[39m8.412e+04\u001b[39m | \u001b[39m19.65    \u001b[39m | \u001b[39m0.04438  \u001b[39m | \u001b[39m0.3827   \u001b[39m | \u001b[39m4.653    \u001b[39m | \u001b[39m4.944    \u001b[39m | \u001b[39m1.549    \u001b[39m | \u001b[39m21.61    \u001b[39m | \u001b[39m1.346    \u001b[39m | \u001b[39m3.823    \u001b[39m | \u001b[39m8.837    \u001b[39m | \u001b[39m2.296    \u001b[39m | \u001b[39m49.5     \u001b[39m | \u001b[39m20.97    \u001b[39m | \u001b[39m28.01    \u001b[39m | \u001b[39m11.25    \u001b[39m | \u001b[39m0.6088   \u001b[39m | \u001b[39m0.1031   \u001b[39m | \u001b[39m94.41    \u001b[39m | \u001b[39m21.83    \u001b[39m | \u001b[39m0.8969   \u001b[39m | \u001b[39m0.04339  \u001b[39m | \u001b[39m0.8833   \u001b[39m | \u001b[39m174.0    \u001b[39m | \u001b[39m0.2562   \u001b[39m | \u001b[39m143.7    \u001b[39m | \u001b[39m77.67    \u001b[39m | \u001b[39m13.43    \u001b[39m | \u001b[39m92.32    \u001b[39m | \u001b[39m87.84    \u001b[39m | \u001b[39m22.7     \u001b[39m | \u001b[39m0.5871   \u001b[39m | \u001b[39m0.2516   \u001b[39m | \u001b[39m1.31     \u001b[39m | \u001b[39m8.66     \u001b[39m | \u001b[39m3.356    \u001b[39m | \u001b[39m59.99    \u001b[39m |\n"
     ]
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:51,491 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.8469, R²: 0.4597\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m505      \u001b[39m | \u001b[39m-0.8469  \u001b[39m | \u001b[39m4.408e+03\u001b[39m | \u001b[39m14.49    \u001b[39m | \u001b[39m0.11     \u001b[39m | \u001b[39m0.01366  \u001b[39m | \u001b[39m4.862    \u001b[39m | \u001b[39m2.097    \u001b[39m | \u001b[39m1.533    \u001b[39m | \u001b[39m44.34    \u001b[39m | \u001b[39m3.02     \u001b[39m | \u001b[39m15.19    \u001b[39m | \u001b[39m5.022    \u001b[39m | \u001b[39m0.6106   \u001b[39m | \u001b[39m5.194    \u001b[39m | \u001b[39m14.83    \u001b[39m | \u001b[39m6.473    \u001b[39m | \u001b[39m8.64     \u001b[39m | \u001b[39m0.6886   \u001b[39m | \u001b[39m0.264    \u001b[39m | \u001b[39m19.54    \u001b[39m | \u001b[39m10.46    \u001b[39m | \u001b[39m0.3941   \u001b[39m | \u001b[39m0.6903   \u001b[39m | \u001b[39m0.04563  \u001b[39m | \u001b[39m28.41    \u001b[39m | \u001b[39m0.09698  \u001b[39m | \u001b[39m70.28    \u001b[39m | \u001b[39m69.41    \u001b[39m | \u001b[39m14.42    \u001b[39m | \u001b[39m93.92    \u001b[39m | \u001b[39m78.02    \u001b[39m | \u001b[39m11.04    \u001b[39m | \u001b[39m0.3402   \u001b[39m | \u001b[39m0.5547   \u001b[39m | \u001b[39m2.717    \u001b[39m | \u001b[39m11.13    \u001b[39m | \u001b[39m4.403    \u001b[39m | \u001b[39m96.08    \u001b[39m |\n"
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    },
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     "output_type": "stream",
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      "2025-04-09 17:42:53,802 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.1779, R²: 0.9762\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m506      \u001b[39m | \u001b[39m-0.1779  \u001b[39m | \u001b[39m6.2e+04  \u001b[39m | \u001b[39m10.29    \u001b[39m | \u001b[39m0.1734   \u001b[39m | \u001b[39m0.3072   \u001b[39m | \u001b[39m1.748    \u001b[39m | \u001b[39m1.929    \u001b[39m | \u001b[39m0.3672   \u001b[39m | \u001b[39m27.64    \u001b[39m | \u001b[39m7.977    \u001b[39m | \u001b[39m46.35    \u001b[39m | \u001b[39m6.881    \u001b[39m | \u001b[39m2.438    \u001b[39m | \u001b[39m14.0     \u001b[39m | \u001b[39m19.3     \u001b[39m | \u001b[39m14.69    \u001b[39m | \u001b[39m12.94    \u001b[39m | \u001b[39m0.7711   \u001b[39m | \u001b[39m0.242    \u001b[39m | \u001b[39m80.16    \u001b[39m | \u001b[39m34.32    \u001b[39m | \u001b[39m0.7929   \u001b[39m | \u001b[39m0.6243   \u001b[39m | \u001b[39m0.7872   \u001b[39m | \u001b[39m193.5    \u001b[39m | \u001b[39m0.8376   \u001b[39m | \u001b[39m179.0    \u001b[39m | \u001b[39m3.533    \u001b[39m | \u001b[39m15.92    \u001b[39m | \u001b[39m93.55    \u001b[39m | \u001b[39m80.3     \u001b[39m | \u001b[39m22.64    \u001b[39m | \u001b[39m0.3803   \u001b[39m | \u001b[39m0.6009   \u001b[39m | \u001b[39m1.1      \u001b[39m | \u001b[39m10.2     \u001b[39m | \u001b[39m1.012    \u001b[39m | \u001b[39m97.42    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:54,296 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.3684, R²: 0.8978\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m507      \u001b[39m | \u001b[39m-0.3684  \u001b[39m | \u001b[39m6.732e+04\u001b[39m | \u001b[39m11.89    \u001b[39m | \u001b[39m0.2009   \u001b[39m | \u001b[39m0.1611   \u001b[39m | \u001b[39m4.289    \u001b[39m | \u001b[39m1.977    \u001b[39m | \u001b[39m1.734    \u001b[39m | \u001b[39m76.41    \u001b[39m | \u001b[39m9.688    \u001b[39m | \u001b[39m47.13    \u001b[39m | \u001b[39m7.481    \u001b[39m | \u001b[39m3.983    \u001b[39m | \u001b[39m8.045    \u001b[39m | \u001b[39m28.03    \u001b[39m | \u001b[39m22.86    \u001b[39m | \u001b[39m10.01    \u001b[39m | \u001b[39m0.9202   \u001b[39m | \u001b[39m0.3165   \u001b[39m | \u001b[39m19.81    \u001b[39m | \u001b[39m8.011    \u001b[39m | \u001b[39m0.06564  \u001b[39m | \u001b[39m0.6912   \u001b[39m | \u001b[39m0.2353   \u001b[39m | \u001b[39m177.1    \u001b[39m | \u001b[39m0.7807   \u001b[39m | \u001b[39m92.92    \u001b[39m | \u001b[39m80.18    \u001b[39m | \u001b[39m19.34    \u001b[39m | \u001b[39m82.86    \u001b[39m | \u001b[39m92.57    \u001b[39m | \u001b[39m17.59    \u001b[39m | \u001b[39m0.3584   \u001b[39m | \u001b[39m0.5856   \u001b[39m | \u001b[39m2.312    \u001b[39m | \u001b[39m11.28    \u001b[39m | \u001b[39m3.37     \u001b[39m | \u001b[39m38.26    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:56,053 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:42:56,145 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:42:56,234 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:42:56,235 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m508      \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m2.26e+04 \u001b[39m | \u001b[39m22.99    \u001b[39m | \u001b[39m0.06052  \u001b[39m | \u001b[39m0.03182  \u001b[39m | \u001b[39m1.865    \u001b[39m | \u001b[39m2.706    \u001b[39m | \u001b[39m1.909    \u001b[39m | \u001b[39m42.62    \u001b[39m | \u001b[39m3.675    \u001b[39m | \u001b[39m42.14    \u001b[39m | \u001b[39m7.221    \u001b[39m | \u001b[39m0.0583   \u001b[39m | \u001b[39m22.84    \u001b[39m | \u001b[39m5.113    \u001b[39m | \u001b[39m25.21    \u001b[39m | \u001b[39m9.686    \u001b[39m | \u001b[39m0.8975   \u001b[39m | \u001b[39m0.3699   \u001b[39m | \u001b[39m26.92    \u001b[39m | \u001b[39m27.49    \u001b[39m | \u001b[39m0.02708  \u001b[39m | \u001b[39m0.5759   \u001b[39m | \u001b[39m0.2832   \u001b[39m | \u001b[39m64.78    \u001b[39m | \u001b[39m0.4367   \u001b[39m | \u001b[39m196.6    \u001b[39m | \u001b[39m78.28    \u001b[39m | \u001b[39m10.45    \u001b[39m | \u001b[39m83.23    \u001b[39m | \u001b[39m82.81    \u001b[39m | \u001b[39m5.551    \u001b[39m | \u001b[39m0.2795   \u001b[39m | \u001b[39m0.1342   \u001b[39m | \u001b[39m1.116    \u001b[39m | \u001b[39m11.78    \u001b[39m | \u001b[39m4.194    \u001b[39m | \u001b[39m43.13    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:56,903 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1471, R²: 0.0089\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m509      \u001b[39m | \u001b[39m-1.147   \u001b[39m | \u001b[39m2.497e+03\u001b[39m | \u001b[39m37.21    \u001b[39m | \u001b[39m0.2409   \u001b[39m | \u001b[39m0.5568   \u001b[39m | \u001b[39m3.792    \u001b[39m | \u001b[39m4.145    \u001b[39m | \u001b[39m0.3024   \u001b[39m | \u001b[39m72.44    \u001b[39m | \u001b[39m3.869    \u001b[39m | \u001b[39m6.252    \u001b[39m | \u001b[39m5.978    \u001b[39m | \u001b[39m3.331    \u001b[39m | \u001b[39m24.79    \u001b[39m | \u001b[39m28.68    \u001b[39m | \u001b[39m9.076    \u001b[39m | \u001b[39m9.221    \u001b[39m | \u001b[39m0.8457   \u001b[39m | \u001b[39m0.1963   \u001b[39m | \u001b[39m39.93    \u001b[39m | \u001b[39m8.929    \u001b[39m | \u001b[39m0.4587   \u001b[39m | \u001b[39m0.02284  \u001b[39m | \u001b[39m0.9605   \u001b[39m | \u001b[39m28.8     \u001b[39m | \u001b[39m0.2861   \u001b[39m | \u001b[39m89.94    \u001b[39m | \u001b[39m20.71    \u001b[39m | \u001b[39m5.76     \u001b[39m | \u001b[39m87.23    \u001b[39m | \u001b[39m80.21    \u001b[39m | \u001b[39m12.19    \u001b[39m | \u001b[39m0.01939  \u001b[39m | \u001b[39m0.8236   \u001b[39m | \u001b[39m1.705    \u001b[39m | \u001b[39m9.934    \u001b[39m | \u001b[39m4.317    \u001b[39m | \u001b[39m90.39    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:42:58,872 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.8829, R²: 0.4128\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m510      \u001b[39m | \u001b[39m-0.8829  \u001b[39m | \u001b[39m2.302e+04\u001b[39m | \u001b[39m34.5     \u001b[39m | \u001b[39m0.2842   \u001b[39m | \u001b[39m0.2469   \u001b[39m | \u001b[39m4.864    \u001b[39m | \u001b[39m2.488    \u001b[39m | \u001b[39m0.6089   \u001b[39m | \u001b[39m81.04    \u001b[39m | \u001b[39m9.826    \u001b[39m | \u001b[39m9.513    \u001b[39m | \u001b[39m4.772    \u001b[39m | \u001b[39m2.865    \u001b[39m | \u001b[39m31.98    \u001b[39m | \u001b[39m27.64    \u001b[39m | \u001b[39m24.19    \u001b[39m | \u001b[39m8.341    \u001b[39m | \u001b[39m0.6638   \u001b[39m | \u001b[39m0.09675  \u001b[39m | \u001b[39m85.99    \u001b[39m | \u001b[39m11.97    \u001b[39m | \u001b[39m0.9826   \u001b[39m | \u001b[39m0.9202   \u001b[39m | \u001b[39m0.6248   \u001b[39m | \u001b[39m56.2     \u001b[39m | \u001b[39m0.8804   \u001b[39m | \u001b[39m19.64    \u001b[39m | \u001b[39m78.2     \u001b[39m | \u001b[39m15.8     \u001b[39m | \u001b[39m93.21    \u001b[39m | \u001b[39m82.82    \u001b[39m | \u001b[39m23.42    \u001b[39m | \u001b[39m0.2826   \u001b[39m | \u001b[39m0.1638   \u001b[39m | \u001b[39m0.7723   \u001b[39m | \u001b[39m8.601    \u001b[39m | \u001b[39m4.638    \u001b[39m | \u001b[39m4.715    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:00,750 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.7558, R²: 0.5698\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m511      \u001b[39m | \u001b[39m-0.7558  \u001b[39m | \u001b[39m2.222e+04\u001b[39m | \u001b[39m41.91    \u001b[39m | \u001b[39m0.06379  \u001b[39m | \u001b[39m0.6822   \u001b[39m | \u001b[39m1.456    \u001b[39m | \u001b[39m1.161    \u001b[39m | \u001b[39m0.7274   \u001b[39m | \u001b[39m39.75    \u001b[39m | \u001b[39m8.968    \u001b[39m | \u001b[39m23.31    \u001b[39m | \u001b[39m2.551    \u001b[39m | \u001b[39m0.983    \u001b[39m | \u001b[39m13.68    \u001b[39m | \u001b[39m23.26    \u001b[39m | \u001b[39m16.04    \u001b[39m | \u001b[39m7.765    \u001b[39m | \u001b[39m0.7081   \u001b[39m | \u001b[39m0.3553   \u001b[39m | \u001b[39m75.69    \u001b[39m | \u001b[39m23.85    \u001b[39m | \u001b[39m0.6791   \u001b[39m | \u001b[39m0.3021   \u001b[39m | \u001b[39m0.7311   \u001b[39m | \u001b[39m169.4    \u001b[39m | \u001b[39m0.1775   \u001b[39m | \u001b[39m19.2     \u001b[39m | \u001b[39m18.11    \u001b[39m | \u001b[39m7.374    \u001b[39m | \u001b[39m80.63    \u001b[39m | \u001b[39m83.79    \u001b[39m | \u001b[39m11.49    \u001b[39m | \u001b[39m0.6901   \u001b[39m | \u001b[39m0.396    \u001b[39m | \u001b[39m2.563    \u001b[39m | \u001b[39m10.72    \u001b[39m | \u001b[39m4.791    \u001b[39m | \u001b[39m8.055    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:02,228 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 0.4981, R²: 0.8131\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m512      \u001b[39m | \u001b[39m-0.4981  \u001b[39m | \u001b[39m2.214e+04\u001b[39m | \u001b[39m18.8     \u001b[39m | \u001b[39m0.0254   \u001b[39m | \u001b[39m0.5206   \u001b[39m | \u001b[39m2.843    \u001b[39m | \u001b[39m2.944    \u001b[39m | \u001b[39m1.504    \u001b[39m | \u001b[39m3.83     \u001b[39m | \u001b[39m5.799    \u001b[39m | \u001b[39m4.219    \u001b[39m | \u001b[39m6.161    \u001b[39m | \u001b[39m3.239    \u001b[39m | \u001b[39m43.74    \u001b[39m | \u001b[39m25.1     \u001b[39m | \u001b[39m10.12    \u001b[39m | \u001b[39m12.64    \u001b[39m | \u001b[39m0.7181   \u001b[39m | \u001b[39m0.007415 \u001b[39m | \u001b[39m20.83    \u001b[39m | \u001b[39m21.74    \u001b[39m | \u001b[39m0.7639   \u001b[39m | \u001b[39m0.7084   \u001b[39m | \u001b[39m0.5198   \u001b[39m | \u001b[39m188.6    \u001b[39m | \u001b[39m0.9047   \u001b[39m | \u001b[39m158.5    \u001b[39m | \u001b[39m83.85    \u001b[39m | \u001b[39m18.78    \u001b[39m | \u001b[39m90.36    \u001b[39m | \u001b[39m89.18    \u001b[39m | \u001b[39m10.79    \u001b[39m | \u001b[39m0.4706   \u001b[39m | \u001b[39m0.4174   \u001b[39m | \u001b[39m0.4964   \u001b[39m | \u001b[39m10.15    \u001b[39m | \u001b[39m4.494    \u001b[39m | \u001b[39m65.76    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:02,946 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2322, R²: 0.9594\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m513      \u001b[39m | \u001b[39m-0.2322  \u001b[39m | \u001b[39m8.468e+04\u001b[39m | \u001b[39m13.22    \u001b[39m | \u001b[39m0.07215  \u001b[39m | \u001b[39m0.1384   \u001b[39m | \u001b[39m4.663    \u001b[39m | \u001b[39m4.182    \u001b[39m | \u001b[39m2.739    \u001b[39m | \u001b[39m37.45    \u001b[39m | \u001b[39m3.753    \u001b[39m | \u001b[39m13.69    \u001b[39m | \u001b[39m3.762    \u001b[39m | \u001b[39m1.624    \u001b[39m | \u001b[39m44.72    \u001b[39m | \u001b[39m10.46    \u001b[39m | \u001b[39m26.98    \u001b[39m | \u001b[39m10.92    \u001b[39m | \u001b[39m0.9535   \u001b[39m | \u001b[39m0.2857   \u001b[39m | \u001b[39m27.27    \u001b[39m | \u001b[39m33.88    \u001b[39m | \u001b[39m0.5217   \u001b[39m | \u001b[39m0.4746   \u001b[39m | \u001b[39m0.4102   \u001b[39m | \u001b[39m57.36    \u001b[39m | \u001b[39m0.8176   \u001b[39m | \u001b[39m134.9    \u001b[39m | \u001b[39m15.18    \u001b[39m | \u001b[39m16.46    \u001b[39m | \u001b[39m94.29    \u001b[39m | \u001b[39m79.27    \u001b[39m | \u001b[39m14.51    \u001b[39m | \u001b[39m0.8894   \u001b[39m | \u001b[39m0.6488   \u001b[39m | \u001b[39m1.719    \u001b[39m | \u001b[39m12.06    \u001b[39m | \u001b[39m3.899    \u001b[39m | \u001b[39m88.15    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:03,481 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.6138, R²: 0.7162\n"
     ]
    },
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m514      \u001b[39m | \u001b[39m-0.6138  \u001b[39m | \u001b[39m5.375e+03\u001b[39m | \u001b[39m31.74    \u001b[39m | \u001b[39m0.06619  \u001b[39m | \u001b[39m0.2895   \u001b[39m | \u001b[39m4.391    \u001b[39m | \u001b[39m2.65     \u001b[39m | \u001b[39m1.289    \u001b[39m | \u001b[39m95.21    \u001b[39m | \u001b[39m8.601    \u001b[39m | \u001b[39m39.98    \u001b[39m | \u001b[39m6.545    \u001b[39m | \u001b[39m3.009    \u001b[39m | \u001b[39m28.13    \u001b[39m | \u001b[39m22.28    \u001b[39m | \u001b[39m17.24    \u001b[39m | \u001b[39m11.78    \u001b[39m | \u001b[39m0.9691   \u001b[39m | \u001b[39m0.3014   \u001b[39m | \u001b[39m86.49    \u001b[39m | \u001b[39m2.466    \u001b[39m | \u001b[39m0.1038   \u001b[39m | \u001b[39m0.2332   \u001b[39m | \u001b[39m0.1066   \u001b[39m | \u001b[39m170.6    \u001b[39m | \u001b[39m0.3995   \u001b[39m | \u001b[39m124.1    \u001b[39m | \u001b[39m7.225    \u001b[39m | \u001b[39m19.48    \u001b[39m | \u001b[39m86.52    \u001b[39m | \u001b[39m83.92    \u001b[39m | \u001b[39m7.812    \u001b[39m | \u001b[39m0.9788   \u001b[39m | \u001b[39m0.1322   \u001b[39m | \u001b[39m2.65     \u001b[39m | \u001b[39m8.055    \u001b[39m | \u001b[39m1.1      \u001b[39m | \u001b[39m63.45    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:43:05,266 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1356, R²: 0.0286\n"
     ]
    },
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      "| \u001b[39m515      \u001b[39m | \u001b[39m-1.136   \u001b[39m | \u001b[39m2.433e+04\u001b[39m | \u001b[39m48.58    \u001b[39m | \u001b[39m0.2017   \u001b[39m | \u001b[39m0.4595   \u001b[39m | \u001b[39m1.68     \u001b[39m | \u001b[39m4.609    \u001b[39m | \u001b[39m1.91     \u001b[39m | \u001b[39m22.26    \u001b[39m | \u001b[39m5.025    \u001b[39m | \u001b[39m4.852    \u001b[39m | \u001b[39m8.041    \u001b[39m | \u001b[39m1.812    \u001b[39m | \u001b[39m36.0     \u001b[39m | \u001b[39m9.649    \u001b[39m | \u001b[39m10.54    \u001b[39m | \u001b[39m8.443    \u001b[39m | \u001b[39m0.6356   \u001b[39m | \u001b[39m0.1965   \u001b[39m | \u001b[39m33.74    \u001b[39m | \u001b[39m8.606    \u001b[39m | \u001b[39m0.7177   \u001b[39m | \u001b[39m0.5368   \u001b[39m | \u001b[39m0.2824   \u001b[39m | \u001b[39m187.3    \u001b[39m | \u001b[39m0.9803   \u001b[39m | \u001b[39m32.79    \u001b[39m | \u001b[39m35.13    \u001b[39m | \u001b[39m14.05    \u001b[39m | \u001b[39m83.17    \u001b[39m | \u001b[39m88.65    \u001b[39m | \u001b[39m6.04     \u001b[39m | \u001b[39m0.3871   \u001b[39m | \u001b[39m0.01325  \u001b[39m | \u001b[39m0.7663   \u001b[39m | \u001b[39m9.778    \u001b[39m | \u001b[39m1.809    \u001b[39m | \u001b[39m18.98    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:43:05,808 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.0314, R²: 0.1987\n"
     ]
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      "| \u001b[39m516      \u001b[39m | \u001b[39m-1.031   \u001b[39m | \u001b[39m2.269e+04\u001b[39m | \u001b[39m22.92    \u001b[39m | \u001b[39m0.2736   \u001b[39m | \u001b[39m0.8141   \u001b[39m | \u001b[39m4.949    \u001b[39m | \u001b[39m4.777    \u001b[39m | \u001b[39m2.379    \u001b[39m | \u001b[39m24.43    \u001b[39m | \u001b[39m9.769    \u001b[39m | \u001b[39m8.342    \u001b[39m | \u001b[39m2.384    \u001b[39m | \u001b[39m1.296    \u001b[39m | \u001b[39m8.37     \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m6.723    \u001b[39m | \u001b[39m11.27    \u001b[39m | \u001b[39m0.7337   \u001b[39m | \u001b[39m0.2477   \u001b[39m | \u001b[39m57.08    \u001b[39m | \u001b[39m22.25    \u001b[39m | \u001b[39m0.3064   \u001b[39m | \u001b[39m0.6172   \u001b[39m | \u001b[39m0.0518   \u001b[39m | \u001b[39m36.08    \u001b[39m | \u001b[39m0.3745   \u001b[39m | \u001b[39m17.79    \u001b[39m | \u001b[39m61.0     \u001b[39m | \u001b[39m19.34    \u001b[39m | \u001b[39m90.69    \u001b[39m | \u001b[39m85.15    \u001b[39m | \u001b[39m24.72    \u001b[39m | \u001b[39m0.5878   \u001b[39m | \u001b[39m0.2213   \u001b[39m | \u001b[39m0.8987   \u001b[39m | \u001b[39m8.933    \u001b[39m | \u001b[39m2.506    \u001b[39m | \u001b[39m36.76    \u001b[39m |\n"
     ]
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      "2025-04-09 17:43:07,816 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.3502, R²: 0.9076\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m517      \u001b[39m | \u001b[39m-0.3502  \u001b[39m | \u001b[39m2.44e+04 \u001b[39m | \u001b[39m21.2     \u001b[39m | \u001b[39m0.07322  \u001b[39m | \u001b[39m0.5725   \u001b[39m | \u001b[39m3.486    \u001b[39m | \u001b[39m4.276    \u001b[39m | \u001b[39m1.683    \u001b[39m | \u001b[39m97.06    \u001b[39m | \u001b[39m4.22     \u001b[39m | \u001b[39m38.82    \u001b[39m | \u001b[39m1.113    \u001b[39m | \u001b[39m1.297    \u001b[39m | \u001b[39m11.83    \u001b[39m | \u001b[39m5.619    \u001b[39m | \u001b[39m20.73    \u001b[39m | \u001b[39m8.484    \u001b[39m | \u001b[39m0.802    \u001b[39m | \u001b[39m0.1527   \u001b[39m | \u001b[39m15.89    \u001b[39m | \u001b[39m7.831    \u001b[39m | \u001b[39m0.8429   \u001b[39m | \u001b[39m0.667    \u001b[39m | \u001b[39m0.3107   \u001b[39m | \u001b[39m36.18    \u001b[39m | \u001b[39m0.8513   \u001b[39m | \u001b[39m195.1    \u001b[39m | \u001b[39m10.34    \u001b[39m | \u001b[39m9.572    \u001b[39m | \u001b[39m88.18    \u001b[39m | \u001b[39m93.2     \u001b[39m | \u001b[39m16.39    \u001b[39m | \u001b[39m0.1522   \u001b[39m | \u001b[39m0.7495   \u001b[39m | \u001b[39m1.996    \u001b[39m | \u001b[39m11.81    \u001b[39m | \u001b[39m2.574    \u001b[39m | \u001b[39m52.46    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:43:09,684 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2591, R²: 0.9495\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m518      \u001b[39m | \u001b[39m-0.2591  \u001b[39m | \u001b[39m2.088e+03\u001b[39m | \u001b[39m40.76    \u001b[39m | \u001b[39m0.02702  \u001b[39m | \u001b[39m0.1901   \u001b[39m | \u001b[39m3.913    \u001b[39m | \u001b[39m3.534    \u001b[39m | \u001b[39m0.6804   \u001b[39m | \u001b[39m14.27    \u001b[39m | \u001b[39m4.157    \u001b[39m | \u001b[39m18.44    \u001b[39m | \u001b[39m8.229    \u001b[39m | \u001b[39m0.3338   \u001b[39m | \u001b[39m23.21    \u001b[39m | \u001b[39m12.1     \u001b[39m | \u001b[39m9.946    \u001b[39m | \u001b[39m7.287    \u001b[39m | \u001b[39m0.6875   \u001b[39m | \u001b[39m0.1258   \u001b[39m | \u001b[39m60.94    \u001b[39m | \u001b[39m2.965    \u001b[39m | \u001b[39m0.8279   \u001b[39m | \u001b[39m0.3094   \u001b[39m | \u001b[39m0.5817   \u001b[39m | \u001b[39m14.67    \u001b[39m | \u001b[39m0.3081   \u001b[39m | \u001b[39m179.3    \u001b[39m | \u001b[39m31.92    \u001b[39m | \u001b[39m17.64    \u001b[39m | \u001b[39m89.5     \u001b[39m | \u001b[39m78.04    \u001b[39m | \u001b[39m18.38    \u001b[39m | \u001b[39m0.1423   \u001b[39m | \u001b[39m0.9435   \u001b[39m | \u001b[39m1.445    \u001b[39m | \u001b[39m10.25    \u001b[39m | \u001b[39m1.031    \u001b[39m | \u001b[39m60.82    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:11,851 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.3065, R²: 0.9292\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m519      \u001b[39m | \u001b[39m-0.3065  \u001b[39m | \u001b[39m5.907e+04\u001b[39m | \u001b[39m15.13    \u001b[39m | \u001b[39m0.1959   \u001b[39m | \u001b[39m0.1667   \u001b[39m | \u001b[39m4.316    \u001b[39m | \u001b[39m2.102    \u001b[39m | \u001b[39m2.191    \u001b[39m | \u001b[39m70.31    \u001b[39m | \u001b[39m9.441    \u001b[39m | \u001b[39m39.95    \u001b[39m | \u001b[39m4.68     \u001b[39m | \u001b[39m1.789    \u001b[39m | \u001b[39m11.77    \u001b[39m | \u001b[39m2.601    \u001b[39m | \u001b[39m17.55    \u001b[39m | \u001b[39m7.77     \u001b[39m | \u001b[39m0.8418   \u001b[39m | \u001b[39m0.191    \u001b[39m | \u001b[39m28.59    \u001b[39m | \u001b[39m31.37    \u001b[39m | \u001b[39m0.8265   \u001b[39m | \u001b[39m0.1      \u001b[39m | \u001b[39m0.8896   \u001b[39m | \u001b[39m155.8    \u001b[39m | \u001b[39m0.578    \u001b[39m | \u001b[39m25.8     \u001b[39m | \u001b[39m46.16    \u001b[39m | \u001b[39m13.12    \u001b[39m | \u001b[39m82.32    \u001b[39m | \u001b[39m83.34    \u001b[39m | \u001b[39m10.69    \u001b[39m | \u001b[39m0.2442   \u001b[39m | \u001b[39m0.7332   \u001b[39m | \u001b[39m1.576    \u001b[39m | \u001b[39m11.31    \u001b[39m | \u001b[39m3.236    \u001b[39m | \u001b[39m10.9     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:12,515 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1529, R²: -0.0013\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m520      \u001b[39m | \u001b[39m-1.153   \u001b[39m | \u001b[39m9.236e+04\u001b[39m | \u001b[39m14.77    \u001b[39m | \u001b[39m0.0909   \u001b[39m | \u001b[39m0.3165   \u001b[39m | \u001b[39m2.062    \u001b[39m | \u001b[39m3.124    \u001b[39m | \u001b[39m0.4428   \u001b[39m | \u001b[39m84.67    \u001b[39m | \u001b[39m3.544    \u001b[39m | \u001b[39m14.27    \u001b[39m | \u001b[39m4.445    \u001b[39m | \u001b[39m2.643    \u001b[39m | \u001b[39m28.92    \u001b[39m | \u001b[39m19.91    \u001b[39m | \u001b[39m18.04    \u001b[39m | \u001b[39m12.11    \u001b[39m | \u001b[39m0.6303   \u001b[39m | \u001b[39m0.1052   \u001b[39m | \u001b[39m47.92    \u001b[39m | \u001b[39m8.725    \u001b[39m | \u001b[39m0.1129   \u001b[39m | \u001b[39m0.7595   \u001b[39m | \u001b[39m0.09844  \u001b[39m | \u001b[39m107.4    \u001b[39m | \u001b[39m0.9018   \u001b[39m | \u001b[39m132.1    \u001b[39m | \u001b[39m82.58    \u001b[39m | \u001b[39m17.05    \u001b[39m | \u001b[39m84.73    \u001b[39m | \u001b[39m76.74    \u001b[39m | \u001b[39m10.52    \u001b[39m | \u001b[39m0.3192   \u001b[39m | \u001b[39m0.1875   \u001b[39m | \u001b[39m1.615    \u001b[39m | \u001b[39m8.211    \u001b[39m | \u001b[39m4.83     \u001b[39m | \u001b[39m35.33    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:13,105 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.5050, R²: 0.8079\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m521      \u001b[39m | \u001b[39m-0.505   \u001b[39m | \u001b[39m1.525e+04\u001b[39m | \u001b[39m24.54    \u001b[39m | \u001b[39m0.1567   \u001b[39m | \u001b[39m0.3647   \u001b[39m | \u001b[39m4.575    \u001b[39m | \u001b[39m1.264    \u001b[39m | \u001b[39m0.1672   \u001b[39m | \u001b[39m91.93    \u001b[39m | \u001b[39m5.933    \u001b[39m | \u001b[39m32.95    \u001b[39m | \u001b[39m7.087    \u001b[39m | \u001b[39m1.557    \u001b[39m | \u001b[39m7.249    \u001b[39m | \u001b[39m22.59    \u001b[39m | \u001b[39m16.04    \u001b[39m | \u001b[39m10.25    \u001b[39m | \u001b[39m0.9371   \u001b[39m | \u001b[39m0.1496   \u001b[39m | \u001b[39m73.09    \u001b[39m | \u001b[39m34.62    \u001b[39m | \u001b[39m0.1762   \u001b[39m | \u001b[39m0.491    \u001b[39m | \u001b[39m0.919    \u001b[39m | \u001b[39m141.2    \u001b[39m | \u001b[39m0.9692   \u001b[39m | \u001b[39m87.37    \u001b[39m | \u001b[39m90.29    \u001b[39m | \u001b[39m19.62    \u001b[39m | \u001b[39m92.73    \u001b[39m | \u001b[39m75.72    \u001b[39m | \u001b[39m6.283    \u001b[39m | \u001b[39m0.4608   \u001b[39m | \u001b[39m0.059    \u001b[39m | \u001b[39m0.1428   \u001b[39m | \u001b[39m12.09    \u001b[39m | \u001b[39m2.989    \u001b[39m | \u001b[39m15.2     \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:13,790 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.7999, R²: 0.5181\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m522      \u001b[39m | \u001b[39m-0.7999  \u001b[39m | \u001b[39m6.081e+04\u001b[39m | \u001b[39m33.87    \u001b[39m | \u001b[39m0.2443   \u001b[39m | \u001b[39m0.2103   \u001b[39m | \u001b[39m1.848    \u001b[39m | \u001b[39m4.604    \u001b[39m | \u001b[39m1.247    \u001b[39m | \u001b[39m20.94    \u001b[39m | \u001b[39m7.839    \u001b[39m | \u001b[39m28.83    \u001b[39m | \u001b[39m8.466    \u001b[39m | \u001b[39m0.02504  \u001b[39m | \u001b[39m2.572    \u001b[39m | \u001b[39m11.77    \u001b[39m | \u001b[39m24.62    \u001b[39m | \u001b[39m11.92    \u001b[39m | \u001b[39m0.9302   \u001b[39m | \u001b[39m0.3615   \u001b[39m | \u001b[39m78.09    \u001b[39m | \u001b[39m10.36    \u001b[39m | \u001b[39m0.7741   \u001b[39m | \u001b[39m0.7804   \u001b[39m | \u001b[39m0.2303   \u001b[39m | \u001b[39m90.82    \u001b[39m | \u001b[39m0.2686   \u001b[39m | \u001b[39m30.08    \u001b[39m | \u001b[39m38.76    \u001b[39m | \u001b[39m17.81    \u001b[39m | \u001b[39m93.95    \u001b[39m | \u001b[39m87.82    \u001b[39m | \u001b[39m9.373    \u001b[39m | \u001b[39m0.04001  \u001b[39m | \u001b[39m0.216    \u001b[39m | \u001b[39m2.691    \u001b[39m | \u001b[39m9.735    \u001b[39m | \u001b[39m3.81     \u001b[39m | \u001b[39m10.35    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:14,355 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0724, R²: 0.9960\n"
     ]
    },
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      "| \u001b[39m523      \u001b[39m | \u001b[39m-0.07244 \u001b[39m | \u001b[39m5.045e+04\u001b[39m | \u001b[39m20.5     \u001b[39m | \u001b[39m0.2439   \u001b[39m | \u001b[39m0.3504   \u001b[39m | \u001b[39m3.947    \u001b[39m | \u001b[39m3.278    \u001b[39m | \u001b[39m1.946    \u001b[39m | \u001b[39m34.72    \u001b[39m | \u001b[39m4.764    \u001b[39m | \u001b[39m4.026    \u001b[39m | \u001b[39m3.814    \u001b[39m | \u001b[39m1.682    \u001b[39m | \u001b[39m15.73    \u001b[39m | \u001b[39m3.844    \u001b[39m | \u001b[39m27.64    \u001b[39m | \u001b[39m9.99     \u001b[39m | \u001b[39m0.8236   \u001b[39m | \u001b[39m0.1213   \u001b[39m | \u001b[39m71.49    \u001b[39m | \u001b[39m21.14    \u001b[39m | \u001b[39m0.653    \u001b[39m | \u001b[39m0.1012   \u001b[39m | \u001b[39m0.07978  \u001b[39m | \u001b[39m62.93    \u001b[39m | \u001b[39m0.01932  \u001b[39m | \u001b[39m10.64    \u001b[39m | \u001b[39m29.6     \u001b[39m | \u001b[39m12.3     \u001b[39m | \u001b[39m88.77    \u001b[39m | \u001b[39m92.61    \u001b[39m | \u001b[39m18.94    \u001b[39m | \u001b[39m0.4196   \u001b[39m | \u001b[39m0.277    \u001b[39m | \u001b[39m2.236    \u001b[39m | \u001b[39m12.12    \u001b[39m | \u001b[39m1.956    \u001b[39m | \u001b[39m69.19    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:43:14,998 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.2400, R²: 0.9566\n"
     ]
    },
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      "| \u001b[39m524      \u001b[39m | \u001b[39m-0.24    \u001b[39m | \u001b[39m7.762e+04\u001b[39m | \u001b[39m34.34    \u001b[39m | \u001b[39m0.0363   \u001b[39m | \u001b[39m0.7319   \u001b[39m | \u001b[39m3.203    \u001b[39m | \u001b[39m2.903    \u001b[39m | \u001b[39m1.542    \u001b[39m | \u001b[39m30.77    \u001b[39m | \u001b[39m1.13     \u001b[39m | \u001b[39m41.19    \u001b[39m | \u001b[39m8.707    \u001b[39m | \u001b[39m0.1279   \u001b[39m | \u001b[39m34.42    \u001b[39m | \u001b[39m16.47    \u001b[39m | \u001b[39m5.94     \u001b[39m | \u001b[39m8.306    \u001b[39m | \u001b[39m0.9726   \u001b[39m | \u001b[39m0.3323   \u001b[39m | \u001b[39m54.74    \u001b[39m | \u001b[39m32.13    \u001b[39m | \u001b[39m0.8992   \u001b[39m | \u001b[39m0.5166   \u001b[39m | \u001b[39m0.1057   \u001b[39m | \u001b[39m97.7     \u001b[39m | \u001b[39m0.02061  \u001b[39m | \u001b[39m124.5    \u001b[39m | \u001b[39m7.469    \u001b[39m | \u001b[39m19.82    \u001b[39m | \u001b[39m84.12    \u001b[39m | \u001b[39m82.46    \u001b[39m | \u001b[39m16.51    \u001b[39m | \u001b[39m0.186    \u001b[39m | \u001b[39m0.7853   \u001b[39m | \u001b[39m2.823    \u001b[39m | \u001b[39m8.495    \u001b[39m | \u001b[39m4.37     \u001b[39m | \u001b[39m47.48    \u001b[39m |\n"
     ]
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      "2025-04-09 17:43:15,849 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.2089, R²: 0.9671\n"
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      "| \u001b[39m525      \u001b[39m | \u001b[39m-0.2089  \u001b[39m | \u001b[39m1.681e+04\u001b[39m | \u001b[39m37.83    \u001b[39m | \u001b[39m0.02361  \u001b[39m | \u001b[39m0.9344   \u001b[39m | \u001b[39m2.827    \u001b[39m | \u001b[39m4.735    \u001b[39m | \u001b[39m1.886    \u001b[39m | \u001b[39m58.43    \u001b[39m | \u001b[39m6.874    \u001b[39m | \u001b[39m46.4     \u001b[39m | \u001b[39m4.948    \u001b[39m | \u001b[39m3.324    \u001b[39m | \u001b[39m35.32    \u001b[39m | \u001b[39m16.88    \u001b[39m | \u001b[39m13.39    \u001b[39m | \u001b[39m12.71    \u001b[39m | \u001b[39m0.6856   \u001b[39m | \u001b[39m0.2468   \u001b[39m | \u001b[39m73.84    \u001b[39m | \u001b[39m12.29    \u001b[39m | \u001b[39m0.4056   \u001b[39m | \u001b[39m0.9076   \u001b[39m | \u001b[39m0.4602   \u001b[39m | \u001b[39m171.4    \u001b[39m | \u001b[39m0.2798   \u001b[39m | \u001b[39m111.3    \u001b[39m | \u001b[39m7.595    \u001b[39m | \u001b[39m7.262    \u001b[39m | \u001b[39m94.54    \u001b[39m | \u001b[39m80.18    \u001b[39m | \u001b[39m8.658    \u001b[39m | \u001b[39m0.7141   \u001b[39m | \u001b[39m0.836    \u001b[39m | \u001b[39m2.877    \u001b[39m | \u001b[39m7.605    \u001b[39m | \u001b[39m1.357    \u001b[39m | \u001b[39m50.2     \u001b[39m |\n"
     ]
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      "2025-04-09 17:43:16,528 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.8627, R²: 0.4394\n"
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      "| \u001b[39m526      \u001b[39m | \u001b[39m-0.8627  \u001b[39m | \u001b[39m2.33e+04 \u001b[39m | \u001b[39m31.4     \u001b[39m | \u001b[39m0.1768   \u001b[39m | \u001b[39m0.5998   \u001b[39m | \u001b[39m2.695    \u001b[39m | \u001b[39m1.202    \u001b[39m | \u001b[39m0.9004   \u001b[39m | \u001b[39m11.72    \u001b[39m | \u001b[39m5.736    \u001b[39m | \u001b[39m44.51    \u001b[39m | \u001b[39m9.283    \u001b[39m | \u001b[39m3.407    \u001b[39m | \u001b[39m45.22    \u001b[39m | \u001b[39m2.823    \u001b[39m | \u001b[39m6.065    \u001b[39m | \u001b[39m7.558    \u001b[39m | \u001b[39m0.7503   \u001b[39m | \u001b[39m0.01184  \u001b[39m | \u001b[39m73.88    \u001b[39m | \u001b[39m0.3827   \u001b[39m | \u001b[39m0.6526   \u001b[39m | \u001b[39m0.4693   \u001b[39m | \u001b[39m0.09805  \u001b[39m | \u001b[39m163.5    \u001b[39m | \u001b[39m0.001513 \u001b[39m | \u001b[39m13.63    \u001b[39m | \u001b[39m52.6     \u001b[39m | \u001b[39m5.1      \u001b[39m | \u001b[39m87.09    \u001b[39m | \u001b[39m77.36    \u001b[39m | \u001b[39m6.34     \u001b[39m | \u001b[39m0.4828   \u001b[39m | \u001b[39m0.3726   \u001b[39m | \u001b[39m1.045    \u001b[39m | \u001b[39m9.459    \u001b[39m | \u001b[39m3.383    \u001b[39m | \u001b[39m51.56    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:43:18,499 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7589, R²: 0.5662\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m527      \u001b[39m | \u001b[39m-0.7589  \u001b[39m | \u001b[39m8.086e+04\u001b[39m | \u001b[39m14.79    \u001b[39m | \u001b[39m0.254    \u001b[39m | \u001b[39m0.5212   \u001b[39m | \u001b[39m1.535    \u001b[39m | \u001b[39m2.224    \u001b[39m | \u001b[39m1.213    \u001b[39m | \u001b[39m75.54    \u001b[39m | \u001b[39m5.933    \u001b[39m | \u001b[39m12.79    \u001b[39m | \u001b[39m9.2      \u001b[39m | \u001b[39m0.6594   \u001b[39m | \u001b[39m21.78    \u001b[39m | \u001b[39m5.514    \u001b[39m | \u001b[39m13.61    \u001b[39m | \u001b[39m12.5     \u001b[39m | \u001b[39m0.6068   \u001b[39m | \u001b[39m0.242    \u001b[39m | \u001b[39m66.83    \u001b[39m | \u001b[39m33.05    \u001b[39m | \u001b[39m0.5559   \u001b[39m | \u001b[39m0.9065   \u001b[39m | \u001b[39m0.4049   \u001b[39m | \u001b[39m34.17    \u001b[39m | \u001b[39m0.6342   \u001b[39m | \u001b[39m197.7    \u001b[39m | \u001b[39m25.92    \u001b[39m | \u001b[39m15.89    \u001b[39m | \u001b[39m81.59    \u001b[39m | \u001b[39m82.32    \u001b[39m | \u001b[39m5.252    \u001b[39m | \u001b[39m0.9084   \u001b[39m | \u001b[39m0.258    \u001b[39m | \u001b[39m1.561    \u001b[39m | \u001b[39m9.611    \u001b[39m | \u001b[39m1.491    \u001b[39m | \u001b[39m10.2     \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:43:19,212 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1443, R²: 0.0138\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m528      \u001b[39m | \u001b[39m-1.144   \u001b[39m | \u001b[39m8.41e+04 \u001b[39m | \u001b[39m17.96    \u001b[39m | \u001b[39m0.2603   \u001b[39m | \u001b[39m0.8738   \u001b[39m | \u001b[39m4.905    \u001b[39m | \u001b[39m2.656    \u001b[39m | \u001b[39m2.732    \u001b[39m | \u001b[39m85.79    \u001b[39m | \u001b[39m2.878    \u001b[39m | \u001b[39m14.57    \u001b[39m | \u001b[39m9.088    \u001b[39m | \u001b[39m3.453    \u001b[39m | \u001b[39m37.62    \u001b[39m | \u001b[39m25.87    \u001b[39m | \u001b[39m22.66    \u001b[39m | \u001b[39m12.09    \u001b[39m | \u001b[39m0.6196   \u001b[39m | \u001b[39m0.07248  \u001b[39m | \u001b[39m40.01    \u001b[39m | \u001b[39m19.18    \u001b[39m | \u001b[39m0.3554   \u001b[39m | \u001b[39m0.4881   \u001b[39m | \u001b[39m0.4521   \u001b[39m | \u001b[39m88.16    \u001b[39m | \u001b[39m0.6444   \u001b[39m | \u001b[39m67.07    \u001b[39m | \u001b[39m53.25    \u001b[39m | \u001b[39m9.439    \u001b[39m | \u001b[39m84.66    \u001b[39m | \u001b[39m94.23    \u001b[39m | \u001b[39m7.88     \u001b[39m | \u001b[39m0.9882   \u001b[39m | \u001b[39m0.2747   \u001b[39m | \u001b[39m0.5869   \u001b[39m | \u001b[39m9.845    \u001b[39m | \u001b[39m1.042    \u001b[39m | \u001b[39m27.13    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:19,929 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2115, R²: 0.9663\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m529      \u001b[39m | \u001b[39m-0.2115  \u001b[39m | \u001b[39m4.083e+04\u001b[39m | \u001b[39m43.88    \u001b[39m | \u001b[39m0.1583   \u001b[39m | \u001b[39m0.5253   \u001b[39m | \u001b[39m2.369    \u001b[39m | \u001b[39m1.793    \u001b[39m | \u001b[39m2.951    \u001b[39m | \u001b[39m60.33    \u001b[39m | \u001b[39m6.243    \u001b[39m | \u001b[39m4.352    \u001b[39m | \u001b[39m5.804    \u001b[39m | \u001b[39m1.403    \u001b[39m | \u001b[39m10.27    \u001b[39m | \u001b[39m18.62    \u001b[39m | \u001b[39m18.09    \u001b[39m | \u001b[39m11.97    \u001b[39m | \u001b[39m0.8592   \u001b[39m | \u001b[39m0.2279   \u001b[39m | \u001b[39m22.5     \u001b[39m | \u001b[39m13.51    \u001b[39m | \u001b[39m0.7015   \u001b[39m | \u001b[39m0.4357   \u001b[39m | \u001b[39m0.641    \u001b[39m | \u001b[39m104.4    \u001b[39m | \u001b[39m0.8349   \u001b[39m | \u001b[39m56.25    \u001b[39m | \u001b[39m39.43    \u001b[39m | \u001b[39m13.94    \u001b[39m | \u001b[39m89.95    \u001b[39m | \u001b[39m94.04    \u001b[39m | \u001b[39m11.9     \u001b[39m | \u001b[39m0.9884   \u001b[39m | \u001b[39m0.05607  \u001b[39m | \u001b[39m0.1358   \u001b[39m | \u001b[39m10.81    \u001b[39m | \u001b[39m2.218    \u001b[39m | \u001b[39m79.93    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:21,741 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.2855, R²: 0.9386\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m530      \u001b[39m | \u001b[39m-0.2855  \u001b[39m | \u001b[39m4.235e+04\u001b[39m | \u001b[39m29.83    \u001b[39m | \u001b[39m0.02763  \u001b[39m | \u001b[39m0.7656   \u001b[39m | \u001b[39m4.486    \u001b[39m | \u001b[39m4.533    \u001b[39m | \u001b[39m1.947    \u001b[39m | \u001b[39m92.39    \u001b[39m | \u001b[39m3.882    \u001b[39m | \u001b[39m20.61    \u001b[39m | \u001b[39m4.509    \u001b[39m | \u001b[39m3.363    \u001b[39m | \u001b[39m46.33    \u001b[39m | \u001b[39m28.13    \u001b[39m | \u001b[39m20.02    \u001b[39m | \u001b[39m7.481    \u001b[39m | \u001b[39m0.9866   \u001b[39m | \u001b[39m0.293    \u001b[39m | \u001b[39m27.78    \u001b[39m | \u001b[39m8.289    \u001b[39m | \u001b[39m0.9622   \u001b[39m | \u001b[39m0.7719   \u001b[39m | \u001b[39m0.4745   \u001b[39m | \u001b[39m180.7    \u001b[39m | \u001b[39m0.2843   \u001b[39m | \u001b[39m35.34    \u001b[39m | \u001b[39m2.895    \u001b[39m | \u001b[39m9.599    \u001b[39m | \u001b[39m91.4     \u001b[39m | \u001b[39m86.44    \u001b[39m | \u001b[39m20.23    \u001b[39m | \u001b[39m0.5802   \u001b[39m | \u001b[39m0.9146   \u001b[39m | \u001b[39m2.848    \u001b[39m | \u001b[39m11.41    \u001b[39m | \u001b[39m3.715    \u001b[39m | \u001b[39m13.91    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:43:22,253 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.3467, R²: 0.9095\n"
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    },
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      "| \u001b[39m531      \u001b[39m | \u001b[39m-0.3467  \u001b[39m | \u001b[39m7.79e+04 \u001b[39m | \u001b[39m19.17    \u001b[39m | \u001b[39m0.06685  \u001b[39m | \u001b[39m0.06843  \u001b[39m | \u001b[39m2.032    \u001b[39m | \u001b[39m3.592    \u001b[39m | \u001b[39m0.8867   \u001b[39m | \u001b[39m4.444    \u001b[39m | \u001b[39m4.823    \u001b[39m | \u001b[39m17.17    \u001b[39m | \u001b[39m7.588    \u001b[39m | \u001b[39m2.63     \u001b[39m | \u001b[39m48.47    \u001b[39m | \u001b[39m23.38    \u001b[39m | \u001b[39m25.74    \u001b[39m | \u001b[39m7.123    \u001b[39m | \u001b[39m0.9298   \u001b[39m | \u001b[39m0.01062  \u001b[39m | \u001b[39m51.91    \u001b[39m | \u001b[39m8.199    \u001b[39m | \u001b[39m0.01674  \u001b[39m | \u001b[39m0.3707   \u001b[39m | \u001b[39m0.02108  \u001b[39m | \u001b[39m168.4    \u001b[39m | \u001b[39m0.4451   \u001b[39m | \u001b[39m133.5    \u001b[39m | \u001b[39m15.43    \u001b[39m | \u001b[39m19.4     \u001b[39m | \u001b[39m86.22    \u001b[39m | \u001b[39m92.6     \u001b[39m | \u001b[39m14.05    \u001b[39m | \u001b[39m0.0208   \u001b[39m | \u001b[39m0.6343   \u001b[39m | \u001b[39m2.743    \u001b[39m | \u001b[39m9.11     \u001b[39m | \u001b[39m4.25     \u001b[39m | \u001b[39m68.64    \u001b[39m |\n"
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      "2025-04-09 17:43:24,283 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 1.0648, R²: 0.1459\n"
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    },
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      "| \u001b[39m532      \u001b[39m | \u001b[39m-1.065   \u001b[39m | \u001b[39m8.153e+04\u001b[39m | \u001b[39m22.56    \u001b[39m | \u001b[39m0.1224   \u001b[39m | \u001b[39m0.6908   \u001b[39m | \u001b[39m3.99     \u001b[39m | \u001b[39m1.591    \u001b[39m | \u001b[39m1.793    \u001b[39m | \u001b[39m47.5     \u001b[39m | \u001b[39m4.364    \u001b[39m | \u001b[39m23.66    \u001b[39m | \u001b[39m1.172    \u001b[39m | \u001b[39m1.642    \u001b[39m | \u001b[39m32.5     \u001b[39m | \u001b[39m12.7     \u001b[39m | \u001b[39m11.84    \u001b[39m | \u001b[39m12.85    \u001b[39m | \u001b[39m0.6756   \u001b[39m | \u001b[39m0.2281   \u001b[39m | \u001b[39m86.71    \u001b[39m | \u001b[39m1.551    \u001b[39m | \u001b[39m0.3082   \u001b[39m | \u001b[39m0.1351   \u001b[39m | \u001b[39m0.6194   \u001b[39m | \u001b[39m190.3    \u001b[39m | \u001b[39m0.4027   \u001b[39m | \u001b[39m147.1    \u001b[39m | \u001b[39m96.06    \u001b[39m | \u001b[39m16.53    \u001b[39m | \u001b[39m93.21    \u001b[39m | \u001b[39m83.9     \u001b[39m | \u001b[39m15.72    \u001b[39m | \u001b[39m0.08109  \u001b[39m | \u001b[39m0.4485   \u001b[39m | \u001b[39m2.012    \u001b[39m | \u001b[39m12.3     \u001b[39m | \u001b[39m3.649    \u001b[39m | \u001b[39m60.11    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:43:25,726 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0974, R²: 0.9928\n"
     ]
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      "| \u001b[39m533      \u001b[39m | \u001b[39m-0.09744 \u001b[39m | \u001b[39m7.82e+04 \u001b[39m | \u001b[39m40.83    \u001b[39m | \u001b[39m0.1792   \u001b[39m | \u001b[39m0.6404   \u001b[39m | \u001b[39m1.331    \u001b[39m | \u001b[39m2.244    \u001b[39m | \u001b[39m2.678    \u001b[39m | \u001b[39m41.76    \u001b[39m | \u001b[39m6.182    \u001b[39m | \u001b[39m32.21    \u001b[39m | \u001b[39m8.546    \u001b[39m | \u001b[39m2.321    \u001b[39m | \u001b[39m3.602    \u001b[39m | \u001b[39m7.961    \u001b[39m | \u001b[39m12.05    \u001b[39m | \u001b[39m8.871    \u001b[39m | \u001b[39m0.9916   \u001b[39m | \u001b[39m0.2053   \u001b[39m | \u001b[39m61.62    \u001b[39m | \u001b[39m20.72    \u001b[39m | \u001b[39m0.5756   \u001b[39m | \u001b[39m0.2454   \u001b[39m | \u001b[39m0.263    \u001b[39m | \u001b[39m189.3    \u001b[39m | \u001b[39m0.258    \u001b[39m | \u001b[39m65.57    \u001b[39m | \u001b[39m67.09    \u001b[39m | \u001b[39m11.03    \u001b[39m | \u001b[39m80.35    \u001b[39m | \u001b[39m80.86    \u001b[39m | \u001b[39m24.82    \u001b[39m | \u001b[39m0.5701   \u001b[39m | \u001b[39m0.2821   \u001b[39m | \u001b[39m0.7772   \u001b[39m | \u001b[39m9.929    \u001b[39m | \u001b[39m4.927    \u001b[39m | \u001b[39m10.15    \u001b[39m |\n"
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      "2025-04-09 17:43:28,470 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.1210, R²: 0.9890\n"
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      "| \u001b[39m534      \u001b[39m | \u001b[39m-0.121   \u001b[39m | \u001b[39m301.9    \u001b[39m | \u001b[39m39.85    \u001b[39m | \u001b[39m0.2018   \u001b[39m | \u001b[39m0.1567   \u001b[39m | \u001b[39m1.957    \u001b[39m | \u001b[39m2.577    \u001b[39m | \u001b[39m2.469    \u001b[39m | \u001b[39m76.17    \u001b[39m | \u001b[39m4.882    \u001b[39m | \u001b[39m47.7     \u001b[39m | \u001b[39m3.88     \u001b[39m | \u001b[39m3.733    \u001b[39m | \u001b[39m5.882    \u001b[39m | \u001b[39m19.12    \u001b[39m | \u001b[39m11.7     \u001b[39m | \u001b[39m11.74    \u001b[39m | \u001b[39m0.7715   \u001b[39m | \u001b[39m0.3611   \u001b[39m | \u001b[39m88.42    \u001b[39m | \u001b[39m13.93    \u001b[39m | \u001b[39m0.4136   \u001b[39m | \u001b[39m0.3024   \u001b[39m | \u001b[39m0.9963   \u001b[39m | \u001b[39m193.8    \u001b[39m | \u001b[39m0.09332  \u001b[39m | \u001b[39m97.07    \u001b[39m | \u001b[39m4.167    \u001b[39m | \u001b[39m5.869    \u001b[39m | \u001b[39m80.61    \u001b[39m | \u001b[39m80.3     \u001b[39m | \u001b[39m10.44    \u001b[39m | \u001b[39m0.6915   \u001b[39m | \u001b[39m0.1798   \u001b[39m | \u001b[39m1.826    \u001b[39m | \u001b[39m12.84    \u001b[39m | \u001b[39m1.144    \u001b[39m | \u001b[39m3.228    \u001b[39m |\n"
     ]
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      "2025-04-09 17:43:30,364 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.2461, R²: 0.9544\n"
     ]
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      "| \u001b[39m535      \u001b[39m | \u001b[39m-0.2461  \u001b[39m | \u001b[39m9.211e+04\u001b[39m | \u001b[39m30.65    \u001b[39m | \u001b[39m0.08849  \u001b[39m | \u001b[39m0.9098   \u001b[39m | \u001b[39m2.938    \u001b[39m | \u001b[39m4.483    \u001b[39m | \u001b[39m1.272    \u001b[39m | \u001b[39m22.09    \u001b[39m | \u001b[39m9.03     \u001b[39m | \u001b[39m2.232    \u001b[39m | \u001b[39m6.881    \u001b[39m | \u001b[39m2.14     \u001b[39m | \u001b[39m49.74    \u001b[39m | \u001b[39m4.681    \u001b[39m | \u001b[39m25.96    \u001b[39m | \u001b[39m12.38    \u001b[39m | \u001b[39m0.644    \u001b[39m | \u001b[39m0.122    \u001b[39m | \u001b[39m51.24    \u001b[39m | \u001b[39m35.42    \u001b[39m | \u001b[39m0.952    \u001b[39m | \u001b[39m0.182    \u001b[39m | \u001b[39m0.8868   \u001b[39m | \u001b[39m194.8    \u001b[39m | \u001b[39m0.119    \u001b[39m | \u001b[39m135.4    \u001b[39m | \u001b[39m3.835    \u001b[39m | \u001b[39m9.256    \u001b[39m | \u001b[39m84.28    \u001b[39m | \u001b[39m81.11    \u001b[39m | \u001b[39m24.55    \u001b[39m | \u001b[39m0.1762   \u001b[39m | \u001b[39m0.5795   \u001b[39m | \u001b[39m0.9161   \u001b[39m | \u001b[39m9.909    \u001b[39m | \u001b[39m3.216    \u001b[39m | \u001b[39m40.05    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:43:32,937 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.1089, R²: 0.9911\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m536      \u001b[39m | \u001b[39m-0.1089  \u001b[39m | \u001b[39m4.408e+04\u001b[39m | \u001b[39m28.42    \u001b[39m | \u001b[39m0.2192   \u001b[39m | \u001b[39m0.3872   \u001b[39m | \u001b[39m3.91     \u001b[39m | \u001b[39m2.654    \u001b[39m | \u001b[39m0.5249   \u001b[39m | \u001b[39m5.321    \u001b[39m | \u001b[39m9.423    \u001b[39m | \u001b[39m6.611    \u001b[39m | \u001b[39m7.214    \u001b[39m | \u001b[39m0.5344   \u001b[39m | \u001b[39m13.35    \u001b[39m | \u001b[39m11.81    \u001b[39m | \u001b[39m16.72    \u001b[39m | \u001b[39m8.554    \u001b[39m | \u001b[39m0.9626   \u001b[39m | \u001b[39m0.1699   \u001b[39m | \u001b[39m60.8     \u001b[39m | \u001b[39m20.63    \u001b[39m | \u001b[39m0.6968   \u001b[39m | \u001b[39m0.01389  \u001b[39m | \u001b[39m0.214    \u001b[39m | \u001b[39m48.95    \u001b[39m | \u001b[39m0.352    \u001b[39m | \u001b[39m198.1    \u001b[39m | \u001b[39m88.33    \u001b[39m | \u001b[39m10.34    \u001b[39m | \u001b[39m89.19    \u001b[39m | \u001b[39m86.37    \u001b[39m | \u001b[39m5.563    \u001b[39m | \u001b[39m0.2014   \u001b[39m | \u001b[39m0.007956 \u001b[39m | \u001b[39m1.584    \u001b[39m | \u001b[39m11.07    \u001b[39m | \u001b[39m3.948    \u001b[39m | \u001b[39m13.55    \u001b[39m |\n"
     ]
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      "2025-04-09 17:43:33,492 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.7240, R²: 0.6051\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m537      \u001b[39m | \u001b[39m-0.724   \u001b[39m | \u001b[39m9.958e+04\u001b[39m | \u001b[39m38.15    \u001b[39m | \u001b[39m0.1746   \u001b[39m | \u001b[39m0.1539   \u001b[39m | \u001b[39m2.664    \u001b[39m | \u001b[39m3.599    \u001b[39m | \u001b[39m2.242    \u001b[39m | \u001b[39m88.27    \u001b[39m | \u001b[39m1.606    \u001b[39m | \u001b[39m27.27    \u001b[39m | \u001b[39m5.337    \u001b[39m | \u001b[39m2.981    \u001b[39m | \u001b[39m30.41    \u001b[39m | \u001b[39m28.24    \u001b[39m | \u001b[39m16.11    \u001b[39m | \u001b[39m12.83    \u001b[39m | \u001b[39m0.9275   \u001b[39m | \u001b[39m0.3772   \u001b[39m | \u001b[39m91.43    \u001b[39m | \u001b[39m27.58    \u001b[39m | \u001b[39m0.4968   \u001b[39m | \u001b[39m0.406    \u001b[39m | \u001b[39m0.4681   \u001b[39m | \u001b[39m44.5     \u001b[39m | \u001b[39m0.5919   \u001b[39m | \u001b[39m30.73    \u001b[39m | \u001b[39m78.36    \u001b[39m | \u001b[39m19.97    \u001b[39m | \u001b[39m87.48    \u001b[39m | \u001b[39m83.52    \u001b[39m | \u001b[39m11.79    \u001b[39m | \u001b[39m0.5811   \u001b[39m | \u001b[39m0.601    \u001b[39m | \u001b[39m1.895    \u001b[39m | \u001b[39m12.45    \u001b[39m | \u001b[39m2.038    \u001b[39m | \u001b[39m45.56    \u001b[39m |\n"
     ]
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      "2025-04-09 17:43:34,068 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1394, R²: 0.0222\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m538      \u001b[39m | \u001b[39m-1.139   \u001b[39m | \u001b[39m1.275e+04\u001b[39m | \u001b[39m30.63    \u001b[39m | \u001b[39m0.03859  \u001b[39m | \u001b[39m0.4754   \u001b[39m | \u001b[39m2.274    \u001b[39m | \u001b[39m2.673    \u001b[39m | \u001b[39m2.406    \u001b[39m | \u001b[39m7.649    \u001b[39m | \u001b[39m4.887    \u001b[39m | \u001b[39m49.21    \u001b[39m | \u001b[39m3.64     \u001b[39m | \u001b[39m1.375    \u001b[39m | \u001b[39m46.32    \u001b[39m | \u001b[39m27.11    \u001b[39m | \u001b[39m6.828    \u001b[39m | \u001b[39m9.145    \u001b[39m | \u001b[39m0.843    \u001b[39m | \u001b[39m0.1185   \u001b[39m | \u001b[39m71.08    \u001b[39m | \u001b[39m1.244    \u001b[39m | \u001b[39m0.9418   \u001b[39m | \u001b[39m0.406    \u001b[39m | \u001b[39m0.7943   \u001b[39m | \u001b[39m191.2    \u001b[39m | \u001b[39m0.027    \u001b[39m | \u001b[39m127.4    \u001b[39m | \u001b[39m61.82    \u001b[39m | \u001b[39m16.4     \u001b[39m | \u001b[39m92.01    \u001b[39m | \u001b[39m88.93    \u001b[39m | \u001b[39m14.19    \u001b[39m | \u001b[39m0.9775   \u001b[39m | \u001b[39m0.8671   \u001b[39m | \u001b[39m1.466    \u001b[39m | \u001b[39m7.011    \u001b[39m | \u001b[39m4.399    \u001b[39m | \u001b[39m43.32    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:43:36,448 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.3329, R²: 0.9165\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m539      \u001b[39m | \u001b[39m-0.3329  \u001b[39m | \u001b[39m9.717e+04\u001b[39m | \u001b[39m40.2     \u001b[39m | \u001b[39m0.07664  \u001b[39m | \u001b[39m0.08232  \u001b[39m | \u001b[39m2.414    \u001b[39m | \u001b[39m4.967    \u001b[39m | \u001b[39m2.893    \u001b[39m | \u001b[39m95.59    \u001b[39m | \u001b[39m7.844    \u001b[39m | \u001b[39m31.83    \u001b[39m | \u001b[39m0.6247   \u001b[39m | \u001b[39m0.3504   \u001b[39m | \u001b[39m21.96    \u001b[39m | \u001b[39m10.96    \u001b[39m | \u001b[39m25.31    \u001b[39m | \u001b[39m9.771    \u001b[39m | \u001b[39m0.6771   \u001b[39m | \u001b[39m0.1848   \u001b[39m | \u001b[39m84.1     \u001b[39m | \u001b[39m34.52    \u001b[39m | \u001b[39m0.2062   \u001b[39m | \u001b[39m0.2751   \u001b[39m | \u001b[39m0.3365   \u001b[39m | \u001b[39m182.4    \u001b[39m | \u001b[39m0.9889   \u001b[39m | \u001b[39m198.0    \u001b[39m | \u001b[39m27.47    \u001b[39m | \u001b[39m6.784    \u001b[39m | \u001b[39m88.53    \u001b[39m | \u001b[39m80.7     \u001b[39m | \u001b[39m15.78    \u001b[39m | \u001b[39m0.2514   \u001b[39m | \u001b[39m0.5855   \u001b[39m | \u001b[39m1.782    \u001b[39m | \u001b[39m11.83    \u001b[39m | \u001b[39m3.62     \u001b[39m | \u001b[39m16.71    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:43:38,765 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2623, R²: 0.9482\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m540      \u001b[39m | \u001b[39m-0.2623  \u001b[39m | \u001b[39m8.42e+03 \u001b[39m | \u001b[39m34.37    \u001b[39m | \u001b[39m0.09074  \u001b[39m | \u001b[39m0.1062   \u001b[39m | \u001b[39m2.667    \u001b[39m | \u001b[39m4.323    \u001b[39m | \u001b[39m1.392    \u001b[39m | \u001b[39m69.44    \u001b[39m | \u001b[39m5.988    \u001b[39m | \u001b[39m34.55    \u001b[39m | \u001b[39m2.311    \u001b[39m | \u001b[39m0.3094   \u001b[39m | \u001b[39m13.11    \u001b[39m | \u001b[39m23.52    \u001b[39m | \u001b[39m29.8     \u001b[39m | \u001b[39m11.22    \u001b[39m | \u001b[39m0.681    \u001b[39m | \u001b[39m0.3255   \u001b[39m | \u001b[39m68.01    \u001b[39m | \u001b[39m34.4     \u001b[39m | \u001b[39m0.7404   \u001b[39m | \u001b[39m0.9048   \u001b[39m | \u001b[39m0.08334  \u001b[39m | \u001b[39m13.41    \u001b[39m | \u001b[39m0.8414   \u001b[39m | \u001b[39m30.49    \u001b[39m | \u001b[39m46.67    \u001b[39m | \u001b[39m17.06    \u001b[39m | \u001b[39m87.59    \u001b[39m | \u001b[39m81.45    \u001b[39m | \u001b[39m5.442    \u001b[39m | \u001b[39m0.6163   \u001b[39m | \u001b[39m0.4796   \u001b[39m | \u001b[39m0.186    \u001b[39m | \u001b[39m11.14    \u001b[39m | \u001b[39m3.431    \u001b[39m | \u001b[39m89.31    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:39,560 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.8951, R²: 0.3966\n"
     ]
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      "| \u001b[39m541      \u001b[39m | \u001b[39m-0.8951  \u001b[39m | \u001b[39m9.269e+04\u001b[39m | \u001b[39m39.66    \u001b[39m | \u001b[39m0.1855   \u001b[39m | \u001b[39m0.177    \u001b[39m | \u001b[39m2.135    \u001b[39m | \u001b[39m4.429    \u001b[39m | \u001b[39m0.65     \u001b[39m | \u001b[39m37.03    \u001b[39m | \u001b[39m6.624    \u001b[39m | \u001b[39m40.56    \u001b[39m | \u001b[39m4.35     \u001b[39m | \u001b[39m2.839    \u001b[39m | \u001b[39m44.26    \u001b[39m | \u001b[39m16.41    \u001b[39m | \u001b[39m24.62    \u001b[39m | \u001b[39m11.98    \u001b[39m | \u001b[39m0.7828   \u001b[39m | \u001b[39m0.05446  \u001b[39m | \u001b[39m52.04    \u001b[39m | \u001b[39m31.22    \u001b[39m | \u001b[39m0.1467   \u001b[39m | \u001b[39m0.5691   \u001b[39m | \u001b[39m0.3242   \u001b[39m | \u001b[39m46.62    \u001b[39m | \u001b[39m0.5147   \u001b[39m | \u001b[39m163.6    \u001b[39m | \u001b[39m31.29    \u001b[39m | \u001b[39m14.76    \u001b[39m | \u001b[39m89.46    \u001b[39m | \u001b[39m93.8     \u001b[39m | \u001b[39m16.72    \u001b[39m | \u001b[39m0.5754   \u001b[39m | \u001b[39m0.1982   \u001b[39m | \u001b[39m2.924    \u001b[39m | \u001b[39m12.42    \u001b[39m | \u001b[39m1.598    \u001b[39m | \u001b[39m16.31    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:43:40,451 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.1883, R²: 0.9733\n"
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      "| \u001b[39m542      \u001b[39m | \u001b[39m-0.1883  \u001b[39m | \u001b[39m9.486e+04\u001b[39m | \u001b[39m21.81    \u001b[39m | \u001b[39m0.01884  \u001b[39m | \u001b[39m0.5191   \u001b[39m | \u001b[39m3.575    \u001b[39m | \u001b[39m3.717    \u001b[39m | \u001b[39m0.5841   \u001b[39m | \u001b[39m80.29    \u001b[39m | \u001b[39m8.901    \u001b[39m | \u001b[39m2.306    \u001b[39m | \u001b[39m4.525    \u001b[39m | \u001b[39m3.094    \u001b[39m | \u001b[39m22.11    \u001b[39m | \u001b[39m10.39    \u001b[39m | \u001b[39m20.41    \u001b[39m | \u001b[39m9.154    \u001b[39m | \u001b[39m0.6328   \u001b[39m | \u001b[39m0.04228  \u001b[39m | \u001b[39m89.96    \u001b[39m | \u001b[39m23.04    \u001b[39m | \u001b[39m0.3882   \u001b[39m | \u001b[39m0.6697   \u001b[39m | \u001b[39m0.2245   \u001b[39m | \u001b[39m106.4    \u001b[39m | \u001b[39m0.07695  \u001b[39m | \u001b[39m82.81    \u001b[39m | \u001b[39m46.21    \u001b[39m | \u001b[39m18.4     \u001b[39m | \u001b[39m93.22    \u001b[39m | \u001b[39m94.72    \u001b[39m | \u001b[39m11.36    \u001b[39m | \u001b[39m0.7245   \u001b[39m | \u001b[39m0.01599  \u001b[39m | \u001b[39m2.329    \u001b[39m | \u001b[39m11.55    \u001b[39m | \u001b[39m1.031    \u001b[39m | \u001b[39m58.15    \u001b[39m |\n"
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      "2025-04-09 17:43:41,101 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2934, R²: 0.9352\n"
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      "| \u001b[39m543      \u001b[39m | \u001b[39m-0.2934  \u001b[39m | \u001b[39m7.257e+04\u001b[39m | \u001b[39m46.66    \u001b[39m | \u001b[39m0.2341   \u001b[39m | \u001b[39m0.08145  \u001b[39m | \u001b[39m2.191    \u001b[39m | \u001b[39m2.423    \u001b[39m | \u001b[39m1.158    \u001b[39m | \u001b[39m78.29    \u001b[39m | \u001b[39m7.847    \u001b[39m | \u001b[39m14.05    \u001b[39m | \u001b[39m4.14     \u001b[39m | \u001b[39m1.793    \u001b[39m | \u001b[39m45.88    \u001b[39m | \u001b[39m28.46    \u001b[39m | \u001b[39m19.95    \u001b[39m | \u001b[39m8.223    \u001b[39m | \u001b[39m0.8719   \u001b[39m | \u001b[39m0.0276   \u001b[39m | \u001b[39m45.29    \u001b[39m | \u001b[39m28.52    \u001b[39m | \u001b[39m0.7178   \u001b[39m | \u001b[39m0.0692   \u001b[39m | \u001b[39m0.3884   \u001b[39m | \u001b[39m136.2    \u001b[39m | \u001b[39m0.02845  \u001b[39m | \u001b[39m96.02    \u001b[39m | \u001b[39m87.81    \u001b[39m | \u001b[39m14.58    \u001b[39m | \u001b[39m84.0     \u001b[39m | \u001b[39m88.76    \u001b[39m | \u001b[39m20.96    \u001b[39m | \u001b[39m0.577    \u001b[39m | \u001b[39m0.5734   \u001b[39m | \u001b[39m1.1      \u001b[39m | \u001b[39m7.365    \u001b[39m | \u001b[39m3.87     \u001b[39m | \u001b[39m88.37    \u001b[39m |\n"
     ]
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      "2025-04-09 17:43:42,742 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2852, R²: 0.9387\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m544      \u001b[39m | \u001b[39m-0.2852  \u001b[39m | \u001b[39m1.156e+04\u001b[39m | \u001b[39m44.25    \u001b[39m | \u001b[39m0.2364   \u001b[39m | \u001b[39m0.3766   \u001b[39m | \u001b[39m3.338    \u001b[39m | \u001b[39m2.149    \u001b[39m | \u001b[39m2.581    \u001b[39m | \u001b[39m19.11    \u001b[39m | \u001b[39m8.953    \u001b[39m | \u001b[39m41.48    \u001b[39m | \u001b[39m3.028    \u001b[39m | \u001b[39m2.817    \u001b[39m | \u001b[39m11.79    \u001b[39m | \u001b[39m27.9     \u001b[39m | \u001b[39m18.77    \u001b[39m | \u001b[39m8.436    \u001b[39m | \u001b[39m0.7229   \u001b[39m | \u001b[39m0.2478   \u001b[39m | \u001b[39m14.15    \u001b[39m | \u001b[39m34.24    \u001b[39m | \u001b[39m0.9899   \u001b[39m | \u001b[39m0.9836   \u001b[39m | \u001b[39m0.2238   \u001b[39m | \u001b[39m156.3    \u001b[39m | \u001b[39m0.04303  \u001b[39m | \u001b[39m11.48    \u001b[39m | \u001b[39m96.58    \u001b[39m | \u001b[39m15.08    \u001b[39m | \u001b[39m83.57    \u001b[39m | \u001b[39m75.92    \u001b[39m | \u001b[39m10.2     \u001b[39m | \u001b[39m0.1346   \u001b[39m | \u001b[39m0.355    \u001b[39m | \u001b[39m0.1382   \u001b[39m | \u001b[39m12.81    \u001b[39m | \u001b[39m2.006    \u001b[39m | \u001b[39m81.69    \u001b[39m |\n"
     ]
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      "2025-04-09 17:43:44,674 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.9513, R²: 0.3183\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m545      \u001b[39m | \u001b[39m-0.9513  \u001b[39m | \u001b[39m3.955e+04\u001b[39m | \u001b[39m29.97    \u001b[39m | \u001b[39m0.2773   \u001b[39m | \u001b[39m0.9695   \u001b[39m | \u001b[39m1.492    \u001b[39m | \u001b[39m2.969    \u001b[39m | \u001b[39m1.743    \u001b[39m | \u001b[39m97.27    \u001b[39m | \u001b[39m7.856    \u001b[39m | \u001b[39m6.458    \u001b[39m | \u001b[39m2.848    \u001b[39m | \u001b[39m3.37     \u001b[39m | \u001b[39m24.59    \u001b[39m | \u001b[39m23.88    \u001b[39m | \u001b[39m24.08    \u001b[39m | \u001b[39m7.769    \u001b[39m | \u001b[39m0.9914   \u001b[39m | \u001b[39m0.1001   \u001b[39m | \u001b[39m97.28    \u001b[39m | \u001b[39m25.46    \u001b[39m | \u001b[39m0.7001   \u001b[39m | \u001b[39m0.3488   \u001b[39m | \u001b[39m0.5009   \u001b[39m | \u001b[39m172.2    \u001b[39m | \u001b[39m0.1187   \u001b[39m | \u001b[39m162.5    \u001b[39m | \u001b[39m77.16    \u001b[39m | \u001b[39m17.44    \u001b[39m | \u001b[39m85.83    \u001b[39m | \u001b[39m80.19    \u001b[39m | \u001b[39m22.64    \u001b[39m | \u001b[39m0.3834   \u001b[39m | \u001b[39m0.4581   \u001b[39m | \u001b[39m2.297    \u001b[39m | \u001b[39m12.24    \u001b[39m | \u001b[39m4.346    \u001b[39m | \u001b[39m98.86    \u001b[39m |\n"
     ]
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      "2025-04-09 17:43:45,217 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2632, R²: 0.9478\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m546      \u001b[39m | \u001b[39m-0.2632  \u001b[39m | \u001b[39m6.668e+04\u001b[39m | \u001b[39m19.9     \u001b[39m | \u001b[39m0.2858   \u001b[39m | \u001b[39m0.7888   \u001b[39m | \u001b[39m2.531    \u001b[39m | \u001b[39m3.591    \u001b[39m | \u001b[39m2.4      \u001b[39m | \u001b[39m24.3     \u001b[39m | \u001b[39m6.566    \u001b[39m | \u001b[39m43.8     \u001b[39m | \u001b[39m5.598    \u001b[39m | \u001b[39m2.299    \u001b[39m | \u001b[39m33.16    \u001b[39m | \u001b[39m10.55    \u001b[39m | \u001b[39m18.06    \u001b[39m | \u001b[39m10.74    \u001b[39m | \u001b[39m0.771    \u001b[39m | \u001b[39m0.1589   \u001b[39m | \u001b[39m53.7     \u001b[39m | \u001b[39m2.847    \u001b[39m | \u001b[39m0.2174   \u001b[39m | \u001b[39m0.8475   \u001b[39m | \u001b[39m0.7687   \u001b[39m | \u001b[39m78.87    \u001b[39m | \u001b[39m0.5878   \u001b[39m | \u001b[39m196.1    \u001b[39m | \u001b[39m37.05    \u001b[39m | \u001b[39m13.63    \u001b[39m | \u001b[39m92.4     \u001b[39m | \u001b[39m77.42    \u001b[39m | \u001b[39m8.222    \u001b[39m | \u001b[39m0.5096   \u001b[39m | \u001b[39m0.885    \u001b[39m | \u001b[39m2.158    \u001b[39m | \u001b[39m11.9     \u001b[39m | \u001b[39m2.952    \u001b[39m | \u001b[39m15.92    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:46,990 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.7950, R²: 0.5239\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m547      \u001b[39m | \u001b[39m-0.795   \u001b[39m | \u001b[39m6.513e+04\u001b[39m | \u001b[39m19.11    \u001b[39m | \u001b[39m0.1      \u001b[39m | \u001b[39m0.6952   \u001b[39m | \u001b[39m4.396    \u001b[39m | \u001b[39m1.43     \u001b[39m | \u001b[39m0.7867   \u001b[39m | \u001b[39m95.67    \u001b[39m | \u001b[39m7.946    \u001b[39m | \u001b[39m40.28    \u001b[39m | \u001b[39m0.07545  \u001b[39m | \u001b[39m0.7182   \u001b[39m | \u001b[39m20.12    \u001b[39m | \u001b[39m14.78    \u001b[39m | \u001b[39m8.548    \u001b[39m | \u001b[39m8.625    \u001b[39m | \u001b[39m0.7656   \u001b[39m | \u001b[39m0.1383   \u001b[39m | \u001b[39m67.47    \u001b[39m | \u001b[39m12.65    \u001b[39m | \u001b[39m0.6842   \u001b[39m | \u001b[39m0.4214   \u001b[39m | \u001b[39m0.505    \u001b[39m | \u001b[39m168.2    \u001b[39m | \u001b[39m0.5802   \u001b[39m | \u001b[39m20.4     \u001b[39m | \u001b[39m18.85    \u001b[39m | \u001b[39m19.15    \u001b[39m | \u001b[39m88.75    \u001b[39m | \u001b[39m75.62    \u001b[39m | \u001b[39m20.02    \u001b[39m | \u001b[39m0.08811  \u001b[39m | \u001b[39m0.0407   \u001b[39m | \u001b[39m0.3194   \u001b[39m | \u001b[39m10.22    \u001b[39m | \u001b[39m2.112    \u001b[39m | \u001b[39m97.95    \u001b[39m |\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:48,832 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.7721, R²: 0.5509\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m548      \u001b[39m | \u001b[39m-0.7721  \u001b[39m | \u001b[39m4.908e+04\u001b[39m | \u001b[39m34.11    \u001b[39m | \u001b[39m0.05937  \u001b[39m | \u001b[39m0.1104   \u001b[39m | \u001b[39m3.023    \u001b[39m | \u001b[39m2.441    \u001b[39m | \u001b[39m0.3888   \u001b[39m | \u001b[39m23.99    \u001b[39m | \u001b[39m1.548    \u001b[39m | \u001b[39m35.66    \u001b[39m | \u001b[39m3.595    \u001b[39m | \u001b[39m3.142    \u001b[39m | \u001b[39m32.61    \u001b[39m | \u001b[39m3.647    \u001b[39m | \u001b[39m22.37    \u001b[39m | \u001b[39m8.717    \u001b[39m | \u001b[39m0.9525   \u001b[39m | \u001b[39m0.07298  \u001b[39m | \u001b[39m2.569    \u001b[39m | \u001b[39m3.762    \u001b[39m | \u001b[39m0.7173   \u001b[39m | \u001b[39m0.7327   \u001b[39m | \u001b[39m0.4526   \u001b[39m | \u001b[39m193.5    \u001b[39m | \u001b[39m0.8637   \u001b[39m | \u001b[39m26.73    \u001b[39m | \u001b[39m22.63    \u001b[39m | \u001b[39m16.23    \u001b[39m | \u001b[39m86.76    \u001b[39m | \u001b[39m90.73    \u001b[39m | \u001b[39m16.78    \u001b[39m | \u001b[39m0.08603  \u001b[39m | \u001b[39m0.2601   \u001b[39m | \u001b[39m1.778    \u001b[39m | \u001b[39m9.22     \u001b[39m | \u001b[39m1.725    \u001b[39m | \u001b[39m80.58    \u001b[39m |\n"
     ]
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     "output_type": "stream",
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      "2025-04-09 17:43:50,903 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.9018, R²: 0.3874\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m549      \u001b[39m | \u001b[39m-0.9018  \u001b[39m | \u001b[39m9.81e+04 \u001b[39m | \u001b[39m16.96    \u001b[39m | \u001b[39m0.1223   \u001b[39m | \u001b[39m0.8467   \u001b[39m | \u001b[39m4.617    \u001b[39m | \u001b[39m4.728    \u001b[39m | \u001b[39m2.202    \u001b[39m | \u001b[39m24.57    \u001b[39m | \u001b[39m9.061    \u001b[39m | \u001b[39m39.36    \u001b[39m | \u001b[39m1.109    \u001b[39m | \u001b[39m2.391    \u001b[39m | \u001b[39m33.45    \u001b[39m | \u001b[39m10.16    \u001b[39m | \u001b[39m24.9     \u001b[39m | \u001b[39m8.187    \u001b[39m | \u001b[39m0.6541   \u001b[39m | \u001b[39m0.307    \u001b[39m | \u001b[39m11.56    \u001b[39m | \u001b[39m2.023    \u001b[39m | \u001b[39m0.7895   \u001b[39m | \u001b[39m0.6709   \u001b[39m | \u001b[39m0.8748   \u001b[39m | \u001b[39m18.63    \u001b[39m | \u001b[39m0.03069  \u001b[39m | \u001b[39m16.8     \u001b[39m | \u001b[39m2.916    \u001b[39m | \u001b[39m5.668    \u001b[39m | \u001b[39m84.37    \u001b[39m | \u001b[39m76.54    \u001b[39m | \u001b[39m7.391    \u001b[39m | \u001b[39m0.3285   \u001b[39m | \u001b[39m0.6852   \u001b[39m | \u001b[39m0.2188   \u001b[39m | \u001b[39m8.229    \u001b[39m | \u001b[39m4.395    \u001b[39m | \u001b[39m90.9     \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:51,446 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 0.8296, R²: 0.4816\n"
     ]
    },
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     "text": [
      "| \u001b[39m550      \u001b[39m | \u001b[39m-0.8296  \u001b[39m | \u001b[39m6.125e+04\u001b[39m | \u001b[39m11.82    \u001b[39m | \u001b[39m0.2763   \u001b[39m | \u001b[39m0.7259   \u001b[39m | \u001b[39m1.876    \u001b[39m | \u001b[39m2.225    \u001b[39m | \u001b[39m0.4819   \u001b[39m | \u001b[39m16.02    \u001b[39m | \u001b[39m9.51     \u001b[39m | \u001b[39m36.09    \u001b[39m | \u001b[39m5.637    \u001b[39m | \u001b[39m0.4882   \u001b[39m | \u001b[39m6.757    \u001b[39m | \u001b[39m2.412    \u001b[39m | \u001b[39m6.54     \u001b[39m | \u001b[39m8.725    \u001b[39m | \u001b[39m0.6734   \u001b[39m | \u001b[39m0.3197   \u001b[39m | \u001b[39m83.35    \u001b[39m | \u001b[39m19.53    \u001b[39m | \u001b[39m0.5167   \u001b[39m | \u001b[39m0.6916   \u001b[39m | \u001b[39m0.8961   \u001b[39m | \u001b[39m148.8    \u001b[39m | \u001b[39m0.4176   \u001b[39m | \u001b[39m24.93    \u001b[39m | \u001b[39m56.05    \u001b[39m | \u001b[39m18.35    \u001b[39m | \u001b[39m91.8     \u001b[39m | \u001b[39m91.66    \u001b[39m | \u001b[39m20.32    \u001b[39m | \u001b[39m0.993    \u001b[39m | \u001b[39m0.2003   \u001b[39m | \u001b[39m0.316    \u001b[39m | \u001b[39m7.481    \u001b[39m | \u001b[39m4.432    \u001b[39m | \u001b[39m66.06    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:43:53,284 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.8192, R²: 0.4945\n"
     ]
    },
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      "| \u001b[39m551      \u001b[39m | \u001b[39m-0.8192  \u001b[39m | \u001b[39m9.458e+04\u001b[39m | \u001b[39m15.74    \u001b[39m | \u001b[39m0.2184   \u001b[39m | \u001b[39m0.3058   \u001b[39m | \u001b[39m4.369    \u001b[39m | \u001b[39m3.571    \u001b[39m | \u001b[39m1.313    \u001b[39m | \u001b[39m19.34    \u001b[39m | \u001b[39m4.109    \u001b[39m | \u001b[39m17.66    \u001b[39m | \u001b[39m9.21     \u001b[39m | \u001b[39m0.7244   \u001b[39m | \u001b[39m37.27    \u001b[39m | \u001b[39m12.8     \u001b[39m | \u001b[39m17.2     \u001b[39m | \u001b[39m12.4     \u001b[39m | \u001b[39m0.6228   \u001b[39m | \u001b[39m0.2363   \u001b[39m | \u001b[39m73.98    \u001b[39m | \u001b[39m6.082    \u001b[39m | \u001b[39m0.721    \u001b[39m | \u001b[39m0.003782 \u001b[39m | \u001b[39m0.9601   \u001b[39m | \u001b[39m26.93    \u001b[39m | \u001b[39m0.7074   \u001b[39m | \u001b[39m21.29    \u001b[39m | \u001b[39m47.0     \u001b[39m | \u001b[39m14.41    \u001b[39m | \u001b[39m88.77    \u001b[39m | \u001b[39m86.93    \u001b[39m | \u001b[39m12.07    \u001b[39m | \u001b[39m0.3552   \u001b[39m | \u001b[39m0.4276   \u001b[39m | \u001b[39m2.449    \u001b[39m | \u001b[39m11.16    \u001b[39m | \u001b[39m2.06     \u001b[39m | \u001b[39m22.31    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:43:55,014 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'globalscale'), RMSE: 0.3849, R²: 0.8884\n"
     ]
    },
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     "text": [
      "| \u001b[39m552      \u001b[39m | \u001b[39m-0.3849  \u001b[39m | \u001b[39m2.476e+04\u001b[39m | \u001b[39m30.66    \u001b[39m | \u001b[39m0.2697   \u001b[39m | \u001b[39m0.6058   \u001b[39m | \u001b[39m2.952    \u001b[39m | \u001b[39m3.249    \u001b[39m | \u001b[39m1.006    \u001b[39m | \u001b[39m38.5     \u001b[39m | \u001b[39m9.501    \u001b[39m | \u001b[39m41.65    \u001b[39m | \u001b[39m7.946    \u001b[39m | \u001b[39m2.384    \u001b[39m | \u001b[39m37.51    \u001b[39m | \u001b[39m25.32    \u001b[39m | \u001b[39m28.26    \u001b[39m | \u001b[39m7.22     \u001b[39m | \u001b[39m0.8217   \u001b[39m | \u001b[39m0.1737   \u001b[39m | \u001b[39m4.533    \u001b[39m | \u001b[39m36.52    \u001b[39m | \u001b[39m0.6698   \u001b[39m | \u001b[39m0.4823   \u001b[39m | \u001b[39m0.4923   \u001b[39m | \u001b[39m44.02    \u001b[39m | \u001b[39m0.6966   \u001b[39m | \u001b[39m40.51    \u001b[39m | \u001b[39m95.22    \u001b[39m | \u001b[39m10.36    \u001b[39m | \u001b[39m92.3     \u001b[39m | \u001b[39m82.23    \u001b[39m | \u001b[39m10.94    \u001b[39m | \u001b[39m0.8279   \u001b[39m | \u001b[39m0.58     \u001b[39m | \u001b[39m0.1309   \u001b[39m | \u001b[39m9.135    \u001b[39m | \u001b[39m2.477    \u001b[39m | \u001b[39m17.43    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:55,584 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'globalscale'), RMSE: 0.5515, R²: 0.7709\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m553      \u001b[39m | \u001b[39m-0.5515  \u001b[39m | \u001b[39m7.509e+04\u001b[39m | \u001b[39m35.35    \u001b[39m | \u001b[39m0.2249   \u001b[39m | \u001b[39m0.6167   \u001b[39m | \u001b[39m3.764    \u001b[39m | \u001b[39m2.305    \u001b[39m | \u001b[39m1.865    \u001b[39m | \u001b[39m36.37    \u001b[39m | \u001b[39m5.056    \u001b[39m | \u001b[39m25.22    \u001b[39m | \u001b[39m4.291    \u001b[39m | \u001b[39m3.238    \u001b[39m | \u001b[39m43.5     \u001b[39m | \u001b[39m3.194    \u001b[39m | \u001b[39m21.09    \u001b[39m | \u001b[39m8.809    \u001b[39m | \u001b[39m0.6535   \u001b[39m | \u001b[39m0.07785  \u001b[39m | \u001b[39m25.44    \u001b[39m | \u001b[39m36.56    \u001b[39m | \u001b[39m0.4621   \u001b[39m | \u001b[39m0.2685   \u001b[39m | \u001b[39m0.4869   \u001b[39m | \u001b[39m60.83    \u001b[39m | \u001b[39m0.2908   \u001b[39m | \u001b[39m125.8    \u001b[39m | \u001b[39m83.38    \u001b[39m | \u001b[39m11.89    \u001b[39m | \u001b[39m80.09    \u001b[39m | \u001b[39m83.76    \u001b[39m | \u001b[39m9.213    \u001b[39m | \u001b[39m0.4525   \u001b[39m | \u001b[39m0.01649  \u001b[39m | \u001b[39m0.05665  \u001b[39m | \u001b[39m11.15    \u001b[39m | \u001b[39m1.397    \u001b[39m | \u001b[39m46.39    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:43:58,168 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2572, R²: 0.9502\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m554      \u001b[39m | \u001b[39m-0.2572  \u001b[39m | \u001b[39m5.576e+04\u001b[39m | \u001b[39m40.74    \u001b[39m | \u001b[39m0.1667   \u001b[39m | \u001b[39m0.685    \u001b[39m | \u001b[39m1.662    \u001b[39m | \u001b[39m1.972    \u001b[39m | \u001b[39m0.5471   \u001b[39m | \u001b[39m5.909    \u001b[39m | \u001b[39m4.623    \u001b[39m | \u001b[39m38.31    \u001b[39m | \u001b[39m8.758    \u001b[39m | \u001b[39m2.569    \u001b[39m | \u001b[39m37.03    \u001b[39m | \u001b[39m4.714    \u001b[39m | \u001b[39m27.9     \u001b[39m | \u001b[39m11.06    \u001b[39m | \u001b[39m0.6051   \u001b[39m | \u001b[39m0.2485   \u001b[39m | \u001b[39m19.19    \u001b[39m | \u001b[39m29.03    \u001b[39m | \u001b[39m0.953    \u001b[39m | \u001b[39m0.6274   \u001b[39m | \u001b[39m0.1938   \u001b[39m | \u001b[39m174.2    \u001b[39m | \u001b[39m0.1114   \u001b[39m | \u001b[39m25.42    \u001b[39m | \u001b[39m29.8     \u001b[39m | \u001b[39m14.14    \u001b[39m | \u001b[39m93.0     \u001b[39m | \u001b[39m78.36    \u001b[39m | \u001b[39m23.76    \u001b[39m | \u001b[39m0.01011  \u001b[39m | \u001b[39m0.2866   \u001b[39m | \u001b[39m0.7484   \u001b[39m | \u001b[39m11.9     \u001b[39m | \u001b[39m4.951    \u001b[39m | \u001b[39m48.68    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:43:58,922 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.7025, R²: 0.6283\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m555      \u001b[39m | \u001b[39m-0.7025  \u001b[39m | \u001b[39m7.305e+03\u001b[39m | \u001b[39m21.21    \u001b[39m | \u001b[39m0.1081   \u001b[39m | \u001b[39m0.05732  \u001b[39m | \u001b[39m4.507    \u001b[39m | \u001b[39m3.725    \u001b[39m | \u001b[39m2.986    \u001b[39m | \u001b[39m16.23    \u001b[39m | \u001b[39m5.49     \u001b[39m | \u001b[39m13.36    \u001b[39m | \u001b[39m3.213    \u001b[39m | \u001b[39m0.3065   \u001b[39m | \u001b[39m26.82    \u001b[39m | \u001b[39m22.09    \u001b[39m | \u001b[39m26.38    \u001b[39m | \u001b[39m10.69    \u001b[39m | \u001b[39m0.8882   \u001b[39m | \u001b[39m0.3916   \u001b[39m | \u001b[39m76.17    \u001b[39m | \u001b[39m12.05    \u001b[39m | \u001b[39m0.6831   \u001b[39m | \u001b[39m0.006846 \u001b[39m | \u001b[39m0.3577   \u001b[39m | \u001b[39m133.2    \u001b[39m | \u001b[39m0.936    \u001b[39m | \u001b[39m50.62    \u001b[39m | \u001b[39m8.321    \u001b[39m | \u001b[39m13.61    \u001b[39m | \u001b[39m86.96    \u001b[39m | \u001b[39m83.97    \u001b[39m | \u001b[39m17.17    \u001b[39m | \u001b[39m0.3751   \u001b[39m | \u001b[39m0.1427   \u001b[39m | \u001b[39m1.079    \u001b[39m | \u001b[39m8.073    \u001b[39m | \u001b[39m2.945    \u001b[39m | \u001b[39m30.61    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:00,737 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.5102, R²: 0.8039\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m556      \u001b[39m | \u001b[39m-0.5102  \u001b[39m | \u001b[39m8.499e+04\u001b[39m | \u001b[39m15.07    \u001b[39m | \u001b[39m0.05498  \u001b[39m | \u001b[39m0.5252   \u001b[39m | \u001b[39m4.803    \u001b[39m | \u001b[39m2.083    \u001b[39m | \u001b[39m0.4081   \u001b[39m | \u001b[39m89.14    \u001b[39m | \u001b[39m4.387    \u001b[39m | \u001b[39m31.71    \u001b[39m | \u001b[39m5.786    \u001b[39m | \u001b[39m2.797    \u001b[39m | \u001b[39m11.4     \u001b[39m | \u001b[39m11.75    \u001b[39m | \u001b[39m28.76    \u001b[39m | \u001b[39m7.951    \u001b[39m | \u001b[39m0.7259   \u001b[39m | \u001b[39m0.3308   \u001b[39m | \u001b[39m2.8      \u001b[39m | \u001b[39m35.19    \u001b[39m | \u001b[39m0.3619   \u001b[39m | \u001b[39m0.1881   \u001b[39m | \u001b[39m0.7856   \u001b[39m | \u001b[39m198.8    \u001b[39m | \u001b[39m0.03886  \u001b[39m | \u001b[39m37.06    \u001b[39m | \u001b[39m38.34    \u001b[39m | \u001b[39m17.44    \u001b[39m | \u001b[39m82.02    \u001b[39m | \u001b[39m92.52    \u001b[39m | \u001b[39m24.49    \u001b[39m | \u001b[39m0.3387   \u001b[39m | \u001b[39m0.8079   \u001b[39m | \u001b[39m2.037    \u001b[39m | \u001b[39m12.26    \u001b[39m | \u001b[39m4.011    \u001b[39m | \u001b[39m19.29    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:01,299 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.8591, R²: 0.4440\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m557      \u001b[39m | \u001b[39m-0.8591  \u001b[39m | \u001b[39m8.813e+04\u001b[39m | \u001b[39m25.41    \u001b[39m | \u001b[39m0.1057   \u001b[39m | \u001b[39m0.09653  \u001b[39m | \u001b[39m2.856    \u001b[39m | \u001b[39m1.586    \u001b[39m | \u001b[39m2.416    \u001b[39m | \u001b[39m52.31    \u001b[39m | \u001b[39m8.053    \u001b[39m | \u001b[39m25.55    \u001b[39m | \u001b[39m2.223    \u001b[39m | \u001b[39m0.58     \u001b[39m | \u001b[39m36.89    \u001b[39m | \u001b[39m19.55    \u001b[39m | \u001b[39m28.17    \u001b[39m | \u001b[39m9.43     \u001b[39m | \u001b[39m0.7177   \u001b[39m | \u001b[39m0.08644  \u001b[39m | \u001b[39m74.19    \u001b[39m | \u001b[39m2.439    \u001b[39m | \u001b[39m0.3165   \u001b[39m | \u001b[39m0.2211   \u001b[39m | \u001b[39m0.4553   \u001b[39m | \u001b[39m107.6    \u001b[39m | \u001b[39m0.4981   \u001b[39m | \u001b[39m147.7    \u001b[39m | \u001b[39m63.32    \u001b[39m | \u001b[39m19.76    \u001b[39m | \u001b[39m84.22    \u001b[39m | \u001b[39m89.73    \u001b[39m | \u001b[39m23.68    \u001b[39m | \u001b[39m0.9035   \u001b[39m | \u001b[39m0.6339   \u001b[39m | \u001b[39m2.166    \u001b[39m | \u001b[39m10.57    \u001b[39m | \u001b[39m4.208    \u001b[39m | \u001b[39m88.72    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:01,940 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7843, R²: 0.5367\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m558      \u001b[39m | \u001b[39m-0.7843  \u001b[39m | \u001b[39m6.735e+04\u001b[39m | \u001b[39m35.05    \u001b[39m | \u001b[39m0.1957   \u001b[39m | \u001b[39m0.7518   \u001b[39m | \u001b[39m3.471    \u001b[39m | \u001b[39m1.63     \u001b[39m | \u001b[39m2.468    \u001b[39m | \u001b[39m5.106    \u001b[39m | \u001b[39m5.696    \u001b[39m | \u001b[39m28.52    \u001b[39m | \u001b[39m9.662    \u001b[39m | \u001b[39m3.299    \u001b[39m | \u001b[39m39.54    \u001b[39m | \u001b[39m28.4     \u001b[39m | \u001b[39m7.876    \u001b[39m | \u001b[39m11.68    \u001b[39m | \u001b[39m0.8674   \u001b[39m | \u001b[39m0.3629   \u001b[39m | \u001b[39m42.44    \u001b[39m | \u001b[39m32.69    \u001b[39m | \u001b[39m0.03826  \u001b[39m | \u001b[39m0.9703   \u001b[39m | \u001b[39m0.5923   \u001b[39m | \u001b[39m46.26    \u001b[39m | \u001b[39m0.08051  \u001b[39m | \u001b[39m122.3    \u001b[39m | \u001b[39m37.29    \u001b[39m | \u001b[39m17.71    \u001b[39m | \u001b[39m85.43    \u001b[39m | \u001b[39m79.66    \u001b[39m | \u001b[39m11.8     \u001b[39m | \u001b[39m0.7418   \u001b[39m | \u001b[39m0.8566   \u001b[39m | \u001b[39m0.6149   \u001b[39m | \u001b[39m9.19     \u001b[39m | \u001b[39m4.459    \u001b[39m | \u001b[39m2.74     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:03,629 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.7303, R²: 0.5983\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m559      \u001b[39m | \u001b[39m-0.7303  \u001b[39m | \u001b[39m6.782e+04\u001b[39m | \u001b[39m20.34    \u001b[39m | \u001b[39m0.2706   \u001b[39m | \u001b[39m0.03961  \u001b[39m | \u001b[39m4.967    \u001b[39m | \u001b[39m4.039    \u001b[39m | \u001b[39m1.489    \u001b[39m | \u001b[39m97.28    \u001b[39m | \u001b[39m2.951    \u001b[39m | \u001b[39m47.61    \u001b[39m | \u001b[39m5.982    \u001b[39m | \u001b[39m2.276    \u001b[39m | \u001b[39m19.29    \u001b[39m | \u001b[39m23.55    \u001b[39m | \u001b[39m19.32    \u001b[39m | \u001b[39m11.21    \u001b[39m | \u001b[39m0.8749   \u001b[39m | \u001b[39m0.03428  \u001b[39m | \u001b[39m82.51    \u001b[39m | \u001b[39m9.521    \u001b[39m | \u001b[39m0.4152   \u001b[39m | \u001b[39m0.2196   \u001b[39m | \u001b[39m0.1527   \u001b[39m | \u001b[39m27.74    \u001b[39m | \u001b[39m0.8567   \u001b[39m | \u001b[39m168.5    \u001b[39m | \u001b[39m16.44    \u001b[39m | \u001b[39m7.068    \u001b[39m | \u001b[39m85.91    \u001b[39m | \u001b[39m77.11    \u001b[39m | \u001b[39m13.03    \u001b[39m | \u001b[39m0.7434   \u001b[39m | \u001b[39m0.1664   \u001b[39m | \u001b[39m2.18     \u001b[39m | \u001b[39m11.12    \u001b[39m | \u001b[39m3.074    \u001b[39m | \u001b[39m85.16    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:04,422 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1417, R²: 0.0181\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m560      \u001b[39m | \u001b[39m-1.142   \u001b[39m | \u001b[39m682.6    \u001b[39m | \u001b[39m41.0     \u001b[39m | \u001b[39m0.2894   \u001b[39m | \u001b[39m0.8536   \u001b[39m | \u001b[39m2.791    \u001b[39m | \u001b[39m3.546    \u001b[39m | \u001b[39m2.58     \u001b[39m | \u001b[39m80.11    \u001b[39m | \u001b[39m3.123    \u001b[39m | \u001b[39m45.87    \u001b[39m | \u001b[39m2.484    \u001b[39m | \u001b[39m2.773    \u001b[39m | \u001b[39m28.96    \u001b[39m | \u001b[39m8.179    \u001b[39m | \u001b[39m18.28    \u001b[39m | \u001b[39m7.782    \u001b[39m | \u001b[39m0.9624   \u001b[39m | \u001b[39m0.1016   \u001b[39m | \u001b[39m90.26    \u001b[39m | \u001b[39m18.92    \u001b[39m | \u001b[39m0.03337  \u001b[39m | \u001b[39m0.6051   \u001b[39m | \u001b[39m0.969    \u001b[39m | \u001b[39m123.8    \u001b[39m | \u001b[39m0.9215   \u001b[39m | \u001b[39m180.3    \u001b[39m | \u001b[39m41.27    \u001b[39m | \u001b[39m18.1     \u001b[39m | \u001b[39m85.53    \u001b[39m | \u001b[39m92.32    \u001b[39m | \u001b[39m5.002    \u001b[39m | \u001b[39m0.05949  \u001b[39m | \u001b[39m0.4508   \u001b[39m | \u001b[39m1.086    \u001b[39m | \u001b[39m9.744    \u001b[39m | \u001b[39m1.955    \u001b[39m | \u001b[39m17.6     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:04,798 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:44:04,890 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:44:04,976 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:44:04,977 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m561      \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m7.359e+04\u001b[39m | \u001b[39m43.31    \u001b[39m | \u001b[39m0.1122   \u001b[39m | \u001b[39m0.1775   \u001b[39m | \u001b[39m2.221    \u001b[39m | \u001b[39m2.108    \u001b[39m | \u001b[39m2.525    \u001b[39m | \u001b[39m47.54    \u001b[39m | \u001b[39m6.754    \u001b[39m | \u001b[39m4.189    \u001b[39m | \u001b[39m7.47     \u001b[39m | \u001b[39m3.497    \u001b[39m | \u001b[39m35.97    \u001b[39m | \u001b[39m26.82    \u001b[39m | \u001b[39m7.072    \u001b[39m | \u001b[39m8.191    \u001b[39m | \u001b[39m0.7646   \u001b[39m | \u001b[39m0.07749  \u001b[39m | \u001b[39m99.3     \u001b[39m | \u001b[39m27.06    \u001b[39m | \u001b[39m0.8061   \u001b[39m | \u001b[39m0.1989   \u001b[39m | \u001b[39m0.4347   \u001b[39m | \u001b[39m126.7    \u001b[39m | \u001b[39m0.6136   \u001b[39m | \u001b[39m45.7     \u001b[39m | \u001b[39m2.874    \u001b[39m | \u001b[39m8.387    \u001b[39m | \u001b[39m81.3     \u001b[39m | \u001b[39m81.89    \u001b[39m | \u001b[39m24.79    \u001b[39m | \u001b[39m0.3742   \u001b[39m | \u001b[39m0.09928  \u001b[39m | \u001b[39m0.3885   \u001b[39m | \u001b[39m12.91    \u001b[39m | \u001b[39m1.203    \u001b[39m | \u001b[39m66.66    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:07,028 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m562      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m7.416e+04\u001b[39m | \u001b[39m32.57    \u001b[39m | \u001b[39m0.09647  \u001b[39m | \u001b[39m0.5486   \u001b[39m | \u001b[39m1.024    \u001b[39m | \u001b[39m4.827    \u001b[39m | \u001b[39m2.681    \u001b[39m | \u001b[39m65.28    \u001b[39m | \u001b[39m2.075    \u001b[39m | \u001b[39m38.14    \u001b[39m | \u001b[39m6.889    \u001b[39m | \u001b[39m3.76     \u001b[39m | \u001b[39m44.92    \u001b[39m | \u001b[39m3.294    \u001b[39m | \u001b[39m26.88    \u001b[39m | \u001b[39m11.77    \u001b[39m | \u001b[39m0.6109   \u001b[39m | \u001b[39m0.3026   \u001b[39m | \u001b[39m14.42    \u001b[39m | \u001b[39m21.95    \u001b[39m | \u001b[39m0.9348   \u001b[39m | \u001b[39m0.9861   \u001b[39m | \u001b[39m0.6026   \u001b[39m | \u001b[39m34.25    \u001b[39m | \u001b[39m0.9729   \u001b[39m | \u001b[39m136.2    \u001b[39m | \u001b[39m57.6     \u001b[39m | \u001b[39m18.45    \u001b[39m | \u001b[39m85.64    \u001b[39m | \u001b[39m86.92    \u001b[39m | \u001b[39m18.95    \u001b[39m | \u001b[39m0.4377   \u001b[39m | \u001b[39m0.5561   \u001b[39m | \u001b[39m2.264    \u001b[39m | \u001b[39m7.988    \u001b[39m | \u001b[39m1.493    \u001b[39m | \u001b[39m47.36    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:44:08,584 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.3203, R²: 0.9227\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m563      \u001b[39m | \u001b[39m-0.3203  \u001b[39m | \u001b[39m7.31e+04 \u001b[39m | \u001b[39m16.39    \u001b[39m | \u001b[39m0.03821  \u001b[39m | \u001b[39m0.1393   \u001b[39m | \u001b[39m1.228    \u001b[39m | \u001b[39m1.728    \u001b[39m | \u001b[39m1.318    \u001b[39m | \u001b[39m90.17    \u001b[39m | \u001b[39m4.045    \u001b[39m | \u001b[39m39.72    \u001b[39m | \u001b[39m3.625    \u001b[39m | \u001b[39m1.557    \u001b[39m | \u001b[39m29.91    \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m16.67    \u001b[39m | \u001b[39m7.222    \u001b[39m | \u001b[39m0.9602   \u001b[39m | \u001b[39m0.2628   \u001b[39m | \u001b[39m59.46    \u001b[39m | \u001b[39m4.051    \u001b[39m | \u001b[39m0.8588   \u001b[39m | \u001b[39m0.7147   \u001b[39m | \u001b[39m0.8555   \u001b[39m | \u001b[39m58.49    \u001b[39m | \u001b[39m0.6997   \u001b[39m | \u001b[39m79.51    \u001b[39m | \u001b[39m62.18    \u001b[39m | \u001b[39m15.95    \u001b[39m | \u001b[39m93.28    \u001b[39m | \u001b[39m86.64    \u001b[39m | \u001b[39m16.85    \u001b[39m | \u001b[39m0.4604   \u001b[39m | \u001b[39m0.5247   \u001b[39m | \u001b[39m2.594    \u001b[39m | \u001b[39m8.124    \u001b[39m | \u001b[39m2.084    \u001b[39m | \u001b[39m22.19    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:10,511 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.8848, R²: 0.4103\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m564      \u001b[39m | \u001b[39m-0.8848  \u001b[39m | \u001b[39m7.564e+04\u001b[39m | \u001b[39m45.15    \u001b[39m | \u001b[39m0.1684   \u001b[39m | \u001b[39m0.3476   \u001b[39m | \u001b[39m1.973    \u001b[39m | \u001b[39m4.05     \u001b[39m | \u001b[39m0.2611   \u001b[39m | \u001b[39m9.376    \u001b[39m | \u001b[39m7.574    \u001b[39m | \u001b[39m24.34    \u001b[39m | \u001b[39m8.094    \u001b[39m | \u001b[39m2.797    \u001b[39m | \u001b[39m16.29    \u001b[39m | \u001b[39m5.149    \u001b[39m | \u001b[39m17.28    \u001b[39m | \u001b[39m8.785    \u001b[39m | \u001b[39m0.7186   \u001b[39m | \u001b[39m0.1554   \u001b[39m | \u001b[39m8.975    \u001b[39m | \u001b[39m12.01    \u001b[39m | \u001b[39m0.6192   \u001b[39m | \u001b[39m0.8717   \u001b[39m | \u001b[39m0.486    \u001b[39m | \u001b[39m12.2     \u001b[39m | \u001b[39m0.885    \u001b[39m | \u001b[39m186.7    \u001b[39m | \u001b[39m81.04    \u001b[39m | \u001b[39m10.25    \u001b[39m | \u001b[39m84.84    \u001b[39m | \u001b[39m76.43    \u001b[39m | \u001b[39m22.56    \u001b[39m | \u001b[39m0.1187   \u001b[39m | \u001b[39m0.09917  \u001b[39m | \u001b[39m1.622    \u001b[39m | \u001b[39m8.151    \u001b[39m | \u001b[39m2.952    \u001b[39m | \u001b[39m71.59    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:11,103 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2847, R²: 0.9390\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m565      \u001b[39m | \u001b[39m-0.2847  \u001b[39m | \u001b[39m2.058e+04\u001b[39m | \u001b[39m26.2     \u001b[39m | \u001b[39m0.05801  \u001b[39m | \u001b[39m0.2694   \u001b[39m | \u001b[39m4.694    \u001b[39m | \u001b[39m1.797    \u001b[39m | \u001b[39m0.09073  \u001b[39m | \u001b[39m20.08    \u001b[39m | \u001b[39m6.404    \u001b[39m | \u001b[39m24.98    \u001b[39m | \u001b[39m8.163    \u001b[39m | \u001b[39m2.204    \u001b[39m | \u001b[39m15.24    \u001b[39m | \u001b[39m28.72    \u001b[39m | \u001b[39m29.01    \u001b[39m | \u001b[39m11.53    \u001b[39m | \u001b[39m0.7358   \u001b[39m | \u001b[39m0.3008   \u001b[39m | \u001b[39m4.282    \u001b[39m | \u001b[39m36.24    \u001b[39m | \u001b[39m0.7643   \u001b[39m | \u001b[39m0.7672   \u001b[39m | \u001b[39m0.4382   \u001b[39m | \u001b[39m10.98    \u001b[39m | \u001b[39m0.3475   \u001b[39m | \u001b[39m169.5    \u001b[39m | \u001b[39m71.06    \u001b[39m | \u001b[39m12.09    \u001b[39m | \u001b[39m92.02    \u001b[39m | \u001b[39m89.17    \u001b[39m | \u001b[39m21.6     \u001b[39m | \u001b[39m0.5582   \u001b[39m | \u001b[39m0.599    \u001b[39m | \u001b[39m1.925    \u001b[39m | \u001b[39m9.404    \u001b[39m | \u001b[39m1.77     \u001b[39m | \u001b[39m39.92    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:44:13,085 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.3287, R²: 0.9186\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m566      \u001b[39m | \u001b[39m-0.3287  \u001b[39m | \u001b[39m1.755e+04\u001b[39m | \u001b[39m40.19    \u001b[39m | \u001b[39m0.1352   \u001b[39m | \u001b[39m0.869    \u001b[39m | \u001b[39m4.577    \u001b[39m | \u001b[39m4.531    \u001b[39m | \u001b[39m2.521    \u001b[39m | \u001b[39m72.39    \u001b[39m | \u001b[39m7.599    \u001b[39m | \u001b[39m43.86    \u001b[39m | \u001b[39m5.114    \u001b[39m | \u001b[39m3.65     \u001b[39m | \u001b[39m44.94    \u001b[39m | \u001b[39m5.824    \u001b[39m | \u001b[39m18.48    \u001b[39m | \u001b[39m10.64    \u001b[39m | \u001b[39m0.9319   \u001b[39m | \u001b[39m0.2081   \u001b[39m | \u001b[39m13.0     \u001b[39m | \u001b[39m35.0     \u001b[39m | \u001b[39m0.6836   \u001b[39m | \u001b[39m0.5154   \u001b[39m | \u001b[39m0.3892   \u001b[39m | \u001b[39m184.3    \u001b[39m | \u001b[39m0.6212   \u001b[39m | \u001b[39m24.08    \u001b[39m | \u001b[39m25.64    \u001b[39m | \u001b[39m14.41    \u001b[39m | \u001b[39m84.88    \u001b[39m | \u001b[39m87.67    \u001b[39m | \u001b[39m6.825    \u001b[39m | \u001b[39m0.2955   \u001b[39m | \u001b[39m0.09989  \u001b[39m | \u001b[39m0.1374   \u001b[39m | \u001b[39m12.66    \u001b[39m | \u001b[39m3.626    \u001b[39m | \u001b[39m99.12    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:13,619 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1363, R²: 0.0275\n"
     ]
    },
    {
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     "text": [
      "| \u001b[39m567      \u001b[39m | \u001b[39m-1.136   \u001b[39m | \u001b[39m6.586e+04\u001b[39m | \u001b[39m40.51    \u001b[39m | \u001b[39m0.04316  \u001b[39m | \u001b[39m0.8631   \u001b[39m | \u001b[39m2.14     \u001b[39m | \u001b[39m3.075    \u001b[39m | \u001b[39m1.825    \u001b[39m | \u001b[39m76.43    \u001b[39m | \u001b[39m7.57     \u001b[39m | \u001b[39m6.0      \u001b[39m | \u001b[39m9.601    \u001b[39m | \u001b[39m2.463    \u001b[39m | \u001b[39m47.94    \u001b[39m | \u001b[39m22.06    \u001b[39m | \u001b[39m28.71    \u001b[39m | \u001b[39m7.034    \u001b[39m | \u001b[39m0.668    \u001b[39m | \u001b[39m0.1851   \u001b[39m | \u001b[39m98.54    \u001b[39m | \u001b[39m20.12    \u001b[39m | \u001b[39m0.8873   \u001b[39m | \u001b[39m0.1403   \u001b[39m | \u001b[39m0.2055   \u001b[39m | \u001b[39m136.0    \u001b[39m | \u001b[39m0.1611   \u001b[39m | \u001b[39m116.5    \u001b[39m | \u001b[39m47.43    \u001b[39m | \u001b[39m11.71    \u001b[39m | \u001b[39m80.3     \u001b[39m | \u001b[39m75.88    \u001b[39m | \u001b[39m17.13    \u001b[39m | \u001b[39m0.8341   \u001b[39m | \u001b[39m0.6246   \u001b[39m | \u001b[39m1.053    \u001b[39m | \u001b[39m9.329    \u001b[39m | \u001b[39m2.727    \u001b[39m | \u001b[39m72.02    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:44:14,176 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0874, R²: 0.9943\n"
     ]
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      "| \u001b[39m568      \u001b[39m | \u001b[39m-0.08737 \u001b[39m | \u001b[39m8.003e+03\u001b[39m | \u001b[39m24.19    \u001b[39m | \u001b[39m0.132    \u001b[39m | \u001b[39m0.5998   \u001b[39m | \u001b[39m4.576    \u001b[39m | \u001b[39m4.599    \u001b[39m | \u001b[39m0.6483   \u001b[39m | \u001b[39m9.491    \u001b[39m | \u001b[39m8.558    \u001b[39m | \u001b[39m16.82    \u001b[39m | \u001b[39m7.534    \u001b[39m | \u001b[39m3.684    \u001b[39m | \u001b[39m18.61    \u001b[39m | \u001b[39m13.23    \u001b[39m | \u001b[39m9.695    \u001b[39m | \u001b[39m11.38    \u001b[39m | \u001b[39m0.774    \u001b[39m | \u001b[39m0.01419  \u001b[39m | \u001b[39m21.66    \u001b[39m | \u001b[39m16.58    \u001b[39m | \u001b[39m0.7863   \u001b[39m | \u001b[39m0.03941  \u001b[39m | \u001b[39m0.08187  \u001b[39m | \u001b[39m67.05    \u001b[39m | \u001b[39m0.5341   \u001b[39m | \u001b[39m58.98    \u001b[39m | \u001b[39m57.51    \u001b[39m | \u001b[39m8.184    \u001b[39m | \u001b[39m80.6     \u001b[39m | \u001b[39m84.72    \u001b[39m | \u001b[39m12.82    \u001b[39m | \u001b[39m0.9694   \u001b[39m | \u001b[39m0.1628   \u001b[39m | \u001b[39m2.35     \u001b[39m | \u001b[39m12.99    \u001b[39m | \u001b[39m4.54     \u001b[39m | \u001b[39m7.312    \u001b[39m |\n"
     ]
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      "2025-04-09 17:44:14,714 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1415, R²: 0.0185\n"
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      "| \u001b[39m569      \u001b[39m | \u001b[39m-1.142   \u001b[39m | \u001b[39m7.67e+04 \u001b[39m | \u001b[39m43.31    \u001b[39m | \u001b[39m0.1124   \u001b[39m | \u001b[39m0.1607   \u001b[39m | \u001b[39m2.621    \u001b[39m | \u001b[39m1.903    \u001b[39m | \u001b[39m1.657    \u001b[39m | \u001b[39m17.66    \u001b[39m | \u001b[39m3.292    \u001b[39m | \u001b[39m46.52    \u001b[39m | \u001b[39m3.723    \u001b[39m | \u001b[39m3.732    \u001b[39m | \u001b[39m46.02    \u001b[39m | \u001b[39m13.44    \u001b[39m | \u001b[39m12.46    \u001b[39m | \u001b[39m7.884    \u001b[39m | \u001b[39m0.7979   \u001b[39m | \u001b[39m0.2029   \u001b[39m | \u001b[39m16.77    \u001b[39m | \u001b[39m0.8137   \u001b[39m | \u001b[39m0.2815   \u001b[39m | \u001b[39m0.5264   \u001b[39m | \u001b[39m0.8953   \u001b[39m | \u001b[39m136.3    \u001b[39m | \u001b[39m0.09622  \u001b[39m | \u001b[39m158.1    \u001b[39m | \u001b[39m75.36    \u001b[39m | \u001b[39m9.948    \u001b[39m | \u001b[39m86.36    \u001b[39m | \u001b[39m82.14    \u001b[39m | \u001b[39m18.68    \u001b[39m | \u001b[39m0.02414  \u001b[39m | \u001b[39m0.256    \u001b[39m | \u001b[39m0.9968   \u001b[39m | \u001b[39m8.629    \u001b[39m | \u001b[39m4.761    \u001b[39m | \u001b[39m43.63    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:44:16,552 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1546, R²: -0.0041\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m570      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m5.79e+04 \u001b[39m | \u001b[39m28.03    \u001b[39m | \u001b[39m0.2138   \u001b[39m | \u001b[39m0.5772   \u001b[39m | \u001b[39m3.399    \u001b[39m | \u001b[39m3.237    \u001b[39m | \u001b[39m2.758    \u001b[39m | \u001b[39m79.2     \u001b[39m | \u001b[39m2.109    \u001b[39m | \u001b[39m23.38    \u001b[39m | \u001b[39m1.502    \u001b[39m | \u001b[39m2.389    \u001b[39m | \u001b[39m6.047    \u001b[39m | \u001b[39m10.09    \u001b[39m | \u001b[39m18.62    \u001b[39m | \u001b[39m8.76     \u001b[39m | \u001b[39m0.7175   \u001b[39m | \u001b[39m0.01151  \u001b[39m | \u001b[39m24.01    \u001b[39m | \u001b[39m9.246    \u001b[39m | \u001b[39m0.1247   \u001b[39m | \u001b[39m0.2261   \u001b[39m | \u001b[39m0.5497   \u001b[39m | \u001b[39m193.0    \u001b[39m | \u001b[39m0.09467  \u001b[39m | \u001b[39m191.9    \u001b[39m | \u001b[39m49.28    \u001b[39m | \u001b[39m16.27    \u001b[39m | \u001b[39m89.65    \u001b[39m | \u001b[39m81.29    \u001b[39m | \u001b[39m9.523    \u001b[39m | \u001b[39m0.1862   \u001b[39m | \u001b[39m0.691    \u001b[39m | \u001b[39m2.137    \u001b[39m | \u001b[39m12.17    \u001b[39m | \u001b[39m1.646    \u001b[39m | \u001b[39m86.98    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:44:17,278 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.5881, R²: 0.7394\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m571      \u001b[39m | \u001b[39m-0.5881  \u001b[39m | \u001b[39m4.699e+04\u001b[39m | \u001b[39m29.45    \u001b[39m | \u001b[39m0.2813   \u001b[39m | \u001b[39m0.326    \u001b[39m | \u001b[39m4.158    \u001b[39m | \u001b[39m1.847    \u001b[39m | \u001b[39m0.4134   \u001b[39m | \u001b[39m75.71    \u001b[39m | \u001b[39m3.752    \u001b[39m | \u001b[39m24.77    \u001b[39m | \u001b[39m1.67     \u001b[39m | \u001b[39m3.427    \u001b[39m | \u001b[39m15.04    \u001b[39m | \u001b[39m28.59    \u001b[39m | \u001b[39m19.47    \u001b[39m | \u001b[39m9.0      \u001b[39m | \u001b[39m0.8045   \u001b[39m | \u001b[39m0.07767  \u001b[39m | \u001b[39m50.12    \u001b[39m | \u001b[39m15.13    \u001b[39m | \u001b[39m0.08636  \u001b[39m | \u001b[39m0.2811   \u001b[39m | \u001b[39m0.277    \u001b[39m | \u001b[39m163.8    \u001b[39m | \u001b[39m0.5539   \u001b[39m | \u001b[39m48.1     \u001b[39m | \u001b[39m63.52    \u001b[39m | \u001b[39m14.27    \u001b[39m | \u001b[39m94.2     \u001b[39m | \u001b[39m78.99    \u001b[39m | \u001b[39m21.2     \u001b[39m | \u001b[39m0.8596   \u001b[39m | \u001b[39m0.9576   \u001b[39m | \u001b[39m0.6316   \u001b[39m | \u001b[39m12.31    \u001b[39m | \u001b[39m1.959    \u001b[39m | \u001b[39m66.05    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:17,834 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2828, R²: 0.9398\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m572      \u001b[39m | \u001b[39m-0.2828  \u001b[39m | \u001b[39m8.743e+04\u001b[39m | \u001b[39m32.52    \u001b[39m | \u001b[39m0.1652   \u001b[39m | \u001b[39m0.1194   \u001b[39m | \u001b[39m3.473    \u001b[39m | \u001b[39m1.321    \u001b[39m | \u001b[39m1.38     \u001b[39m | \u001b[39m30.35    \u001b[39m | \u001b[39m3.211    \u001b[39m | \u001b[39m41.08    \u001b[39m | \u001b[39m9.608    \u001b[39m | \u001b[39m1.34     \u001b[39m | \u001b[39m38.75    \u001b[39m | \u001b[39m14.21    \u001b[39m | \u001b[39m20.13    \u001b[39m | \u001b[39m12.06    \u001b[39m | \u001b[39m0.6547   \u001b[39m | \u001b[39m0.07495  \u001b[39m | \u001b[39m82.16    \u001b[39m | \u001b[39m36.49    \u001b[39m | \u001b[39m0.5446   \u001b[39m | \u001b[39m0.4596   \u001b[39m | \u001b[39m0.6468   \u001b[39m | \u001b[39m117.6    \u001b[39m | \u001b[39m0.9426   \u001b[39m | \u001b[39m66.97    \u001b[39m | \u001b[39m67.66    \u001b[39m | \u001b[39m13.95    \u001b[39m | \u001b[39m89.54    \u001b[39m | \u001b[39m75.93    \u001b[39m | \u001b[39m12.8     \u001b[39m | \u001b[39m0.4021   \u001b[39m | \u001b[39m0.6407   \u001b[39m | \u001b[39m0.02935  \u001b[39m | \u001b[39m7.945    \u001b[39m | \u001b[39m2.765    \u001b[39m | \u001b[39m4.581    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:20,094 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.3512, R²: 0.9071\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m573      \u001b[39m | \u001b[39m-0.3512  \u001b[39m | \u001b[39m9.898e+04\u001b[39m | \u001b[39m16.16    \u001b[39m | \u001b[39m0.123    \u001b[39m | \u001b[39m0.3802   \u001b[39m | \u001b[39m1.139    \u001b[39m | \u001b[39m3.827    \u001b[39m | \u001b[39m1.505    \u001b[39m | \u001b[39m66.9     \u001b[39m | \u001b[39m1.736    \u001b[39m | \u001b[39m22.73    \u001b[39m | \u001b[39m7.253    \u001b[39m | \u001b[39m2.525    \u001b[39m | \u001b[39m36.06    \u001b[39m | \u001b[39m23.48    \u001b[39m | \u001b[39m19.02    \u001b[39m | \u001b[39m10.75    \u001b[39m | \u001b[39m0.935    \u001b[39m | \u001b[39m0.2755   \u001b[39m | \u001b[39m62.33    \u001b[39m | \u001b[39m30.61    \u001b[39m | \u001b[39m0.6922   \u001b[39m | \u001b[39m0.844    \u001b[39m | \u001b[39m0.4353   \u001b[39m | \u001b[39m191.6    \u001b[39m | \u001b[39m0.6555   \u001b[39m | \u001b[39m194.4    \u001b[39m | \u001b[39m80.43    \u001b[39m | \u001b[39m13.44    \u001b[39m | \u001b[39m80.12    \u001b[39m | \u001b[39m81.3     \u001b[39m | \u001b[39m21.93    \u001b[39m | \u001b[39m0.6708   \u001b[39m | \u001b[39m0.5774   \u001b[39m | \u001b[39m2.812    \u001b[39m | \u001b[39m9.398    \u001b[39m | \u001b[39m3.954    \u001b[39m | \u001b[39m8.232    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:21,682 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1545, R²: -0.0039\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m574      \u001b[39m | \u001b[39m-1.154   \u001b[39m | \u001b[39m8.313e+04\u001b[39m | \u001b[39m34.29    \u001b[39m | \u001b[39m0.2556   \u001b[39m | \u001b[39m0.1222   \u001b[39m | \u001b[39m2.988    \u001b[39m | \u001b[39m2.962    \u001b[39m | \u001b[39m2.716    \u001b[39m | \u001b[39m33.28    \u001b[39m | \u001b[39m3.76     \u001b[39m | \u001b[39m35.85    \u001b[39m | \u001b[39m6.151    \u001b[39m | \u001b[39m2.225    \u001b[39m | \u001b[39m40.53    \u001b[39m | \u001b[39m4.505    \u001b[39m | \u001b[39m28.39    \u001b[39m | \u001b[39m12.14    \u001b[39m | \u001b[39m0.9059   \u001b[39m | \u001b[39m0.1157   \u001b[39m | \u001b[39m26.34    \u001b[39m | \u001b[39m0.5521   \u001b[39m | \u001b[39m0.294    \u001b[39m | \u001b[39m0.9354   \u001b[39m | \u001b[39m0.1619   \u001b[39m | \u001b[39m31.64    \u001b[39m | \u001b[39m0.1344   \u001b[39m | \u001b[39m12.68    \u001b[39m | \u001b[39m59.68    \u001b[39m | \u001b[39m18.22    \u001b[39m | \u001b[39m85.01    \u001b[39m | \u001b[39m92.46    \u001b[39m | \u001b[39m6.305    \u001b[39m | \u001b[39m0.6049   \u001b[39m | \u001b[39m0.3896   \u001b[39m | \u001b[39m1.539    \u001b[39m | \u001b[39m11.35    \u001b[39m | \u001b[39m2.031    \u001b[39m | \u001b[39m97.18    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:44:23,611 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.8940, R²: 0.3979\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m575      \u001b[39m | \u001b[39m-0.894   \u001b[39m | \u001b[39m3.104e+04\u001b[39m | \u001b[39m13.73    \u001b[39m | \u001b[39m0.03911  \u001b[39m | \u001b[39m0.06445  \u001b[39m | \u001b[39m4.477    \u001b[39m | \u001b[39m1.263    \u001b[39m | \u001b[39m1.76     \u001b[39m | \u001b[39m8.813    \u001b[39m | \u001b[39m5.101    \u001b[39m | \u001b[39m21.95    \u001b[39m | \u001b[39m6.65     \u001b[39m | \u001b[39m3.069    \u001b[39m | \u001b[39m47.48    \u001b[39m | \u001b[39m21.15    \u001b[39m | \u001b[39m12.13    \u001b[39m | \u001b[39m8.366    \u001b[39m | \u001b[39m0.7923   \u001b[39m | \u001b[39m0.3899   \u001b[39m | \u001b[39m2.697    \u001b[39m | \u001b[39m0.3255   \u001b[39m | \u001b[39m0.8586   \u001b[39m | \u001b[39m0.3638   \u001b[39m | \u001b[39m0.07597  \u001b[39m | \u001b[39m51.54    \u001b[39m | \u001b[39m0.9663   \u001b[39m | \u001b[39m12.89    \u001b[39m | \u001b[39m96.41    \u001b[39m | \u001b[39m11.5     \u001b[39m | \u001b[39m93.25    \u001b[39m | \u001b[39m82.81    \u001b[39m | \u001b[39m19.39    \u001b[39m | \u001b[39m0.3167   \u001b[39m | \u001b[39m0.4329   \u001b[39m | \u001b[39m2.059    \u001b[39m | \u001b[39m7.161    \u001b[39m | \u001b[39m4.598    \u001b[39m | \u001b[39m16.34    \u001b[39m |\n"
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    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:24,165 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2550, R²: 0.9510\n"
     ]
    },
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      "| \u001b[39m576      \u001b[39m | \u001b[39m-0.255   \u001b[39m | \u001b[39m5.156e+04\u001b[39m | \u001b[39m24.77    \u001b[39m | \u001b[39m0.0772   \u001b[39m | \u001b[39m0.2595   \u001b[39m | \u001b[39m1.7      \u001b[39m | \u001b[39m1.825    \u001b[39m | \u001b[39m1.223    \u001b[39m | \u001b[39m14.94    \u001b[39m | \u001b[39m9.161    \u001b[39m | \u001b[39m4.932    \u001b[39m | \u001b[39m9.86     \u001b[39m | \u001b[39m1.807    \u001b[39m | \u001b[39m36.16    \u001b[39m | \u001b[39m2.85     \u001b[39m | \u001b[39m15.13    \u001b[39m | \u001b[39m10.39    \u001b[39m | \u001b[39m0.731    \u001b[39m | \u001b[39m0.3154   \u001b[39m | \u001b[39m87.14    \u001b[39m | \u001b[39m2.76     \u001b[39m | \u001b[39m0.8513   \u001b[39m | \u001b[39m0.6404   \u001b[39m | \u001b[39m0.4242   \u001b[39m | \u001b[39m185.1    \u001b[39m | \u001b[39m0.4999   \u001b[39m | \u001b[39m148.6    \u001b[39m | \u001b[39m27.47    \u001b[39m | \u001b[39m9.804    \u001b[39m | \u001b[39m87.38    \u001b[39m | \u001b[39m75.46    \u001b[39m | \u001b[39m11.52    \u001b[39m | \u001b[39m0.01342  \u001b[39m | \u001b[39m0.9162   \u001b[39m | \u001b[39m2.169    \u001b[39m | \u001b[39m8.506    \u001b[39m | \u001b[39m4.299    \u001b[39m | \u001b[39m45.74    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:44:24,901 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 1.0272, R²: 0.2052\n"
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      "| \u001b[39m577      \u001b[39m | \u001b[39m-1.027   \u001b[39m | \u001b[39m2.106e+04\u001b[39m | \u001b[39m11.7     \u001b[39m | \u001b[39m0.1418   \u001b[39m | \u001b[39m0.5539   \u001b[39m | \u001b[39m2.46     \u001b[39m | \u001b[39m1.769    \u001b[39m | \u001b[39m1.861    \u001b[39m | \u001b[39m43.28    \u001b[39m | \u001b[39m5.931    \u001b[39m | \u001b[39m30.21    \u001b[39m | \u001b[39m6.244    \u001b[39m | \u001b[39m1.245    \u001b[39m | \u001b[39m47.35    \u001b[39m | \u001b[39m13.22    \u001b[39m | \u001b[39m16.91    \u001b[39m | \u001b[39m8.339    \u001b[39m | \u001b[39m0.9302   \u001b[39m | \u001b[39m0.3426   \u001b[39m | \u001b[39m92.35    \u001b[39m | \u001b[39m1.529    \u001b[39m | \u001b[39m0.6591   \u001b[39m | \u001b[39m0.5327   \u001b[39m | \u001b[39m0.4942   \u001b[39m | \u001b[39m159.8    \u001b[39m | \u001b[39m0.905    \u001b[39m | \u001b[39m170.7    \u001b[39m | \u001b[39m50.57    \u001b[39m | \u001b[39m19.32    \u001b[39m | \u001b[39m92.13    \u001b[39m | \u001b[39m77.96    \u001b[39m | \u001b[39m13.48    \u001b[39m | \u001b[39m0.3583   \u001b[39m | \u001b[39m0.8174   \u001b[39m | \u001b[39m0.35     \u001b[39m | \u001b[39m9.315    \u001b[39m | \u001b[39m2.693    \u001b[39m | \u001b[39m25.62    \u001b[39m |\n"
     ]
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      "2025-04-09 17:44:26,846 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2889, R²: 0.9371\n"
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      "| \u001b[39m578      \u001b[39m | \u001b[39m-0.2889  \u001b[39m | \u001b[39m6.673e+03\u001b[39m | \u001b[39m15.96    \u001b[39m | \u001b[39m0.07329  \u001b[39m | \u001b[39m0.9569   \u001b[39m | \u001b[39m4.081    \u001b[39m | \u001b[39m2.933    \u001b[39m | \u001b[39m1.17     \u001b[39m | \u001b[39m95.83    \u001b[39m | \u001b[39m9.479    \u001b[39m | \u001b[39m17.51    \u001b[39m | \u001b[39m1.049    \u001b[39m | \u001b[39m1.17     \u001b[39m | \u001b[39m43.19    \u001b[39m | \u001b[39m9.55     \u001b[39m | \u001b[39m26.11    \u001b[39m | \u001b[39m10.4     \u001b[39m | \u001b[39m0.7124   \u001b[39m | \u001b[39m0.1376   \u001b[39m | \u001b[39m17.27    \u001b[39m | \u001b[39m33.75    \u001b[39m | \u001b[39m0.8212   \u001b[39m | \u001b[39m0.6587   \u001b[39m | \u001b[39m0.8205   \u001b[39m | \u001b[39m188.4    \u001b[39m | \u001b[39m0.3815   \u001b[39m | \u001b[39m176.6    \u001b[39m | \u001b[39m98.11    \u001b[39m | \u001b[39m17.64    \u001b[39m | \u001b[39m83.32    \u001b[39m | \u001b[39m80.67    \u001b[39m | \u001b[39m10.67    \u001b[39m | \u001b[39m0.8585   \u001b[39m | \u001b[39m0.4443   \u001b[39m | \u001b[39m1.017    \u001b[39m | \u001b[39m11.56    \u001b[39m | \u001b[39m4.782    \u001b[39m | \u001b[39m76.18    \u001b[39m |\n"
     ]
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      "2025-04-09 17:44:28,789 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.3392, R²: 0.9133\n"
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      "| \u001b[39m579      \u001b[39m | \u001b[39m-0.3392  \u001b[39m | \u001b[39m9.038e+04\u001b[39m | \u001b[39m44.98    \u001b[39m | \u001b[39m0.1965   \u001b[39m | \u001b[39m0.002748 \u001b[39m | \u001b[39m3.252    \u001b[39m | \u001b[39m2.45     \u001b[39m | \u001b[39m2.555    \u001b[39m | \u001b[39m10.98    \u001b[39m | \u001b[39m8.693    \u001b[39m | \u001b[39m17.25    \u001b[39m | \u001b[39m2.076    \u001b[39m | \u001b[39m3.036    \u001b[39m | \u001b[39m5.927    \u001b[39m | \u001b[39m17.11    \u001b[39m | \u001b[39m15.57    \u001b[39m | \u001b[39m7.024    \u001b[39m | \u001b[39m0.6071   \u001b[39m | \u001b[39m0.1391   \u001b[39m | \u001b[39m84.92    \u001b[39m | \u001b[39m28.11    \u001b[39m | \u001b[39m0.2104   \u001b[39m | \u001b[39m0.1153   \u001b[39m | \u001b[39m0.6286   \u001b[39m | \u001b[39m74.68    \u001b[39m | \u001b[39m0.1451   \u001b[39m | \u001b[39m14.64    \u001b[39m | \u001b[39m10.97    \u001b[39m | \u001b[39m6.261    \u001b[39m | \u001b[39m93.81    \u001b[39m | \u001b[39m94.25    \u001b[39m | \u001b[39m17.09    \u001b[39m | \u001b[39m0.3535   \u001b[39m | \u001b[39m0.2096   \u001b[39m | \u001b[39m2.66     \u001b[39m | \u001b[39m8.471    \u001b[39m | \u001b[39m2.253    \u001b[39m | \u001b[39m36.5     \u001b[39m |\n"
     ]
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      "2025-04-09 17:44:29,601 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.8219, R²: 0.4912\n"
     ]
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      "| \u001b[39m580      \u001b[39m | \u001b[39m-0.8219  \u001b[39m | \u001b[39m1.494e+04\u001b[39m | \u001b[39m23.66    \u001b[39m | \u001b[39m0.1214   \u001b[39m | \u001b[39m0.6237   \u001b[39m | \u001b[39m2.638    \u001b[39m | \u001b[39m4.696    \u001b[39m | \u001b[39m2.008    \u001b[39m | \u001b[39m76.44    \u001b[39m | \u001b[39m6.547    \u001b[39m | \u001b[39m27.98    \u001b[39m | \u001b[39m7.672    \u001b[39m | \u001b[39m3.948    \u001b[39m | \u001b[39m41.65    \u001b[39m | \u001b[39m2.154    \u001b[39m | \u001b[39m29.86    \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m0.8761   \u001b[39m | \u001b[39m0.3576   \u001b[39m | \u001b[39m76.68    \u001b[39m | \u001b[39m31.24    \u001b[39m | \u001b[39m0.1807   \u001b[39m | \u001b[39m0.9469   \u001b[39m | \u001b[39m0.9492   \u001b[39m | \u001b[39m98.38    \u001b[39m | \u001b[39m0.5377   \u001b[39m | \u001b[39m89.02    \u001b[39m | \u001b[39m79.93    \u001b[39m | \u001b[39m16.5     \u001b[39m | \u001b[39m87.86    \u001b[39m | \u001b[39m87.97    \u001b[39m | \u001b[39m9.729    \u001b[39m | \u001b[39m0.09669  \u001b[39m | \u001b[39m0.002465 \u001b[39m | \u001b[39m1.24     \u001b[39m | \u001b[39m10.86    \u001b[39m | \u001b[39m4.471    \u001b[39m | \u001b[39m24.57    \u001b[39m |\n"
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      "2025-04-09 17:44:30,298 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2342, R²: 0.9587\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m581      \u001b[39m | \u001b[39m-0.2342  \u001b[39m | \u001b[39m4.988e+03\u001b[39m | \u001b[39m35.47    \u001b[39m | \u001b[39m0.1372   \u001b[39m | \u001b[39m0.7846   \u001b[39m | \u001b[39m3.625    \u001b[39m | \u001b[39m1.293    \u001b[39m | \u001b[39m0.09275  \u001b[39m | \u001b[39m44.48    \u001b[39m | \u001b[39m3.322    \u001b[39m | \u001b[39m35.33    \u001b[39m | \u001b[39m0.515    \u001b[39m | \u001b[39m3.887    \u001b[39m | \u001b[39m14.41    \u001b[39m | \u001b[39m16.6     \u001b[39m | \u001b[39m20.44    \u001b[39m | \u001b[39m10.28    \u001b[39m | \u001b[39m0.8433   \u001b[39m | \u001b[39m0.1507   \u001b[39m | \u001b[39m63.59    \u001b[39m | \u001b[39m14.12    \u001b[39m | \u001b[39m0.9261   \u001b[39m | \u001b[39m0.6643   \u001b[39m | \u001b[39m0.6176   \u001b[39m | \u001b[39m128.1    \u001b[39m | \u001b[39m0.9049   \u001b[39m | \u001b[39m182.2    \u001b[39m | \u001b[39m72.86    \u001b[39m | \u001b[39m14.63    \u001b[39m | \u001b[39m82.6     \u001b[39m | \u001b[39m76.94    \u001b[39m | \u001b[39m11.32    \u001b[39m | \u001b[39m0.5927   \u001b[39m | \u001b[39m0.7038   \u001b[39m | \u001b[39m1.052    \u001b[39m | \u001b[39m11.14    \u001b[39m | \u001b[39m2.915    \u001b[39m | \u001b[39m49.75    \u001b[39m |\n"
     ]
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     "output_type": "stream",
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      "2025-04-09 17:44:32,814 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 1.1266, R²: 0.0439\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m582      \u001b[39m | \u001b[39m-1.127   \u001b[39m | \u001b[39m2.981e+04\u001b[39m | \u001b[39m22.0     \u001b[39m | \u001b[39m0.1236   \u001b[39m | \u001b[39m0.5621   \u001b[39m | \u001b[39m2.753    \u001b[39m | \u001b[39m4.697    \u001b[39m | \u001b[39m2.146    \u001b[39m | \u001b[39m3.2      \u001b[39m | \u001b[39m6.062    \u001b[39m | \u001b[39m38.64    \u001b[39m | \u001b[39m5.124    \u001b[39m | \u001b[39m0.5116   \u001b[39m | \u001b[39m5.481    \u001b[39m | \u001b[39m7.379    \u001b[39m | \u001b[39m16.57    \u001b[39m | \u001b[39m11.6     \u001b[39m | \u001b[39m0.8331   \u001b[39m | \u001b[39m0.2063   \u001b[39m | \u001b[39m3.258    \u001b[39m | \u001b[39m24.59    \u001b[39m | \u001b[39m0.4031   \u001b[39m | \u001b[39m0.1135   \u001b[39m | \u001b[39m0.8475   \u001b[39m | \u001b[39m195.8    \u001b[39m | \u001b[39m0.06953  \u001b[39m | \u001b[39m56.23    \u001b[39m | \u001b[39m95.73    \u001b[39m | \u001b[39m5.633    \u001b[39m | \u001b[39m88.24    \u001b[39m | \u001b[39m75.15    \u001b[39m | \u001b[39m16.0     \u001b[39m | \u001b[39m0.6795   \u001b[39m | \u001b[39m0.1229   \u001b[39m | \u001b[39m0.5698   \u001b[39m | \u001b[39m10.75    \u001b[39m | \u001b[39m2.205    \u001b[39m | \u001b[39m31.35    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:33,519 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.7796, R²: 0.5422\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m583      \u001b[39m | \u001b[39m-0.7796  \u001b[39m | \u001b[39m4.05e+04 \u001b[39m | \u001b[39m11.77    \u001b[39m | \u001b[39m0.2083   \u001b[39m | \u001b[39m0.356    \u001b[39m | \u001b[39m3.065    \u001b[39m | \u001b[39m2.458    \u001b[39m | \u001b[39m1.497    \u001b[39m | \u001b[39m69.34    \u001b[39m | \u001b[39m3.683    \u001b[39m | \u001b[39m49.01    \u001b[39m | \u001b[39m2.777    \u001b[39m | \u001b[39m1.155    \u001b[39m | \u001b[39m27.08    \u001b[39m | \u001b[39m4.758    \u001b[39m | \u001b[39m19.9     \u001b[39m | \u001b[39m9.834    \u001b[39m | \u001b[39m0.9714   \u001b[39m | \u001b[39m0.07515  \u001b[39m | \u001b[39m25.92    \u001b[39m | \u001b[39m0.09319  \u001b[39m | \u001b[39m0.8938   \u001b[39m | \u001b[39m0.6441   \u001b[39m | \u001b[39m0.2227   \u001b[39m | \u001b[39m76.0     \u001b[39m | \u001b[39m0.09307  \u001b[39m | \u001b[39m132.2    \u001b[39m | \u001b[39m15.96    \u001b[39m | \u001b[39m5.463    \u001b[39m | \u001b[39m84.57    \u001b[39m | \u001b[39m92.33    \u001b[39m | \u001b[39m21.73    \u001b[39m | \u001b[39m0.2233   \u001b[39m | \u001b[39m0.2205   \u001b[39m | \u001b[39m2.217    \u001b[39m | \u001b[39m12.11    \u001b[39m | \u001b[39m2.773    \u001b[39m | \u001b[39m71.8     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:44:35,419 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.7966, R²: 0.5220\n"
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    },
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      "| \u001b[39m584      \u001b[39m | \u001b[39m-0.7966  \u001b[39m | \u001b[39m1.282e+03\u001b[39m | \u001b[39m19.44    \u001b[39m | \u001b[39m0.2756   \u001b[39m | \u001b[39m0.3322   \u001b[39m | \u001b[39m3.268    \u001b[39m | \u001b[39m2.298    \u001b[39m | \u001b[39m2.797    \u001b[39m | \u001b[39m14.08    \u001b[39m | \u001b[39m5.143    \u001b[39m | \u001b[39m47.69    \u001b[39m | \u001b[39m3.262    \u001b[39m | \u001b[39m2.474    \u001b[39m | \u001b[39m40.82    \u001b[39m | \u001b[39m3.609    \u001b[39m | \u001b[39m11.02    \u001b[39m | \u001b[39m11.22    \u001b[39m | \u001b[39m0.651    \u001b[39m | \u001b[39m0.2279   \u001b[39m | \u001b[39m39.51    \u001b[39m | \u001b[39m4.587    \u001b[39m | \u001b[39m0.4277   \u001b[39m | \u001b[39m0.9107   \u001b[39m | \u001b[39m0.9046   \u001b[39m | \u001b[39m13.89    \u001b[39m | \u001b[39m0.1179   \u001b[39m | \u001b[39m190.8    \u001b[39m | \u001b[39m44.27    \u001b[39m | \u001b[39m15.82    \u001b[39m | \u001b[39m89.27    \u001b[39m | \u001b[39m84.43    \u001b[39m | \u001b[39m10.57    \u001b[39m | \u001b[39m0.4461   \u001b[39m | \u001b[39m0.2011   \u001b[39m | \u001b[39m2.688    \u001b[39m | \u001b[39m8.929    \u001b[39m | \u001b[39m3.307    \u001b[39m | \u001b[39m60.75    \u001b[39m |\n"
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    },
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      "2025-04-09 17:44:36,206 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 1.0395, R²: 0.1861\n"
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    },
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      "| \u001b[39m585      \u001b[39m | \u001b[39m-1.039   \u001b[39m | \u001b[39m8.405e+04\u001b[39m | \u001b[39m12.47    \u001b[39m | \u001b[39m0.2237   \u001b[39m | \u001b[39m0.973    \u001b[39m | \u001b[39m3.104    \u001b[39m | \u001b[39m2.268    \u001b[39m | \u001b[39m2.791    \u001b[39m | \u001b[39m20.86    \u001b[39m | \u001b[39m5.948    \u001b[39m | \u001b[39m23.34    \u001b[39m | \u001b[39m0.3481   \u001b[39m | \u001b[39m0.6099   \u001b[39m | \u001b[39m32.68    \u001b[39m | \u001b[39m5.832    \u001b[39m | \u001b[39m21.58    \u001b[39m | \u001b[39m7.426    \u001b[39m | \u001b[39m0.9687   \u001b[39m | \u001b[39m0.08525  \u001b[39m | \u001b[39m50.65    \u001b[39m | \u001b[39m25.59    \u001b[39m | \u001b[39m0.375    \u001b[39m | \u001b[39m0.543    \u001b[39m | \u001b[39m0.7932   \u001b[39m | \u001b[39m170.3    \u001b[39m | \u001b[39m0.3911   \u001b[39m | \u001b[39m199.4    \u001b[39m | \u001b[39m45.23    \u001b[39m | \u001b[39m8.042    \u001b[39m | \u001b[39m87.61    \u001b[39m | \u001b[39m77.04    \u001b[39m | \u001b[39m22.03    \u001b[39m | \u001b[39m0.7762   \u001b[39m | \u001b[39m0.3252   \u001b[39m | \u001b[39m2.954    \u001b[39m | \u001b[39m7.112    \u001b[39m | \u001b[39m1.945    \u001b[39m | \u001b[39m52.96    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:44:36,940 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8255, R²: 0.4868\n"
     ]
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      "| \u001b[39m586      \u001b[39m | \u001b[39m-0.8255  \u001b[39m | \u001b[39m3.263e+04\u001b[39m | \u001b[39m28.91    \u001b[39m | \u001b[39m0.01656  \u001b[39m | \u001b[39m0.6709   \u001b[39m | \u001b[39m2.008    \u001b[39m | \u001b[39m2.935    \u001b[39m | \u001b[39m1.328    \u001b[39m | \u001b[39m26.71    \u001b[39m | \u001b[39m4.061    \u001b[39m | \u001b[39m10.47    \u001b[39m | \u001b[39m4.662    \u001b[39m | \u001b[39m2.329    \u001b[39m | \u001b[39m40.53    \u001b[39m | \u001b[39m14.69    \u001b[39m | \u001b[39m18.26    \u001b[39m | \u001b[39m10.81    \u001b[39m | \u001b[39m0.7242   \u001b[39m | \u001b[39m0.07736  \u001b[39m | \u001b[39m7.172    \u001b[39m | \u001b[39m33.48    \u001b[39m | \u001b[39m0.2258   \u001b[39m | \u001b[39m0.2643   \u001b[39m | \u001b[39m0.2756   \u001b[39m | \u001b[39m100.9    \u001b[39m | \u001b[39m0.3697   \u001b[39m | \u001b[39m12.4     \u001b[39m | \u001b[39m63.22    \u001b[39m | \u001b[39m19.35    \u001b[39m | \u001b[39m85.54    \u001b[39m | \u001b[39m90.83    \u001b[39m | \u001b[39m12.72    \u001b[39m | \u001b[39m0.5937   \u001b[39m | \u001b[39m0.5866   \u001b[39m | \u001b[39m0.9631   \u001b[39m | \u001b[39m12.71    \u001b[39m | \u001b[39m4.369    \u001b[39m | \u001b[39m27.83    \u001b[39m |\n"
     ]
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      "2025-04-09 17:44:37,716 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.7777, R²: 0.5445\n"
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      "| \u001b[39m587      \u001b[39m | \u001b[39m-0.7777  \u001b[39m | \u001b[39m5.426e+04\u001b[39m | \u001b[39m49.09    \u001b[39m | \u001b[39m0.295    \u001b[39m | \u001b[39m0.8762   \u001b[39m | \u001b[39m3.983    \u001b[39m | \u001b[39m3.956    \u001b[39m | \u001b[39m2.529    \u001b[39m | \u001b[39m12.18    \u001b[39m | \u001b[39m3.535    \u001b[39m | \u001b[39m10.92    \u001b[39m | \u001b[39m9.762    \u001b[39m | \u001b[39m2.613    \u001b[39m | \u001b[39m41.39    \u001b[39m | \u001b[39m22.96    \u001b[39m | \u001b[39m28.98    \u001b[39m | \u001b[39m8.682    \u001b[39m | \u001b[39m0.9398   \u001b[39m | \u001b[39m0.07495  \u001b[39m | \u001b[39m18.01    \u001b[39m | \u001b[39m30.71    \u001b[39m | \u001b[39m0.2959   \u001b[39m | \u001b[39m0.6505   \u001b[39m | \u001b[39m0.2195   \u001b[39m | \u001b[39m109.9    \u001b[39m | \u001b[39m0.3706   \u001b[39m | \u001b[39m160.9    \u001b[39m | \u001b[39m34.36    \u001b[39m | \u001b[39m16.17    \u001b[39m | \u001b[39m93.18    \u001b[39m | \u001b[39m78.05    \u001b[39m | \u001b[39m20.43    \u001b[39m | \u001b[39m0.09444  \u001b[39m | \u001b[39m0.153    \u001b[39m | \u001b[39m2.415    \u001b[39m | \u001b[39m12.78    \u001b[39m | \u001b[39m2.382    \u001b[39m | \u001b[39m71.51    \u001b[39m |\n"
     ]
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      "2025-04-09 17:44:38,288 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0953, R²: 0.9932\n"
     ]
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      "| \u001b[39m588      \u001b[39m | \u001b[39m-0.09533 \u001b[39m | \u001b[39m3.765e+04\u001b[39m | \u001b[39m22.31    \u001b[39m | \u001b[39m0.1437   \u001b[39m | \u001b[39m0.9357   \u001b[39m | \u001b[39m1.473    \u001b[39m | \u001b[39m3.341    \u001b[39m | \u001b[39m1.668    \u001b[39m | \u001b[39m45.21    \u001b[39m | \u001b[39m6.572    \u001b[39m | \u001b[39m9.432    \u001b[39m | \u001b[39m0.4222   \u001b[39m | \u001b[39m0.6535   \u001b[39m | \u001b[39m38.19    \u001b[39m | \u001b[39m19.85    \u001b[39m | \u001b[39m23.65    \u001b[39m | \u001b[39m9.483    \u001b[39m | \u001b[39m0.8407   \u001b[39m | \u001b[39m0.283    \u001b[39m | \u001b[39m71.64    \u001b[39m | \u001b[39m17.24    \u001b[39m | \u001b[39m0.1969   \u001b[39m | \u001b[39m0.9824   \u001b[39m | \u001b[39m0.1091   \u001b[39m | \u001b[39m146.6    \u001b[39m | \u001b[39m0.6719   \u001b[39m | \u001b[39m51.08    \u001b[39m | \u001b[39m87.26    \u001b[39m | \u001b[39m18.47    \u001b[39m | \u001b[39m81.41    \u001b[39m | \u001b[39m81.68    \u001b[39m | \u001b[39m12.1     \u001b[39m | \u001b[39m0.4767   \u001b[39m | \u001b[39m0.9657   \u001b[39m | \u001b[39m2.962    \u001b[39m | \u001b[39m12.77    \u001b[39m | \u001b[39m2.556    \u001b[39m | \u001b[39m35.21    \u001b[39m |\n"
     ]
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      "2025-04-09 17:44:41,845 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1296, R²: 0.0389\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m589      \u001b[39m | \u001b[39m-1.13    \u001b[39m | \u001b[39m5.615e+04\u001b[39m | \u001b[39m35.27    \u001b[39m | \u001b[39m0.199    \u001b[39m | \u001b[39m0.4543   \u001b[39m | \u001b[39m2.675    \u001b[39m | \u001b[39m4.792    \u001b[39m | \u001b[39m0.8922   \u001b[39m | \u001b[39m89.39    \u001b[39m | \u001b[39m5.565    \u001b[39m | \u001b[39m8.519    \u001b[39m | \u001b[39m2.022    \u001b[39m | \u001b[39m2.275    \u001b[39m | \u001b[39m30.81    \u001b[39m | \u001b[39m27.1     \u001b[39m | \u001b[39m5.067    \u001b[39m | \u001b[39m9.33     \u001b[39m | \u001b[39m0.7773   \u001b[39m | \u001b[39m0.2106   \u001b[39m | \u001b[39m86.37    \u001b[39m | \u001b[39m8.685    \u001b[39m | \u001b[39m0.9109   \u001b[39m | \u001b[39m0.4507   \u001b[39m | \u001b[39m0.6625   \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m0.3623   \u001b[39m | \u001b[39m21.72    \u001b[39m | \u001b[39m5.827    \u001b[39m | \u001b[39m5.458    \u001b[39m | \u001b[39m94.25    \u001b[39m | \u001b[39m85.73    \u001b[39m | \u001b[39m20.53    \u001b[39m | \u001b[39m0.9324   \u001b[39m | \u001b[39m0.813    \u001b[39m | \u001b[39m1.592    \u001b[39m | \u001b[39m8.117    \u001b[39m | \u001b[39m4.265    \u001b[39m | \u001b[39m17.36    \u001b[39m |\n"
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      "2025-04-09 17:44:42,498 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1554, R²: -0.0055\n"
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     "output_type": "stream",
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      "| \u001b[39m590      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m6.342e+04\u001b[39m | \u001b[39m32.09    \u001b[39m | \u001b[39m0.04445  \u001b[39m | \u001b[39m0.316    \u001b[39m | \u001b[39m3.405    \u001b[39m | \u001b[39m4.221    \u001b[39m | \u001b[39m1.722    \u001b[39m | \u001b[39m73.65    \u001b[39m | \u001b[39m5.052    \u001b[39m | \u001b[39m13.81    \u001b[39m | \u001b[39m4.346    \u001b[39m | \u001b[39m2.815    \u001b[39m | \u001b[39m43.82    \u001b[39m | \u001b[39m27.05    \u001b[39m | \u001b[39m21.68    \u001b[39m | \u001b[39m8.883    \u001b[39m | \u001b[39m0.8511   \u001b[39m | \u001b[39m0.3667   \u001b[39m | \u001b[39m32.6     \u001b[39m | \u001b[39m22.0     \u001b[39m | \u001b[39m0.9285   \u001b[39m | \u001b[39m0.5092   \u001b[39m | \u001b[39m0.004309 \u001b[39m | \u001b[39m189.3    \u001b[39m | \u001b[39m0.4135   \u001b[39m | \u001b[39m55.42    \u001b[39m | \u001b[39m24.18    \u001b[39m | \u001b[39m14.77    \u001b[39m | \u001b[39m84.78    \u001b[39m | \u001b[39m84.51    \u001b[39m | \u001b[39m20.24    \u001b[39m | \u001b[39m0.5973   \u001b[39m | \u001b[39m0.5941   \u001b[39m | \u001b[39m2.788    \u001b[39m | \u001b[39m9.047    \u001b[39m | \u001b[39m1.269    \u001b[39m | \u001b[39m29.53    \u001b[39m |\n"
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    },
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     "text": [
      "2025-04-09 17:44:44,786 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2138, R²: 0.9656\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m591      \u001b[39m | \u001b[39m-0.2138  \u001b[39m | \u001b[39m6.37e+04 \u001b[39m | \u001b[39m19.36    \u001b[39m | \u001b[39m0.2311   \u001b[39m | \u001b[39m0.9011   \u001b[39m | \u001b[39m4.747    \u001b[39m | \u001b[39m2.713    \u001b[39m | \u001b[39m1.898    \u001b[39m | \u001b[39m58.98    \u001b[39m | \u001b[39m5.335    \u001b[39m | \u001b[39m37.65    \u001b[39m | \u001b[39m0.7707   \u001b[39m | \u001b[39m1.305    \u001b[39m | \u001b[39m36.5     \u001b[39m | \u001b[39m21.54    \u001b[39m | \u001b[39m23.84    \u001b[39m | \u001b[39m7.328    \u001b[39m | \u001b[39m0.9056   \u001b[39m | \u001b[39m0.3456   \u001b[39m | \u001b[39m64.26    \u001b[39m | \u001b[39m33.78    \u001b[39m | \u001b[39m0.8845   \u001b[39m | \u001b[39m0.8581   \u001b[39m | \u001b[39m0.78     \u001b[39m | \u001b[39m190.1    \u001b[39m | \u001b[39m0.934    \u001b[39m | \u001b[39m127.5    \u001b[39m | \u001b[39m7.949    \u001b[39m | \u001b[39m6.169    \u001b[39m | \u001b[39m92.88    \u001b[39m | \u001b[39m79.29    \u001b[39m | \u001b[39m15.46    \u001b[39m | \u001b[39m0.1843   \u001b[39m | \u001b[39m0.948    \u001b[39m | \u001b[39m1.892    \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m1.618    \u001b[39m | \u001b[39m30.95    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:44:45,426 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0899, R²: 0.9939\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m592      \u001b[39m | \u001b[39m-0.08987 \u001b[39m | \u001b[39m1.038e+03\u001b[39m | \u001b[39m27.4     \u001b[39m | \u001b[39m0.1076   \u001b[39m | \u001b[39m0.863    \u001b[39m | \u001b[39m3.127    \u001b[39m | \u001b[39m2.307    \u001b[39m | \u001b[39m0.2743   \u001b[39m | \u001b[39m85.27    \u001b[39m | \u001b[39m7.826    \u001b[39m | \u001b[39m23.67    \u001b[39m | \u001b[39m4.052    \u001b[39m | \u001b[39m2.59     \u001b[39m | \u001b[39m10.75    \u001b[39m | \u001b[39m2.786    \u001b[39m | \u001b[39m17.21    \u001b[39m | \u001b[39m8.719    \u001b[39m | \u001b[39m0.9527   \u001b[39m | \u001b[39m0.09314  \u001b[39m | \u001b[39m99.57    \u001b[39m | \u001b[39m21.05    \u001b[39m | \u001b[39m0.9234   \u001b[39m | \u001b[39m0.4959   \u001b[39m | \u001b[39m0.08348  \u001b[39m | \u001b[39m89.87    \u001b[39m | \u001b[39m0.1646   \u001b[39m | \u001b[39m123.6    \u001b[39m | \u001b[39m50.43    \u001b[39m | \u001b[39m8.953    \u001b[39m | \u001b[39m91.7     \u001b[39m | \u001b[39m77.34    \u001b[39m | \u001b[39m16.64    \u001b[39m | \u001b[39m0.4945   \u001b[39m | \u001b[39m0.01964  \u001b[39m | \u001b[39m0.5872   \u001b[39m | \u001b[39m8.896    \u001b[39m | \u001b[39m2.604    \u001b[39m | \u001b[39m71.39    \u001b[39m |\n"
     ]
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:46,144 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8593, R²: 0.4439\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m593      \u001b[39m | \u001b[39m-0.8593  \u001b[39m | \u001b[39m3.11e+04 \u001b[39m | \u001b[39m14.33    \u001b[39m | \u001b[39m0.2794   \u001b[39m | \u001b[39m0.131    \u001b[39m | \u001b[39m4.002    \u001b[39m | \u001b[39m3.992    \u001b[39m | \u001b[39m2.946    \u001b[39m | \u001b[39m69.63    \u001b[39m | \u001b[39m8.198    \u001b[39m | \u001b[39m26.72    \u001b[39m | \u001b[39m7.885    \u001b[39m | \u001b[39m1.401    \u001b[39m | \u001b[39m35.85    \u001b[39m | \u001b[39m25.49    \u001b[39m | \u001b[39m9.493    \u001b[39m | \u001b[39m11.43    \u001b[39m | \u001b[39m0.7883   \u001b[39m | \u001b[39m0.2186   \u001b[39m | \u001b[39m82.18    \u001b[39m | \u001b[39m12.53    \u001b[39m | \u001b[39m0.7232   \u001b[39m | \u001b[39m0.8735   \u001b[39m | \u001b[39m0.2245   \u001b[39m | \u001b[39m81.49    \u001b[39m | \u001b[39m0.5438   \u001b[39m | \u001b[39m105.0    \u001b[39m | \u001b[39m49.28    \u001b[39m | \u001b[39m7.234    \u001b[39m | \u001b[39m82.32    \u001b[39m | \u001b[39m86.54    \u001b[39m | \u001b[39m19.98    \u001b[39m | \u001b[39m0.749    \u001b[39m | \u001b[39m0.04308  \u001b[39m | \u001b[39m0.02889  \u001b[39m | \u001b[39m10.07    \u001b[39m | \u001b[39m3.145    \u001b[39m | \u001b[39m83.01    \u001b[39m |\n"
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:47,935 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2362, R²: 0.9580\n"
     ]
    },
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      "| \u001b[39m594      \u001b[39m | \u001b[39m-0.2362  \u001b[39m | \u001b[39m4.33e+04 \u001b[39m | \u001b[39m36.5     \u001b[39m | \u001b[39m0.01582  \u001b[39m | \u001b[39m0.2444   \u001b[39m | \u001b[39m3.803    \u001b[39m | \u001b[39m1.468    \u001b[39m | \u001b[39m1.793    \u001b[39m | \u001b[39m60.33    \u001b[39m | \u001b[39m4.731    \u001b[39m | \u001b[39m22.23    \u001b[39m | \u001b[39m5.807    \u001b[39m | \u001b[39m0.3068   \u001b[39m | \u001b[39m49.12    \u001b[39m | \u001b[39m7.449    \u001b[39m | \u001b[39m20.97    \u001b[39m | \u001b[39m12.21    \u001b[39m | \u001b[39m0.9417   \u001b[39m | \u001b[39m0.04835  \u001b[39m | \u001b[39m9.191    \u001b[39m | \u001b[39m35.87    \u001b[39m | \u001b[39m0.2586   \u001b[39m | \u001b[39m0.6955   \u001b[39m | \u001b[39m0.7937   \u001b[39m | \u001b[39m24.24    \u001b[39m | \u001b[39m0.2845   \u001b[39m | \u001b[39m15.57    \u001b[39m | \u001b[39m13.37    \u001b[39m | \u001b[39m8.029    \u001b[39m | \u001b[39m89.9     \u001b[39m | \u001b[39m83.77    \u001b[39m | \u001b[39m23.89    \u001b[39m | \u001b[39m0.5789   \u001b[39m | \u001b[39m0.3974   \u001b[39m | \u001b[39m2.342    \u001b[39m | \u001b[39m10.01    \u001b[39m | \u001b[39m4.165    \u001b[39m | \u001b[39m8.896    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:44:48,569 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.2914, R²: 0.9360\n"
     ]
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      "| \u001b[39m595      \u001b[39m | \u001b[39m-0.2914  \u001b[39m | \u001b[39m7.126e+04\u001b[39m | \u001b[39m36.2     \u001b[39m | \u001b[39m0.2403   \u001b[39m | \u001b[39m0.01069  \u001b[39m | \u001b[39m4.749    \u001b[39m | \u001b[39m2.548    \u001b[39m | \u001b[39m0.7987   \u001b[39m | \u001b[39m16.26    \u001b[39m | \u001b[39m9.108    \u001b[39m | \u001b[39m6.565    \u001b[39m | \u001b[39m8.602    \u001b[39m | \u001b[39m0.2055   \u001b[39m | \u001b[39m36.75    \u001b[39m | \u001b[39m20.74    \u001b[39m | \u001b[39m20.87    \u001b[39m | \u001b[39m11.19    \u001b[39m | \u001b[39m0.6724   \u001b[39m | \u001b[39m0.3238   \u001b[39m | \u001b[39m64.61    \u001b[39m | \u001b[39m23.3     \u001b[39m | \u001b[39m0.4315   \u001b[39m | \u001b[39m0.06654  \u001b[39m | \u001b[39m0.1948   \u001b[39m | \u001b[39m18.94    \u001b[39m | \u001b[39m0.2404   \u001b[39m | \u001b[39m109.5    \u001b[39m | \u001b[39m10.93    \u001b[39m | \u001b[39m7.869    \u001b[39m | \u001b[39m85.16    \u001b[39m | \u001b[39m88.48    \u001b[39m | \u001b[39m24.89    \u001b[39m | \u001b[39m0.07067  \u001b[39m | \u001b[39m0.963    \u001b[39m | \u001b[39m1.041    \u001b[39m | \u001b[39m12.15    \u001b[39m | \u001b[39m2.577    \u001b[39m | \u001b[39m55.84    \u001b[39m |\n"
     ]
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      "2025-04-09 17:44:50,550 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2694, R²: 0.9453\n"
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      "| \u001b[39m596      \u001b[39m | \u001b[39m-0.2694  \u001b[39m | \u001b[39m5.523e+04\u001b[39m | \u001b[39m36.33    \u001b[39m | \u001b[39m0.2592   \u001b[39m | \u001b[39m0.7744   \u001b[39m | \u001b[39m4.863    \u001b[39m | \u001b[39m2.148    \u001b[39m | \u001b[39m1.201    \u001b[39m | \u001b[39m58.51    \u001b[39m | \u001b[39m1.685    \u001b[39m | \u001b[39m48.94    \u001b[39m | \u001b[39m5.881    \u001b[39m | \u001b[39m2.311    \u001b[39m | \u001b[39m48.65    \u001b[39m | \u001b[39m2.381    \u001b[39m | \u001b[39m13.09    \u001b[39m | \u001b[39m10.78    \u001b[39m | \u001b[39m0.6605   \u001b[39m | \u001b[39m0.02029  \u001b[39m | \u001b[39m69.99    \u001b[39m | \u001b[39m2.918    \u001b[39m | \u001b[39m0.9357   \u001b[39m | \u001b[39m0.4261   \u001b[39m | \u001b[39m0.03627  \u001b[39m | \u001b[39m33.17    \u001b[39m | \u001b[39m0.7287   \u001b[39m | \u001b[39m199.2    \u001b[39m | \u001b[39m45.71    \u001b[39m | \u001b[39m8.93     \u001b[39m | \u001b[39m87.28    \u001b[39m | \u001b[39m85.58    \u001b[39m | \u001b[39m14.41    \u001b[39m | \u001b[39m0.3017   \u001b[39m | \u001b[39m0.7527   \u001b[39m | \u001b[39m1.57     \u001b[39m | \u001b[39m11.06    \u001b[39m | \u001b[39m3.522    \u001b[39m | \u001b[39m38.81    \u001b[39m |\n"
     ]
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      "2025-04-09 17:44:51,381 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1410, R²: 0.0194\n"
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      "| \u001b[39m597      \u001b[39m | \u001b[39m-1.141   \u001b[39m | \u001b[39m2.826e+04\u001b[39m | \u001b[39m46.63    \u001b[39m | \u001b[39m0.1197   \u001b[39m | \u001b[39m0.8233   \u001b[39m | \u001b[39m1.053    \u001b[39m | \u001b[39m2.775    \u001b[39m | \u001b[39m0.724    \u001b[39m | \u001b[39m45.37    \u001b[39m | \u001b[39m4.762    \u001b[39m | \u001b[39m4.11     \u001b[39m | \u001b[39m9.373    \u001b[39m | \u001b[39m2.76     \u001b[39m | \u001b[39m6.726    \u001b[39m | \u001b[39m27.07    \u001b[39m | \u001b[39m22.27    \u001b[39m | \u001b[39m9.161    \u001b[39m | \u001b[39m0.6917   \u001b[39m | \u001b[39m0.008321 \u001b[39m | \u001b[39m46.26    \u001b[39m | \u001b[39m16.13    \u001b[39m | \u001b[39m0.09766  \u001b[39m | \u001b[39m0.3616   \u001b[39m | \u001b[39m0.5613   \u001b[39m | \u001b[39m81.4     \u001b[39m | \u001b[39m0.2835   \u001b[39m | \u001b[39m107.0    \u001b[39m | \u001b[39m57.27    \u001b[39m | \u001b[39m14.58    \u001b[39m | \u001b[39m83.95    \u001b[39m | \u001b[39m86.15    \u001b[39m | \u001b[39m6.338    \u001b[39m | \u001b[39m0.1968   \u001b[39m | \u001b[39m0.2465   \u001b[39m | \u001b[39m0.6692   \u001b[39m | \u001b[39m12.13    \u001b[39m | \u001b[39m4.289    \u001b[39m | \u001b[39m66.21    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:44:53,359 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.3611, R²: 0.9018\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m598      \u001b[39m | \u001b[39m-0.3611  \u001b[39m | \u001b[39m2.747e+04\u001b[39m | \u001b[39m42.78    \u001b[39m | \u001b[39m0.1923   \u001b[39m | \u001b[39m0.7819   \u001b[39m | \u001b[39m1.698    \u001b[39m | \u001b[39m2.666    \u001b[39m | \u001b[39m2.964    \u001b[39m | \u001b[39m53.08    \u001b[39m | \u001b[39m5.484    \u001b[39m | \u001b[39m40.77    \u001b[39m | \u001b[39m8.167    \u001b[39m | \u001b[39m0.4116   \u001b[39m | \u001b[39m40.91    \u001b[39m | \u001b[39m11.4     \u001b[39m | \u001b[39m24.16    \u001b[39m | \u001b[39m7.493    \u001b[39m | \u001b[39m0.893    \u001b[39m | \u001b[39m0.008721 \u001b[39m | \u001b[39m12.02    \u001b[39m | \u001b[39m15.21    \u001b[39m | \u001b[39m0.9719   \u001b[39m | \u001b[39m0.5497   \u001b[39m | \u001b[39m0.6864   \u001b[39m | \u001b[39m143.8    \u001b[39m | \u001b[39m0.742    \u001b[39m | \u001b[39m24.13    \u001b[39m | \u001b[39m17.66    \u001b[39m | \u001b[39m10.6     \u001b[39m | \u001b[39m94.11    \u001b[39m | \u001b[39m89.98    \u001b[39m | \u001b[39m19.7     \u001b[39m | \u001b[39m0.7366   \u001b[39m | \u001b[39m0.3066   \u001b[39m | \u001b[39m2.369    \u001b[39m | \u001b[39m12.59    \u001b[39m | \u001b[39m4.829    \u001b[39m | \u001b[39m8.774    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:55,086 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.3236, R²: 0.9211\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m599      \u001b[39m | \u001b[39m-0.3236  \u001b[39m | \u001b[39m4.751e+04\u001b[39m | \u001b[39m33.76    \u001b[39m | \u001b[39m0.02001  \u001b[39m | \u001b[39m0.7493   \u001b[39m | \u001b[39m2.657    \u001b[39m | \u001b[39m3.311    \u001b[39m | \u001b[39m2.142    \u001b[39m | \u001b[39m13.08    \u001b[39m | \u001b[39m5.502    \u001b[39m | \u001b[39m49.39    \u001b[39m | \u001b[39m0.7781   \u001b[39m | \u001b[39m0.9552   \u001b[39m | \u001b[39m37.68    \u001b[39m | \u001b[39m16.59    \u001b[39m | \u001b[39m5.492    \u001b[39m | \u001b[39m11.13    \u001b[39m | \u001b[39m0.8449   \u001b[39m | \u001b[39m0.2125   \u001b[39m | \u001b[39m12.01    \u001b[39m | \u001b[39m32.32    \u001b[39m | \u001b[39m0.976    \u001b[39m | \u001b[39m0.0388   \u001b[39m | \u001b[39m0.3545   \u001b[39m | \u001b[39m186.8    \u001b[39m | \u001b[39m0.2992   \u001b[39m | \u001b[39m27.91    \u001b[39m | \u001b[39m68.12    \u001b[39m | \u001b[39m14.18    \u001b[39m | \u001b[39m85.42    \u001b[39m | \u001b[39m82.57    \u001b[39m | \u001b[39m19.44    \u001b[39m | \u001b[39m0.8571   \u001b[39m | \u001b[39m0.6025   \u001b[39m | \u001b[39m1.418    \u001b[39m | \u001b[39m7.737    \u001b[39m | \u001b[39m3.062    \u001b[39m | \u001b[39m75.52    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:44:56,805 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.5438, R²: 0.7772\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m600      \u001b[39m | \u001b[39m-0.5438  \u001b[39m | \u001b[39m2.709e+04\u001b[39m | \u001b[39m20.99    \u001b[39m | \u001b[39m0.2777   \u001b[39m | \u001b[39m0.1125   \u001b[39m | \u001b[39m1.137    \u001b[39m | \u001b[39m3.049    \u001b[39m | \u001b[39m2.451    \u001b[39m | \u001b[39m94.44    \u001b[39m | \u001b[39m3.099    \u001b[39m | \u001b[39m45.72    \u001b[39m | \u001b[39m3.783    \u001b[39m | \u001b[39m1.884    \u001b[39m | \u001b[39m40.62    \u001b[39m | \u001b[39m15.08    \u001b[39m | \u001b[39m19.88    \u001b[39m | \u001b[39m7.649    \u001b[39m | \u001b[39m0.6767   \u001b[39m | \u001b[39m0.195    \u001b[39m | \u001b[39m59.36    \u001b[39m | \u001b[39m27.55    \u001b[39m | \u001b[39m0.1466   \u001b[39m | \u001b[39m0.7306   \u001b[39m | \u001b[39m0.9053   \u001b[39m | \u001b[39m190.2    \u001b[39m | \u001b[39m0.3317   \u001b[39m | \u001b[39m16.07    \u001b[39m | \u001b[39m27.63    \u001b[39m | \u001b[39m6.301    \u001b[39m | \u001b[39m90.09    \u001b[39m | \u001b[39m87.05    \u001b[39m | \u001b[39m19.33    \u001b[39m | \u001b[39m0.5048   \u001b[39m | \u001b[39m0.7397   \u001b[39m | \u001b[39m0.3935   \u001b[39m | \u001b[39m7.039    \u001b[39m | \u001b[39m3.454    \u001b[39m | \u001b[39m5.291    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:44:58,805 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.0998, R²: 0.9925\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m601      \u001b[39m | \u001b[39m-0.09981 \u001b[39m | \u001b[39m7.95e+04 \u001b[39m | \u001b[39m26.53    \u001b[39m | \u001b[39m0.2649   \u001b[39m | \u001b[39m0.4333   \u001b[39m | \u001b[39m4.415    \u001b[39m | \u001b[39m3.481    \u001b[39m | \u001b[39m0.2192   \u001b[39m | \u001b[39m36.36    \u001b[39m | \u001b[39m3.559    \u001b[39m | \u001b[39m27.61    \u001b[39m | \u001b[39m7.39     \u001b[39m | \u001b[39m0.1938   \u001b[39m | \u001b[39m37.31    \u001b[39m | \u001b[39m5.33     \u001b[39m | \u001b[39m11.55    \u001b[39m | \u001b[39m9.81     \u001b[39m | \u001b[39m0.6522   \u001b[39m | \u001b[39m0.03007  \u001b[39m | \u001b[39m2.826    \u001b[39m | \u001b[39m17.89    \u001b[39m | \u001b[39m0.1368   \u001b[39m | \u001b[39m0.03965  \u001b[39m | \u001b[39m0.8464   \u001b[39m | \u001b[39m199.6    \u001b[39m | \u001b[39m0.5442   \u001b[39m | \u001b[39m78.49    \u001b[39m | \u001b[39m94.66    \u001b[39m | \u001b[39m10.16    \u001b[39m | \u001b[39m92.12    \u001b[39m | \u001b[39m92.28    \u001b[39m | \u001b[39m24.68    \u001b[39m | \u001b[39m0.884    \u001b[39m | \u001b[39m0.8209   \u001b[39m | \u001b[39m2.108    \u001b[39m | \u001b[39m12.95    \u001b[39m | \u001b[39m2.259    \u001b[39m | \u001b[39m50.84    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:44:59,591 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.2896, R²: 0.9368\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m602      \u001b[39m | \u001b[39m-0.2896  \u001b[39m | \u001b[39m5.435e+04\u001b[39m | \u001b[39m19.41    \u001b[39m | \u001b[39m0.2584   \u001b[39m | \u001b[39m0.6449   \u001b[39m | \u001b[39m2.565    \u001b[39m | \u001b[39m3.776    \u001b[39m | \u001b[39m0.8556   \u001b[39m | \u001b[39m33.85    \u001b[39m | \u001b[39m6.328    \u001b[39m | \u001b[39m3.123    \u001b[39m | \u001b[39m6.745    \u001b[39m | \u001b[39m1.184    \u001b[39m | \u001b[39m5.922    \u001b[39m | \u001b[39m25.44    \u001b[39m | \u001b[39m14.07    \u001b[39m | \u001b[39m8.466    \u001b[39m | \u001b[39m0.9097   \u001b[39m | \u001b[39m0.3339   \u001b[39m | \u001b[39m19.17    \u001b[39m | \u001b[39m34.76    \u001b[39m | \u001b[39m0.9101   \u001b[39m | \u001b[39m0.9575   \u001b[39m | \u001b[39m0.1542   \u001b[39m | \u001b[39m46.14    \u001b[39m | \u001b[39m0.1029   \u001b[39m | \u001b[39m128.3    \u001b[39m | \u001b[39m7.146    \u001b[39m | \u001b[39m9.741    \u001b[39m | \u001b[39m87.55    \u001b[39m | \u001b[39m93.27    \u001b[39m | \u001b[39m21.44    \u001b[39m | \u001b[39m0.3352   \u001b[39m | \u001b[39m0.03071  \u001b[39m | \u001b[39m0.7688   \u001b[39m | \u001b[39m12.71    \u001b[39m | \u001b[39m4.772    \u001b[39m | \u001b[39m39.44    \u001b[39m |\n"
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    },
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     "output_type": "stream",
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      "2025-04-09 17:45:01,351 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2653, R²: 0.9470\n"
     ]
    },
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      "| \u001b[39m603      \u001b[39m | \u001b[39m-0.2653  \u001b[39m | \u001b[39m7.869e+04\u001b[39m | \u001b[39m32.09    \u001b[39m | \u001b[39m0.2126   \u001b[39m | \u001b[39m0.3991   \u001b[39m | \u001b[39m2.906    \u001b[39m | \u001b[39m3.163    \u001b[39m | \u001b[39m2.667    \u001b[39m | \u001b[39m19.33    \u001b[39m | \u001b[39m3.323    \u001b[39m | \u001b[39m20.9     \u001b[39m | \u001b[39m1.982    \u001b[39m | \u001b[39m2.792    \u001b[39m | \u001b[39m44.35    \u001b[39m | \u001b[39m12.24    \u001b[39m | \u001b[39m7.397    \u001b[39m | \u001b[39m8.784    \u001b[39m | \u001b[39m0.8273   \u001b[39m | \u001b[39m0.3345   \u001b[39m | \u001b[39m34.45    \u001b[39m | \u001b[39m30.02    \u001b[39m | \u001b[39m0.6118   \u001b[39m | \u001b[39m0.4298   \u001b[39m | \u001b[39m0.7221   \u001b[39m | \u001b[39m112.9    \u001b[39m | \u001b[39m0.09386  \u001b[39m | \u001b[39m14.31    \u001b[39m | \u001b[39m39.78    \u001b[39m | \u001b[39m10.59    \u001b[39m | \u001b[39m84.39    \u001b[39m | \u001b[39m81.86    \u001b[39m | \u001b[39m17.0     \u001b[39m | \u001b[39m0.2797   \u001b[39m | \u001b[39m0.4724   \u001b[39m | \u001b[39m2.003    \u001b[39m | \u001b[39m7.733    \u001b[39m | \u001b[39m4.284    \u001b[39m | \u001b[39m16.38    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:45:02,084 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.1104, R²: 0.9908\n"
     ]
    },
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      "| \u001b[39m604      \u001b[39m | \u001b[39m-0.1104  \u001b[39m | \u001b[39m8.29e+04 \u001b[39m | \u001b[39m33.13    \u001b[39m | \u001b[39m0.1704   \u001b[39m | \u001b[39m0.01252  \u001b[39m | \u001b[39m4.762    \u001b[39m | \u001b[39m3.142    \u001b[39m | \u001b[39m2.882    \u001b[39m | \u001b[39m91.76    \u001b[39m | \u001b[39m2.013    \u001b[39m | \u001b[39m18.87    \u001b[39m | \u001b[39m0.3304   \u001b[39m | \u001b[39m3.33     \u001b[39m | \u001b[39m30.56    \u001b[39m | \u001b[39m3.693    \u001b[39m | \u001b[39m28.31    \u001b[39m | \u001b[39m7.272    \u001b[39m | \u001b[39m0.6263   \u001b[39m | \u001b[39m0.02376  \u001b[39m | \u001b[39m18.59    \u001b[39m | \u001b[39m28.99    \u001b[39m | \u001b[39m0.5187   \u001b[39m | \u001b[39m0.5334   \u001b[39m | \u001b[39m0.7516   \u001b[39m | \u001b[39m55.26    \u001b[39m | \u001b[39m0.5379   \u001b[39m | \u001b[39m124.5    \u001b[39m | \u001b[39m0.3908   \u001b[39m | \u001b[39m7.346    \u001b[39m | \u001b[39m92.63    \u001b[39m | \u001b[39m76.69    \u001b[39m | \u001b[39m13.03    \u001b[39m | \u001b[39m0.9439   \u001b[39m | \u001b[39m0.6338   \u001b[39m | \u001b[39m1.804    \u001b[39m | \u001b[39m11.72    \u001b[39m | \u001b[39m1.026    \u001b[39m | \u001b[39m91.99    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:45:03,989 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1213, R²: 0.0530\n"
     ]
    },
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      "| \u001b[39m605      \u001b[39m | \u001b[39m-1.121   \u001b[39m | \u001b[39m4.133e+04\u001b[39m | \u001b[39m33.49    \u001b[39m | \u001b[39m0.25     \u001b[39m | \u001b[39m0.1821   \u001b[39m | \u001b[39m1.925    \u001b[39m | \u001b[39m4.237    \u001b[39m | \u001b[39m1.674    \u001b[39m | \u001b[39m11.76    \u001b[39m | \u001b[39m3.459    \u001b[39m | \u001b[39m38.58    \u001b[39m | \u001b[39m2.113    \u001b[39m | \u001b[39m3.267    \u001b[39m | \u001b[39m47.35    \u001b[39m | \u001b[39m21.37    \u001b[39m | \u001b[39m29.74    \u001b[39m | \u001b[39m7.585    \u001b[39m | \u001b[39m0.9616   \u001b[39m | \u001b[39m0.2784   \u001b[39m | \u001b[39m90.25    \u001b[39m | \u001b[39m18.39    \u001b[39m | \u001b[39m0.9132   \u001b[39m | \u001b[39m0.7008   \u001b[39m | \u001b[39m0.6613   \u001b[39m | \u001b[39m20.61    \u001b[39m | \u001b[39m0.4282   \u001b[39m | \u001b[39m199.3    \u001b[39m | \u001b[39m10.2     \u001b[39m | \u001b[39m5.44     \u001b[39m | \u001b[39m87.22    \u001b[39m | \u001b[39m76.31    \u001b[39m | \u001b[39m10.93    \u001b[39m | \u001b[39m0.5708   \u001b[39m | \u001b[39m0.01559  \u001b[39m | \u001b[39m0.9573   \u001b[39m | \u001b[39m12.0     \u001b[39m | \u001b[39m1.467    \u001b[39m | \u001b[39m97.43    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:45:04,759 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8287, R²: 0.4827\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m606      \u001b[39m | \u001b[39m-0.8287  \u001b[39m | \u001b[39m740.9    \u001b[39m | \u001b[39m39.11    \u001b[39m | \u001b[39m0.07952  \u001b[39m | \u001b[39m0.3726   \u001b[39m | \u001b[39m1.587    \u001b[39m | \u001b[39m4.225    \u001b[39m | \u001b[39m1.456    \u001b[39m | \u001b[39m91.5     \u001b[39m | \u001b[39m8.323    \u001b[39m | \u001b[39m5.846    \u001b[39m | \u001b[39m3.742    \u001b[39m | \u001b[39m1.578    \u001b[39m | \u001b[39m47.22    \u001b[39m | \u001b[39m22.29    \u001b[39m | \u001b[39m22.25    \u001b[39m | \u001b[39m7.573    \u001b[39m | \u001b[39m0.9652   \u001b[39m | \u001b[39m0.3017   \u001b[39m | \u001b[39m62.16    \u001b[39m | \u001b[39m13.28    \u001b[39m | \u001b[39m0.1474   \u001b[39m | \u001b[39m0.008627 \u001b[39m | \u001b[39m0.4027   \u001b[39m | \u001b[39m142.6    \u001b[39m | \u001b[39m0.3113   \u001b[39m | \u001b[39m165.9    \u001b[39m | \u001b[39m29.22    \u001b[39m | \u001b[39m14.96    \u001b[39m | \u001b[39m80.48    \u001b[39m | \u001b[39m94.55    \u001b[39m | \u001b[39m13.33    \u001b[39m | \u001b[39m0.7926   \u001b[39m | \u001b[39m0.2704   \u001b[39m | \u001b[39m2.825    \u001b[39m | \u001b[39m8.499    \u001b[39m | \u001b[39m1.696    \u001b[39m | \u001b[39m80.49    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:45:06,685 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m607      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m4.619e+04\u001b[39m | \u001b[39m37.72    \u001b[39m | \u001b[39m0.134    \u001b[39m | \u001b[39m0.3772   \u001b[39m | \u001b[39m4.201    \u001b[39m | \u001b[39m1.14     \u001b[39m | \u001b[39m1.519    \u001b[39m | \u001b[39m7.164    \u001b[39m | \u001b[39m7.917    \u001b[39m | \u001b[39m25.19    \u001b[39m | \u001b[39m7.035    \u001b[39m | \u001b[39m2.5      \u001b[39m | \u001b[39m43.81    \u001b[39m | \u001b[39m19.8     \u001b[39m | \u001b[39m8.721    \u001b[39m | \u001b[39m9.765    \u001b[39m | \u001b[39m0.7273   \u001b[39m | \u001b[39m0.1003   \u001b[39m | \u001b[39m90.7     \u001b[39m | \u001b[39m21.85    \u001b[39m | \u001b[39m0.8847   \u001b[39m | \u001b[39m0.309    \u001b[39m | \u001b[39m0.6124   \u001b[39m | \u001b[39m185.7    \u001b[39m | \u001b[39m0.8387   \u001b[39m | \u001b[39m199.6    \u001b[39m | \u001b[39m77.08    \u001b[39m | \u001b[39m18.74    \u001b[39m | \u001b[39m80.58    \u001b[39m | \u001b[39m79.66    \u001b[39m | \u001b[39m5.09     \u001b[39m | \u001b[39m0.279    \u001b[39m | \u001b[39m0.949    \u001b[39m | \u001b[39m2.873    \u001b[39m | \u001b[39m11.67    \u001b[39m | \u001b[39m1.946    \u001b[39m | \u001b[39m73.24    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:45:07,474 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1033, R²: 0.0831\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m608      \u001b[39m | \u001b[39m-1.103   \u001b[39m | \u001b[39m3.581e+04\u001b[39m | \u001b[39m48.07    \u001b[39m | \u001b[39m0.1127   \u001b[39m | \u001b[39m0.4288   \u001b[39m | \u001b[39m2.616    \u001b[39m | \u001b[39m2.91     \u001b[39m | \u001b[39m2.373    \u001b[39m | \u001b[39m75.26    \u001b[39m | \u001b[39m4.84     \u001b[39m | \u001b[39m5.255    \u001b[39m | \u001b[39m6.871    \u001b[39m | \u001b[39m0.05867  \u001b[39m | \u001b[39m18.55    \u001b[39m | \u001b[39m23.01    \u001b[39m | \u001b[39m8.988    \u001b[39m | \u001b[39m12.79    \u001b[39m | \u001b[39m0.871    \u001b[39m | \u001b[39m0.3406   \u001b[39m | \u001b[39m68.47    \u001b[39m | \u001b[39m8.615    \u001b[39m | \u001b[39m0.6652   \u001b[39m | \u001b[39m0.3661   \u001b[39m | \u001b[39m0.2116   \u001b[39m | \u001b[39m27.32    \u001b[39m | \u001b[39m0.1257   \u001b[39m | \u001b[39m171.1    \u001b[39m | \u001b[39m6.938    \u001b[39m | \u001b[39m10.84    \u001b[39m | \u001b[39m82.17    \u001b[39m | \u001b[39m82.41    \u001b[39m | \u001b[39m8.367    \u001b[39m | \u001b[39m0.2888   \u001b[39m | \u001b[39m0.4463   \u001b[39m | \u001b[39m1.035    \u001b[39m | \u001b[39m12.25    \u001b[39m | \u001b[39m1.224    \u001b[39m | \u001b[39m35.75    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:09,215 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:45:09,308 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:45:09,395 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:45:09,396 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m609      \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m7.983e+04\u001b[39m | \u001b[39m46.7     \u001b[39m | \u001b[39m0.2114   \u001b[39m | \u001b[39m0.1996   \u001b[39m | \u001b[39m2.241    \u001b[39m | \u001b[39m3.545    \u001b[39m | \u001b[39m2.335    \u001b[39m | \u001b[39m9.276    \u001b[39m | \u001b[39m7.4      \u001b[39m | \u001b[39m34.57    \u001b[39m | \u001b[39m6.957    \u001b[39m | \u001b[39m0.7316   \u001b[39m | \u001b[39m20.44    \u001b[39m | \u001b[39m18.07    \u001b[39m | \u001b[39m24.0     \u001b[39m | \u001b[39m8.188    \u001b[39m | \u001b[39m0.6911   \u001b[39m | \u001b[39m0.2781   \u001b[39m | \u001b[39m24.66    \u001b[39m | \u001b[39m26.91    \u001b[39m | \u001b[39m0.3114   \u001b[39m | \u001b[39m0.9038   \u001b[39m | \u001b[39m0.02409  \u001b[39m | \u001b[39m187.2    \u001b[39m | \u001b[39m0.03997  \u001b[39m | \u001b[39m41.95    \u001b[39m | \u001b[39m9.037    \u001b[39m | \u001b[39m13.0     \u001b[39m | \u001b[39m92.58    \u001b[39m | \u001b[39m83.83    \u001b[39m | \u001b[39m24.87    \u001b[39m | \u001b[39m0.2979   \u001b[39m | \u001b[39m0.9268   \u001b[39m | \u001b[39m1.779    \u001b[39m | \u001b[39m8.328    \u001b[39m | \u001b[39m2.196    \u001b[39m | \u001b[39m4.515    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:11,536 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8411, R²: 0.4671\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m610      \u001b[39m | \u001b[39m-0.8411  \u001b[39m | \u001b[39m7.945e+04\u001b[39m | \u001b[39m15.03    \u001b[39m | \u001b[39m0.1101   \u001b[39m | \u001b[39m0.416    \u001b[39m | \u001b[39m3.372    \u001b[39m | \u001b[39m3.394    \u001b[39m | \u001b[39m0.01824  \u001b[39m | \u001b[39m82.32    \u001b[39m | \u001b[39m3.926    \u001b[39m | \u001b[39m22.55    \u001b[39m | \u001b[39m3.7      \u001b[39m | \u001b[39m3.811    \u001b[39m | \u001b[39m23.08    \u001b[39m | \u001b[39m6.238    \u001b[39m | \u001b[39m28.25    \u001b[39m | \u001b[39m10.67    \u001b[39m | \u001b[39m0.6779   \u001b[39m | \u001b[39m0.3972   \u001b[39m | \u001b[39m96.35    \u001b[39m | \u001b[39m32.56    \u001b[39m | \u001b[39m0.527    \u001b[39m | \u001b[39m0.8677   \u001b[39m | \u001b[39m0.1567   \u001b[39m | \u001b[39m42.47    \u001b[39m | \u001b[39m0.8192   \u001b[39m | \u001b[39m188.6    \u001b[39m | \u001b[39m76.56    \u001b[39m | \u001b[39m10.89    \u001b[39m | \u001b[39m83.72    \u001b[39m | \u001b[39m81.92    \u001b[39m | \u001b[39m18.18    \u001b[39m | \u001b[39m0.823    \u001b[39m | \u001b[39m0.8891   \u001b[39m | \u001b[39m0.9393   \u001b[39m | \u001b[39m8.955    \u001b[39m | \u001b[39m2.171    \u001b[39m | \u001b[39m20.15    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:13,003 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1437, R²: 0.0148\n"
     ]
    },
    {
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      "| \u001b[39m611      \u001b[39m | \u001b[39m-1.144   \u001b[39m | \u001b[39m5.796e+03\u001b[39m | \u001b[39m26.55    \u001b[39m | \u001b[39m0.03822  \u001b[39m | \u001b[39m0.1576   \u001b[39m | \u001b[39m2.222    \u001b[39m | \u001b[39m1.159    \u001b[39m | \u001b[39m1.49     \u001b[39m | \u001b[39m71.73    \u001b[39m | \u001b[39m3.842    \u001b[39m | \u001b[39m38.43    \u001b[39m | \u001b[39m8.737    \u001b[39m | \u001b[39m0.2791   \u001b[39m | \u001b[39m36.75    \u001b[39m | \u001b[39m24.13    \u001b[39m | \u001b[39m29.31    \u001b[39m | \u001b[39m8.625    \u001b[39m | \u001b[39m0.8482   \u001b[39m | \u001b[39m0.2847   \u001b[39m | \u001b[39m42.15    \u001b[39m | \u001b[39m16.34    \u001b[39m | \u001b[39m0.7668   \u001b[39m | \u001b[39m0.8607   \u001b[39m | \u001b[39m0.6428   \u001b[39m | \u001b[39m28.25    \u001b[39m | \u001b[39m0.6015   \u001b[39m | \u001b[39m171.0    \u001b[39m | \u001b[39m78.62    \u001b[39m | \u001b[39m16.78    \u001b[39m | \u001b[39m88.67    \u001b[39m | \u001b[39m87.15    \u001b[39m | \u001b[39m8.28     \u001b[39m | \u001b[39m0.9538   \u001b[39m | \u001b[39m0.446    \u001b[39m | \u001b[39m1.33     \u001b[39m | \u001b[39m11.69    \u001b[39m | \u001b[39m3.223    \u001b[39m | \u001b[39m4.969    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:45:14,705 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8629, R²: 0.4391\n"
     ]
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      "| \u001b[39m612      \u001b[39m | \u001b[39m-0.8629  \u001b[39m | \u001b[39m9.167e+04\u001b[39m | \u001b[39m40.81    \u001b[39m | \u001b[39m0.2977   \u001b[39m | \u001b[39m0.05769  \u001b[39m | \u001b[39m1.979    \u001b[39m | \u001b[39m2.422    \u001b[39m | \u001b[39m2.889    \u001b[39m | \u001b[39m49.41    \u001b[39m | \u001b[39m7.321    \u001b[39m | \u001b[39m33.98    \u001b[39m | \u001b[39m1.17     \u001b[39m | \u001b[39m3.858    \u001b[39m | \u001b[39m43.67    \u001b[39m | \u001b[39m18.28    \u001b[39m | \u001b[39m10.3     \u001b[39m | \u001b[39m11.29    \u001b[39m | \u001b[39m0.8037   \u001b[39m | \u001b[39m0.2417   \u001b[39m | \u001b[39m93.78    \u001b[39m | \u001b[39m32.91    \u001b[39m | \u001b[39m0.8412   \u001b[39m | \u001b[39m0.4585   \u001b[39m | \u001b[39m0.8604   \u001b[39m | \u001b[39m14.49    \u001b[39m | \u001b[39m0.7468   \u001b[39m | \u001b[39m196.3    \u001b[39m | \u001b[39m97.46    \u001b[39m | \u001b[39m18.41    \u001b[39m | \u001b[39m84.47    \u001b[39m | \u001b[39m86.37    \u001b[39m | \u001b[39m13.51    \u001b[39m | \u001b[39m0.2697   \u001b[39m | \u001b[39m0.2097   \u001b[39m | \u001b[39m1.871    \u001b[39m | \u001b[39m12.74    \u001b[39m | \u001b[39m4.662    \u001b[39m | \u001b[39m99.4     \u001b[39m |\n"
     ]
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      "2025-04-09 17:45:15,399 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.3418, R²: 0.9120\n"
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      "| \u001b[39m613      \u001b[39m | \u001b[39m-0.3418  \u001b[39m | \u001b[39m7.042e+04\u001b[39m | \u001b[39m14.68    \u001b[39m | \u001b[39m0.2899   \u001b[39m | \u001b[39m0.7451   \u001b[39m | \u001b[39m4.999    \u001b[39m | \u001b[39m4.068    \u001b[39m | \u001b[39m2.574    \u001b[39m | \u001b[39m14.94    \u001b[39m | \u001b[39m4.519    \u001b[39m | \u001b[39m28.36    \u001b[39m | \u001b[39m4.416    \u001b[39m | \u001b[39m0.9602   \u001b[39m | \u001b[39m41.93    \u001b[39m | \u001b[39m6.002    \u001b[39m | \u001b[39m12.56    \u001b[39m | \u001b[39m10.11    \u001b[39m | \u001b[39m0.9305   \u001b[39m | \u001b[39m0.004736 \u001b[39m | \u001b[39m75.87    \u001b[39m | \u001b[39m4.421    \u001b[39m | \u001b[39m0.6186   \u001b[39m | \u001b[39m0.345    \u001b[39m | \u001b[39m0.884    \u001b[39m | \u001b[39m90.91    \u001b[39m | \u001b[39m0.005165 \u001b[39m | \u001b[39m161.2    \u001b[39m | \u001b[39m86.8     \u001b[39m | \u001b[39m13.26    \u001b[39m | \u001b[39m84.0     \u001b[39m | \u001b[39m87.35    \u001b[39m | \u001b[39m19.59    \u001b[39m | \u001b[39m0.01294  \u001b[39m | \u001b[39m0.7577   \u001b[39m | \u001b[39m1.724    \u001b[39m | \u001b[39m11.44    \u001b[39m | \u001b[39m4.789    \u001b[39m | \u001b[39m18.82    \u001b[39m |\n"
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      "2025-04-09 17:45:16,030 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2650, R²: 0.9471\n"
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      "| \u001b[39m614      \u001b[39m | \u001b[39m-0.265   \u001b[39m | \u001b[39m2.033e+04\u001b[39m | \u001b[39m31.04    \u001b[39m | \u001b[39m0.1208   \u001b[39m | \u001b[39m0.582    \u001b[39m | \u001b[39m3.344    \u001b[39m | \u001b[39m1.315    \u001b[39m | \u001b[39m0.6723   \u001b[39m | \u001b[39m86.75    \u001b[39m | \u001b[39m2.238    \u001b[39m | \u001b[39m27.44    \u001b[39m | \u001b[39m2.107    \u001b[39m | \u001b[39m3.441    \u001b[39m | \u001b[39m29.26    \u001b[39m | \u001b[39m2.535    \u001b[39m | \u001b[39m10.06    \u001b[39m | \u001b[39m12.18    \u001b[39m | \u001b[39m0.8227   \u001b[39m | \u001b[39m0.00844  \u001b[39m | \u001b[39m35.31    \u001b[39m | \u001b[39m3.497    \u001b[39m | \u001b[39m0.3922   \u001b[39m | \u001b[39m0.9764   \u001b[39m | \u001b[39m0.5057   \u001b[39m | \u001b[39m88.85    \u001b[39m | \u001b[39m0.2779   \u001b[39m | \u001b[39m114.0    \u001b[39m | \u001b[39m39.4     \u001b[39m | \u001b[39m16.84    \u001b[39m | \u001b[39m94.95    \u001b[39m | \u001b[39m79.3     \u001b[39m | \u001b[39m21.14    \u001b[39m | \u001b[39m0.04777  \u001b[39m | \u001b[39m0.2839   \u001b[39m | \u001b[39m2.106    \u001b[39m | \u001b[39m8.684    \u001b[39m | \u001b[39m1.7      \u001b[39m | \u001b[39m36.18    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:45:17,882 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8548, R²: 0.4496\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m615      \u001b[39m | \u001b[39m-0.8548  \u001b[39m | \u001b[39m5.746e+04\u001b[39m | \u001b[39m46.18    \u001b[39m | \u001b[39m0.08836  \u001b[39m | \u001b[39m0.3926   \u001b[39m | \u001b[39m2.694    \u001b[39m | \u001b[39m3.149    \u001b[39m | \u001b[39m0.7928   \u001b[39m | \u001b[39m39.07    \u001b[39m | \u001b[39m5.932    \u001b[39m | \u001b[39m5.41     \u001b[39m | \u001b[39m6.522    \u001b[39m | \u001b[39m2.909    \u001b[39m | \u001b[39m42.76    \u001b[39m | \u001b[39m13.68    \u001b[39m | \u001b[39m21.21    \u001b[39m | \u001b[39m10.94    \u001b[39m | \u001b[39m0.6937   \u001b[39m | \u001b[39m0.3777   \u001b[39m | \u001b[39m15.83    \u001b[39m | \u001b[39m32.91    \u001b[39m | \u001b[39m0.7349   \u001b[39m | \u001b[39m0.6271   \u001b[39m | \u001b[39m0.9346   \u001b[39m | \u001b[39m166.5    \u001b[39m | \u001b[39m0.4889   \u001b[39m | \u001b[39m198.8    \u001b[39m | \u001b[39m89.4     \u001b[39m | \u001b[39m13.58    \u001b[39m | \u001b[39m81.84    \u001b[39m | \u001b[39m79.89    \u001b[39m | \u001b[39m20.86    \u001b[39m | \u001b[39m0.4572   \u001b[39m | \u001b[39m0.6163   \u001b[39m | \u001b[39m1.281    \u001b[39m | \u001b[39m12.73    \u001b[39m | \u001b[39m2.908    \u001b[39m | \u001b[39m56.65    \u001b[39m |\n"
     ]
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    {
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      "2025-04-09 17:45:18,630 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.0880, R²: 0.9942\n"
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    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m616      \u001b[39m | \u001b[39m-0.08795 \u001b[39m | \u001b[39m5.135e+04\u001b[39m | \u001b[39m13.34    \u001b[39m | \u001b[39m0.2397   \u001b[39m | \u001b[39m0.02433  \u001b[39m | \u001b[39m4.799    \u001b[39m | \u001b[39m3.65     \u001b[39m | \u001b[39m1.902    \u001b[39m | \u001b[39m38.68    \u001b[39m | \u001b[39m8.401    \u001b[39m | \u001b[39m41.14    \u001b[39m | \u001b[39m3.777    \u001b[39m | \u001b[39m2.529    \u001b[39m | \u001b[39m10.79    \u001b[39m | \u001b[39m13.1     \u001b[39m | \u001b[39m19.47    \u001b[39m | \u001b[39m7.631    \u001b[39m | \u001b[39m0.8457   \u001b[39m | \u001b[39m0.2906   \u001b[39m | \u001b[39m46.34    \u001b[39m | \u001b[39m18.01    \u001b[39m | \u001b[39m0.6735   \u001b[39m | \u001b[39m0.03066  \u001b[39m | \u001b[39m0.1664   \u001b[39m | \u001b[39m12.22    \u001b[39m | \u001b[39m0.2973   \u001b[39m | \u001b[39m191.1    \u001b[39m | \u001b[39m74.74    \u001b[39m | \u001b[39m19.58    \u001b[39m | \u001b[39m81.35    \u001b[39m | \u001b[39m77.56    \u001b[39m | \u001b[39m24.41    \u001b[39m | \u001b[39m0.4444   \u001b[39m | \u001b[39m0.7581   \u001b[39m | \u001b[39m1.656    \u001b[39m | \u001b[39m11.34    \u001b[39m | \u001b[39m2.173    \u001b[39m | \u001b[39m5.982    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:20,743 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.3365, R²: 0.9147\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m617      \u001b[39m | \u001b[39m-0.3365  \u001b[39m | \u001b[39m7.213e+04\u001b[39m | \u001b[39m44.97    \u001b[39m | \u001b[39m0.2702   \u001b[39m | \u001b[39m0.9419   \u001b[39m | \u001b[39m2.262    \u001b[39m | \u001b[39m2.743    \u001b[39m | \u001b[39m1.645    \u001b[39m | \u001b[39m59.86    \u001b[39m | \u001b[39m9.962    \u001b[39m | \u001b[39m33.31    \u001b[39m | \u001b[39m7.884    \u001b[39m | \u001b[39m1.512    \u001b[39m | \u001b[39m27.33    \u001b[39m | \u001b[39m17.33    \u001b[39m | \u001b[39m17.46    \u001b[39m | \u001b[39m10.26    \u001b[39m | \u001b[39m0.722    \u001b[39m | \u001b[39m0.01648  \u001b[39m | \u001b[39m4.617    \u001b[39m | \u001b[39m34.88    \u001b[39m | \u001b[39m0.2035   \u001b[39m | \u001b[39m0.5659   \u001b[39m | \u001b[39m0.2847   \u001b[39m | \u001b[39m183.7    \u001b[39m | \u001b[39m0.9017   \u001b[39m | \u001b[39m183.3    \u001b[39m | \u001b[39m48.26    \u001b[39m | \u001b[39m6.471    \u001b[39m | \u001b[39m94.67    \u001b[39m | \u001b[39m94.21    \u001b[39m | \u001b[39m22.3     \u001b[39m | \u001b[39m0.07642  \u001b[39m | \u001b[39m0.2994   \u001b[39m | \u001b[39m1.16     \u001b[39m | \u001b[39m7.352    \u001b[39m | \u001b[39m2.055    \u001b[39m | \u001b[39m93.73    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:22,503 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 1.0613, R²: 0.1516\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m618      \u001b[39m | \u001b[39m-1.061   \u001b[39m | \u001b[39m4.452e+04\u001b[39m | \u001b[39m23.56    \u001b[39m | \u001b[39m0.146    \u001b[39m | \u001b[39m0.7076   \u001b[39m | \u001b[39m4.492    \u001b[39m | \u001b[39m2.243    \u001b[39m | \u001b[39m2.295    \u001b[39m | \u001b[39m13.57    \u001b[39m | \u001b[39m8.436    \u001b[39m | \u001b[39m21.61    \u001b[39m | \u001b[39m9.58     \u001b[39m | \u001b[39m3.313    \u001b[39m | \u001b[39m39.01    \u001b[39m | \u001b[39m14.07    \u001b[39m | \u001b[39m19.16    \u001b[39m | \u001b[39m10.75    \u001b[39m | \u001b[39m0.6507   \u001b[39m | \u001b[39m0.2973   \u001b[39m | \u001b[39m21.22    \u001b[39m | \u001b[39m24.08    \u001b[39m | \u001b[39m0.7585   \u001b[39m | \u001b[39m0.3563   \u001b[39m | \u001b[39m0.4594   \u001b[39m | \u001b[39m199.7    \u001b[39m | \u001b[39m0.2674   \u001b[39m | \u001b[39m34.58    \u001b[39m | \u001b[39m83.6     \u001b[39m | \u001b[39m15.22    \u001b[39m | \u001b[39m87.44    \u001b[39m | \u001b[39m94.66    \u001b[39m | \u001b[39m8.448    \u001b[39m | \u001b[39m0.4974   \u001b[39m | \u001b[39m0.09536  \u001b[39m | \u001b[39m0.388    \u001b[39m | \u001b[39m12.11    \u001b[39m | \u001b[39m1.468    \u001b[39m | \u001b[39m91.47    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:45:24,552 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7775, R²: 0.5447\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m619      \u001b[39m | \u001b[39m-0.7775  \u001b[39m | \u001b[39m9.595e+03\u001b[39m | \u001b[39m21.52    \u001b[39m | \u001b[39m0.04436  \u001b[39m | \u001b[39m0.4516   \u001b[39m | \u001b[39m3.727    \u001b[39m | \u001b[39m4.578    \u001b[39m | \u001b[39m0.7992   \u001b[39m | \u001b[39m15.31    \u001b[39m | \u001b[39m8.598    \u001b[39m | \u001b[39m18.3     \u001b[39m | \u001b[39m7.081    \u001b[39m | \u001b[39m2.095    \u001b[39m | \u001b[39m4.866    \u001b[39m | \u001b[39m19.72    \u001b[39m | \u001b[39m7.292    \u001b[39m | \u001b[39m8.429    \u001b[39m | \u001b[39m0.7523   \u001b[39m | \u001b[39m0.1864   \u001b[39m | \u001b[39m20.49    \u001b[39m | \u001b[39m32.6     \u001b[39m | \u001b[39m0.7511   \u001b[39m | \u001b[39m0.6123   \u001b[39m | \u001b[39m0.4051   \u001b[39m | \u001b[39m29.47    \u001b[39m | \u001b[39m0.07615  \u001b[39m | \u001b[39m197.9    \u001b[39m | \u001b[39m34.68    \u001b[39m | \u001b[39m16.23    \u001b[39m | \u001b[39m88.5     \u001b[39m | \u001b[39m77.89    \u001b[39m | \u001b[39m10.64    \u001b[39m | \u001b[39m0.3142   \u001b[39m | \u001b[39m0.7814   \u001b[39m | \u001b[39m0.9086   \u001b[39m | \u001b[39m7.746    \u001b[39m | \u001b[39m4.88     \u001b[39m | \u001b[39m97.77    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:45:25,503 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.3292, R²: 0.9184\n"
     ]
    },
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      "| \u001b[39m620      \u001b[39m | \u001b[39m-0.3292  \u001b[39m | \u001b[39m9.529e+04\u001b[39m | \u001b[39m34.06    \u001b[39m | \u001b[39m0.06723  \u001b[39m | \u001b[39m0.3025   \u001b[39m | \u001b[39m2.403    \u001b[39m | \u001b[39m4.78     \u001b[39m | \u001b[39m0.6185   \u001b[39m | \u001b[39m44.3     \u001b[39m | \u001b[39m7.013    \u001b[39m | \u001b[39m17.48    \u001b[39m | \u001b[39m6.34     \u001b[39m | \u001b[39m3.313    \u001b[39m | \u001b[39m13.09    \u001b[39m | \u001b[39m26.85    \u001b[39m | \u001b[39m29.36    \u001b[39m | \u001b[39m9.558    \u001b[39m | \u001b[39m0.6416   \u001b[39m | \u001b[39m0.1019   \u001b[39m | \u001b[39m3.181    \u001b[39m | \u001b[39m34.57    \u001b[39m | \u001b[39m0.2065   \u001b[39m | \u001b[39m0.09827  \u001b[39m | \u001b[39m0.05889  \u001b[39m | \u001b[39m105.4    \u001b[39m | \u001b[39m0.5815   \u001b[39m | \u001b[39m26.59    \u001b[39m | \u001b[39m19.81    \u001b[39m | \u001b[39m18.94    \u001b[39m | \u001b[39m83.65    \u001b[39m | \u001b[39m87.67    \u001b[39m | \u001b[39m13.05    \u001b[39m | \u001b[39m0.5577   \u001b[39m | \u001b[39m0.4143   \u001b[39m | \u001b[39m2.557    \u001b[39m | \u001b[39m12.92    \u001b[39m | \u001b[39m3.768    \u001b[39m | \u001b[39m63.27    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:26,134 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.8447, R²: 0.4625\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m621      \u001b[39m | \u001b[39m-0.8447  \u001b[39m | \u001b[39m5.405e+04\u001b[39m | \u001b[39m23.8     \u001b[39m | \u001b[39m0.2743   \u001b[39m | \u001b[39m0.7097   \u001b[39m | \u001b[39m1.982    \u001b[39m | \u001b[39m1.311    \u001b[39m | \u001b[39m1.219    \u001b[39m | \u001b[39m4.874    \u001b[39m | \u001b[39m7.16     \u001b[39m | \u001b[39m27.8     \u001b[39m | \u001b[39m1.708    \u001b[39m | \u001b[39m1.694    \u001b[39m | \u001b[39m2.993    \u001b[39m | \u001b[39m9.577    \u001b[39m | \u001b[39m14.91    \u001b[39m | \u001b[39m7.54     \u001b[39m | \u001b[39m0.7097   \u001b[39m | \u001b[39m0.3018   \u001b[39m | \u001b[39m95.92    \u001b[39m | \u001b[39m32.18    \u001b[39m | \u001b[39m0.2902   \u001b[39m | \u001b[39m0.1625   \u001b[39m | \u001b[39m0.3871   \u001b[39m | \u001b[39m71.74    \u001b[39m | \u001b[39m0.1145   \u001b[39m | \u001b[39m120.0    \u001b[39m | \u001b[39m72.88    \u001b[39m | \u001b[39m17.21    \u001b[39m | \u001b[39m88.27    \u001b[39m | \u001b[39m89.05    \u001b[39m | \u001b[39m23.35    \u001b[39m | \u001b[39m0.1998   \u001b[39m | \u001b[39m0.1995   \u001b[39m | \u001b[39m0.2196   \u001b[39m | \u001b[39m8.751    \u001b[39m | \u001b[39m4.111    \u001b[39m | \u001b[39m69.77    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:27,920 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1548, R²: -0.0046\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m622      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m6.129e+03\u001b[39m | \u001b[39m43.73    \u001b[39m | \u001b[39m0.04006  \u001b[39m | \u001b[39m0.4505   \u001b[39m | \u001b[39m4.053    \u001b[39m | \u001b[39m3.576    \u001b[39m | \u001b[39m2.861    \u001b[39m | \u001b[39m20.25    \u001b[39m | \u001b[39m6.983    \u001b[39m | \u001b[39m41.71    \u001b[39m | \u001b[39m6.137    \u001b[39m | \u001b[39m2.472    \u001b[39m | \u001b[39m27.2     \u001b[39m | \u001b[39m13.17    \u001b[39m | \u001b[39m27.06    \u001b[39m | \u001b[39m7.421    \u001b[39m | \u001b[39m0.728    \u001b[39m | \u001b[39m0.01631  \u001b[39m | \u001b[39m79.23    \u001b[39m | \u001b[39m15.99    \u001b[39m | \u001b[39m0.1511   \u001b[39m | \u001b[39m0.855    \u001b[39m | \u001b[39m0.8999   \u001b[39m | \u001b[39m36.33    \u001b[39m | \u001b[39m0.9166   \u001b[39m | \u001b[39m150.9    \u001b[39m | \u001b[39m89.83    \u001b[39m | \u001b[39m15.84    \u001b[39m | \u001b[39m80.52    \u001b[39m | \u001b[39m79.31    \u001b[39m | \u001b[39m14.44    \u001b[39m | \u001b[39m0.3434   \u001b[39m | \u001b[39m0.6298   \u001b[39m | \u001b[39m2.669    \u001b[39m | \u001b[39m7.933    \u001b[39m | \u001b[39m3.393    \u001b[39m | \u001b[39m20.98    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:29,545 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:45:29,669 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:45:29,754 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:45:29,755 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m623      \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m5.197e+04\u001b[39m | \u001b[39m41.88    \u001b[39m | \u001b[39m0.1325   \u001b[39m | \u001b[39m0.8298   \u001b[39m | \u001b[39m2.188    \u001b[39m | \u001b[39m2.45     \u001b[39m | \u001b[39m0.9389   \u001b[39m | \u001b[39m74.19    \u001b[39m | \u001b[39m2.863    \u001b[39m | \u001b[39m49.84    \u001b[39m | \u001b[39m8.53     \u001b[39m | \u001b[39m2.456    \u001b[39m | \u001b[39m34.99    \u001b[39m | \u001b[39m3.463    \u001b[39m | \u001b[39m8.236    \u001b[39m | \u001b[39m7.038    \u001b[39m | \u001b[39m0.8185   \u001b[39m | \u001b[39m0.153    \u001b[39m | \u001b[39m43.72    \u001b[39m | \u001b[39m20.69    \u001b[39m | \u001b[39m0.7704   \u001b[39m | \u001b[39m0.3309   \u001b[39m | \u001b[39m0.7578   \u001b[39m | \u001b[39m197.0    \u001b[39m | \u001b[39m0.7607   \u001b[39m | \u001b[39m192.6    \u001b[39m | \u001b[39m39.3     \u001b[39m | \u001b[39m10.2     \u001b[39m | \u001b[39m89.65    \u001b[39m | \u001b[39m91.62    \u001b[39m | \u001b[39m6.04     \u001b[39m | \u001b[39m0.9748   \u001b[39m | \u001b[39m0.1931   \u001b[39m | \u001b[39m2.505    \u001b[39m | \u001b[39m9.689    \u001b[39m | \u001b[39m2.344    \u001b[39m | \u001b[39m88.73    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:31,430 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'globalscale'), RMSE: 0.3076, R²: 0.9287\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m624      \u001b[39m | \u001b[39m-0.3076  \u001b[39m | \u001b[39m1.709e+04\u001b[39m | \u001b[39m36.28    \u001b[39m | \u001b[39m0.03356  \u001b[39m | \u001b[39m0.3602   \u001b[39m | \u001b[39m3.614    \u001b[39m | \u001b[39m2.738    \u001b[39m | \u001b[39m0.04921  \u001b[39m | \u001b[39m96.0     \u001b[39m | \u001b[39m8.394    \u001b[39m | \u001b[39m40.61    \u001b[39m | \u001b[39m5.961    \u001b[39m | \u001b[39m2.875    \u001b[39m | \u001b[39m19.4     \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m29.24    \u001b[39m | \u001b[39m8.42     \u001b[39m | \u001b[39m0.6865   \u001b[39m | \u001b[39m0.2775   \u001b[39m | \u001b[39m87.23    \u001b[39m | \u001b[39m36.71    \u001b[39m | \u001b[39m0.7046   \u001b[39m | \u001b[39m0.9791   \u001b[39m | \u001b[39m0.2371   \u001b[39m | \u001b[39m189.1    \u001b[39m | \u001b[39m0.8993   \u001b[39m | \u001b[39m198.4    \u001b[39m | \u001b[39m20.48    \u001b[39m | \u001b[39m16.77    \u001b[39m | \u001b[39m93.76    \u001b[39m | \u001b[39m75.1     \u001b[39m | \u001b[39m23.03    \u001b[39m | \u001b[39m0.08267  \u001b[39m | \u001b[39m0.003212 \u001b[39m | \u001b[39m1.757    \u001b[39m | \u001b[39m8.829    \u001b[39m | \u001b[39m3.824    \u001b[39m | \u001b[39m17.26    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:32,219 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.1276, R²: 0.9877\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m625      \u001b[39m | \u001b[39m-0.1276  \u001b[39m | \u001b[39m2.781e+03\u001b[39m | \u001b[39m32.5     \u001b[39m | \u001b[39m0.1468   \u001b[39m | \u001b[39m0.0542   \u001b[39m | \u001b[39m3.782    \u001b[39m | \u001b[39m2.591    \u001b[39m | \u001b[39m0.3667   \u001b[39m | \u001b[39m19.47    \u001b[39m | \u001b[39m2.5      \u001b[39m | \u001b[39m8.854    \u001b[39m | \u001b[39m8.028    \u001b[39m | \u001b[39m0.4614   \u001b[39m | \u001b[39m2.5      \u001b[39m | \u001b[39m8.382    \u001b[39m | \u001b[39m16.09    \u001b[39m | \u001b[39m11.21    \u001b[39m | \u001b[39m0.6875   \u001b[39m | \u001b[39m0.07311  \u001b[39m | \u001b[39m98.07    \u001b[39m | \u001b[39m10.59    \u001b[39m | \u001b[39m0.739    \u001b[39m | \u001b[39m0.5415   \u001b[39m | \u001b[39m0.08639  \u001b[39m | \u001b[39m108.4    \u001b[39m | \u001b[39m0.8276   \u001b[39m | \u001b[39m49.56    \u001b[39m | \u001b[39m5.202    \u001b[39m | \u001b[39m17.1     \u001b[39m | \u001b[39m93.42    \u001b[39m | \u001b[39m91.84    \u001b[39m | \u001b[39m18.7     \u001b[39m | \u001b[39m0.2898   \u001b[39m | \u001b[39m0.7526   \u001b[39m | \u001b[39m1.153    \u001b[39m | \u001b[39m12.32    \u001b[39m | \u001b[39m2.352    \u001b[39m | \u001b[39m33.33    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:34,130 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.7439, R²: 0.5832\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m626      \u001b[39m | \u001b[39m-0.7439  \u001b[39m | \u001b[39m1.069e+04\u001b[39m | \u001b[39m48.38    \u001b[39m | \u001b[39m0.0937   \u001b[39m | \u001b[39m0.06812  \u001b[39m | \u001b[39m3.703    \u001b[39m | \u001b[39m3.131    \u001b[39m | \u001b[39m1.754    \u001b[39m | \u001b[39m99.58    \u001b[39m | \u001b[39m6.46     \u001b[39m | \u001b[39m27.06    \u001b[39m | \u001b[39m4.223    \u001b[39m | \u001b[39m2.036    \u001b[39m | \u001b[39m3.551    \u001b[39m | \u001b[39m14.52    \u001b[39m | \u001b[39m12.05    \u001b[39m | \u001b[39m12.89    \u001b[39m | \u001b[39m0.6837   \u001b[39m | \u001b[39m0.2151   \u001b[39m | \u001b[39m99.26    \u001b[39m | \u001b[39m12.63    \u001b[39m | \u001b[39m0.3567   \u001b[39m | \u001b[39m0.53     \u001b[39m | \u001b[39m0.1512   \u001b[39m | \u001b[39m177.2    \u001b[39m | \u001b[39m0.08563  \u001b[39m | \u001b[39m15.57    \u001b[39m | \u001b[39m11.48    \u001b[39m | \u001b[39m6.127    \u001b[39m | \u001b[39m85.02    \u001b[39m | \u001b[39m88.69    \u001b[39m | \u001b[39m8.736    \u001b[39m | \u001b[39m0.1436   \u001b[39m | \u001b[39m0.4711   \u001b[39m | \u001b[39m1.873    \u001b[39m | \u001b[39m12.96    \u001b[39m | \u001b[39m3.43     \u001b[39m | \u001b[39m71.16    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:35,296 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.4018, R²: 0.8784\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m627      \u001b[39m | \u001b[39m-0.4018  \u001b[39m | \u001b[39m7.254e+04\u001b[39m | \u001b[39m35.67    \u001b[39m | \u001b[39m0.0853   \u001b[39m | \u001b[39m0.6074   \u001b[39m | \u001b[39m4.546    \u001b[39m | \u001b[39m2.958    \u001b[39m | \u001b[39m1.901    \u001b[39m | \u001b[39m81.6     \u001b[39m | \u001b[39m9.36     \u001b[39m | \u001b[39m43.52    \u001b[39m | \u001b[39m3.148    \u001b[39m | \u001b[39m3.195    \u001b[39m | \u001b[39m21.57    \u001b[39m | \u001b[39m4.936    \u001b[39m | \u001b[39m21.72    \u001b[39m | \u001b[39m10.42    \u001b[39m | \u001b[39m0.8911   \u001b[39m | \u001b[39m0.3009   \u001b[39m | \u001b[39m45.69    \u001b[39m | \u001b[39m23.54    \u001b[39m | \u001b[39m0.6923   \u001b[39m | \u001b[39m0.9812   \u001b[39m | \u001b[39m0.312    \u001b[39m | \u001b[39m143.0    \u001b[39m | \u001b[39m0.8767   \u001b[39m | \u001b[39m110.9    \u001b[39m | \u001b[39m85.88    \u001b[39m | \u001b[39m9.882    \u001b[39m | \u001b[39m86.73    \u001b[39m | \u001b[39m94.9     \u001b[39m | \u001b[39m12.29    \u001b[39m | \u001b[39m0.8438   \u001b[39m | \u001b[39m0.8494   \u001b[39m | \u001b[39m1.838    \u001b[39m | \u001b[39m11.06    \u001b[39m | \u001b[39m3.097    \u001b[39m | \u001b[39m28.82    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:36,798 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.8969, R²: 0.3941\n"
     ]
    },
    {
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     "text": [
      "| \u001b[39m628      \u001b[39m | \u001b[39m-0.8969  \u001b[39m | \u001b[39m6.846e+04\u001b[39m | \u001b[39m25.42    \u001b[39m | \u001b[39m0.2053   \u001b[39m | \u001b[39m0.06482  \u001b[39m | \u001b[39m2.23     \u001b[39m | \u001b[39m1.716    \u001b[39m | \u001b[39m0.6179   \u001b[39m | \u001b[39m11.83    \u001b[39m | \u001b[39m6.201    \u001b[39m | \u001b[39m23.5     \u001b[39m | \u001b[39m2.474    \u001b[39m | \u001b[39m1.433    \u001b[39m | \u001b[39m8.587    \u001b[39m | \u001b[39m20.09    \u001b[39m | \u001b[39m10.68    \u001b[39m | \u001b[39m10.58    \u001b[39m | \u001b[39m0.9684   \u001b[39m | \u001b[39m0.09738  \u001b[39m | \u001b[39m4.627    \u001b[39m | \u001b[39m25.6     \u001b[39m | \u001b[39m0.8141   \u001b[39m | \u001b[39m0.5635   \u001b[39m | \u001b[39m0.5202   \u001b[39m | \u001b[39m165.6    \u001b[39m | \u001b[39m0.01326  \u001b[39m | \u001b[39m173.7    \u001b[39m | \u001b[39m90.75    \u001b[39m | \u001b[39m8.315    \u001b[39m | \u001b[39m92.7     \u001b[39m | \u001b[39m84.07    \u001b[39m | \u001b[39m16.64    \u001b[39m | \u001b[39m0.174    \u001b[39m | \u001b[39m0.1764   \u001b[39m | \u001b[39m0.235    \u001b[39m | \u001b[39m7.358    \u001b[39m | \u001b[39m4.548    \u001b[39m | \u001b[39m82.47    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:45:38,753 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8418, R²: 0.4663\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m629      \u001b[39m | \u001b[39m-0.8418  \u001b[39m | \u001b[39m3.999e+04\u001b[39m | \u001b[39m26.85    \u001b[39m | \u001b[39m0.1104   \u001b[39m | \u001b[39m0.9886   \u001b[39m | \u001b[39m1.771    \u001b[39m | \u001b[39m1.063    \u001b[39m | \u001b[39m0.7033   \u001b[39m | \u001b[39m16.5     \u001b[39m | \u001b[39m8.978    \u001b[39m | \u001b[39m6.268    \u001b[39m | \u001b[39m4.534    \u001b[39m | \u001b[39m0.2141   \u001b[39m | \u001b[39m25.84    \u001b[39m | \u001b[39m25.98    \u001b[39m | \u001b[39m29.91    \u001b[39m | \u001b[39m7.641    \u001b[39m | \u001b[39m0.7891   \u001b[39m | \u001b[39m0.3734   \u001b[39m | \u001b[39m90.18    \u001b[39m | \u001b[39m13.45    \u001b[39m | \u001b[39m0.23     \u001b[39m | \u001b[39m0.6846   \u001b[39m | \u001b[39m0.3422   \u001b[39m | \u001b[39m196.2    \u001b[39m | \u001b[39m0.7269   \u001b[39m | \u001b[39m175.2    \u001b[39m | \u001b[39m35.97    \u001b[39m | \u001b[39m12.54    \u001b[39m | \u001b[39m91.63    \u001b[39m | \u001b[39m92.24    \u001b[39m | \u001b[39m9.563    \u001b[39m | \u001b[39m0.7488   \u001b[39m | \u001b[39m0.5084   \u001b[39m | \u001b[39m0.9686   \u001b[39m | \u001b[39m11.51    \u001b[39m | \u001b[39m4.09     \u001b[39m | \u001b[39m8.806    \u001b[39m |\n"
     ]
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      "2025-04-09 17:45:39,378 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.8599, R²: 0.4430\n"
     ]
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      "| \u001b[39m630      \u001b[39m | \u001b[39m-0.8599  \u001b[39m | \u001b[39m8.219e+04\u001b[39m | \u001b[39m36.56    \u001b[39m | \u001b[39m0.03917  \u001b[39m | \u001b[39m0.6021   \u001b[39m | \u001b[39m2.372    \u001b[39m | \u001b[39m3.596    \u001b[39m | \u001b[39m2.438    \u001b[39m | \u001b[39m67.03    \u001b[39m | \u001b[39m2.147    \u001b[39m | \u001b[39m6.71     \u001b[39m | \u001b[39m5.274    \u001b[39m | \u001b[39m1.556    \u001b[39m | \u001b[39m3.978    \u001b[39m | \u001b[39m18.45    \u001b[39m | \u001b[39m21.03    \u001b[39m | \u001b[39m12.88    \u001b[39m | \u001b[39m0.9492   \u001b[39m | \u001b[39m0.3934   \u001b[39m | \u001b[39m85.67    \u001b[39m | \u001b[39m6.18     \u001b[39m | \u001b[39m0.6917   \u001b[39m | \u001b[39m0.0003552\u001b[39m | \u001b[39m0.9516   \u001b[39m | \u001b[39m96.17    \u001b[39m | \u001b[39m0.1419   \u001b[39m | \u001b[39m158.8    \u001b[39m | \u001b[39m93.9     \u001b[39m | \u001b[39m7.116    \u001b[39m | \u001b[39m89.78    \u001b[39m | \u001b[39m82.05    \u001b[39m | \u001b[39m17.16    \u001b[39m | \u001b[39m0.5263   \u001b[39m | \u001b[39m0.8428   \u001b[39m | \u001b[39m2.061    \u001b[39m | \u001b[39m10.02    \u001b[39m | \u001b[39m4.6      \u001b[39m | \u001b[39m61.52    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:45:40,934 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1414, R²: 0.0186\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m631      \u001b[39m | \u001b[39m-1.141   \u001b[39m | \u001b[39m6.946e+04\u001b[39m | \u001b[39m13.46    \u001b[39m | \u001b[39m0.05074  \u001b[39m | \u001b[39m0.1835   \u001b[39m | \u001b[39m4.118    \u001b[39m | \u001b[39m1.762    \u001b[39m | \u001b[39m1.595    \u001b[39m | \u001b[39m30.98    \u001b[39m | \u001b[39m9.274    \u001b[39m | \u001b[39m42.29    \u001b[39m | \u001b[39m9.947    \u001b[39m | \u001b[39m1.202    \u001b[39m | \u001b[39m47.34    \u001b[39m | \u001b[39m5.47     \u001b[39m | \u001b[39m14.19    \u001b[39m | \u001b[39m12.69    \u001b[39m | \u001b[39m0.9797   \u001b[39m | \u001b[39m0.3522   \u001b[39m | \u001b[39m6.205    \u001b[39m | \u001b[39m20.09    \u001b[39m | \u001b[39m0.5085   \u001b[39m | \u001b[39m0.5833   \u001b[39m | \u001b[39m0.2326   \u001b[39m | \u001b[39m25.95    \u001b[39m | \u001b[39m0.4205   \u001b[39m | \u001b[39m194.6    \u001b[39m | \u001b[39m72.4     \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m81.06    \u001b[39m | \u001b[39m82.37    \u001b[39m | \u001b[39m9.41     \u001b[39m | \u001b[39m0.4634   \u001b[39m | \u001b[39m0.1761   \u001b[39m | \u001b[39m1.417    \u001b[39m | \u001b[39m7.07     \u001b[39m | \u001b[39m4.294    \u001b[39m | \u001b[39m99.14    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:45:41,741 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.1970, R²: 0.9708\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m632      \u001b[39m | \u001b[39m-0.197   \u001b[39m | \u001b[39m9.668e+03\u001b[39m | \u001b[39m23.95    \u001b[39m | \u001b[39m0.1314   \u001b[39m | \u001b[39m0.7763   \u001b[39m | \u001b[39m1.93     \u001b[39m | \u001b[39m3.368    \u001b[39m | \u001b[39m2.451    \u001b[39m | \u001b[39m13.37    \u001b[39m | \u001b[39m5.291    \u001b[39m | \u001b[39m31.62    \u001b[39m | \u001b[39m4.443    \u001b[39m | \u001b[39m0.7994   \u001b[39m | \u001b[39m33.0     \u001b[39m | \u001b[39m19.05    \u001b[39m | \u001b[39m19.52    \u001b[39m | \u001b[39m10.22    \u001b[39m | \u001b[39m0.7615   \u001b[39m | \u001b[39m0.03747  \u001b[39m | \u001b[39m60.41    \u001b[39m | \u001b[39m23.12    \u001b[39m | \u001b[39m0.1173   \u001b[39m | \u001b[39m0.007482 \u001b[39m | \u001b[39m0.2239   \u001b[39m | \u001b[39m59.33    \u001b[39m | \u001b[39m0.1878   \u001b[39m | \u001b[39m23.4     \u001b[39m | \u001b[39m85.78    \u001b[39m | \u001b[39m11.37    \u001b[39m | \u001b[39m85.66    \u001b[39m | \u001b[39m81.2     \u001b[39m | \u001b[39m9.654    \u001b[39m | \u001b[39m0.2405   \u001b[39m | \u001b[39m0.1222   \u001b[39m | \u001b[39m2.887    \u001b[39m | \u001b[39m7.164    \u001b[39m | \u001b[39m2.474    \u001b[39m | \u001b[39m30.12    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:45:43,592 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1362, R²: 0.0277\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m633      \u001b[39m | \u001b[39m-1.136   \u001b[39m | \u001b[39m7.005e+04\u001b[39m | \u001b[39m19.73    \u001b[39m | \u001b[39m0.1792   \u001b[39m | \u001b[39m0.3781   \u001b[39m | \u001b[39m3.152    \u001b[39m | \u001b[39m4.79     \u001b[39m | \u001b[39m0.1027   \u001b[39m | \u001b[39m82.04    \u001b[39m | \u001b[39m9.879    \u001b[39m | \u001b[39m48.58    \u001b[39m | \u001b[39m3.333    \u001b[39m | \u001b[39m2.735    \u001b[39m | \u001b[39m10.27    \u001b[39m | \u001b[39m28.28    \u001b[39m | \u001b[39m10.8     \u001b[39m | \u001b[39m11.79    \u001b[39m | \u001b[39m0.6419   \u001b[39m | \u001b[39m0.2393   \u001b[39m | \u001b[39m41.0     \u001b[39m | \u001b[39m1.116    \u001b[39m | \u001b[39m0.6472   \u001b[39m | \u001b[39m0.07332  \u001b[39m | \u001b[39m0.9037   \u001b[39m | \u001b[39m187.1    \u001b[39m | \u001b[39m0.9977   \u001b[39m | \u001b[39m189.1    \u001b[39m | \u001b[39m49.9     \u001b[39m | \u001b[39m16.95    \u001b[39m | \u001b[39m91.92    \u001b[39m | \u001b[39m75.2     \u001b[39m | \u001b[39m15.23    \u001b[39m | \u001b[39m0.03117  \u001b[39m | \u001b[39m0.3012   \u001b[39m | \u001b[39m1.175    \u001b[39m | \u001b[39m7.563    \u001b[39m | \u001b[39m4.077    \u001b[39m | \u001b[39m67.03    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:45,551 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2983, R²: 0.9330\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m634      \u001b[39m | \u001b[39m-0.2983  \u001b[39m | \u001b[39m3.639e+04\u001b[39m | \u001b[39m15.38    \u001b[39m | \u001b[39m0.08821  \u001b[39m | \u001b[39m0.6837   \u001b[39m | \u001b[39m3.022    \u001b[39m | \u001b[39m2.555    \u001b[39m | \u001b[39m2.306    \u001b[39m | \u001b[39m10.11    \u001b[39m | \u001b[39m2.341    \u001b[39m | \u001b[39m12.27    \u001b[39m | \u001b[39m8.907    \u001b[39m | \u001b[39m0.8431   \u001b[39m | \u001b[39m6.114    \u001b[39m | \u001b[39m28.79    \u001b[39m | \u001b[39m17.79    \u001b[39m | \u001b[39m9.981    \u001b[39m | \u001b[39m0.9642   \u001b[39m | \u001b[39m0.08423  \u001b[39m | \u001b[39m96.74    \u001b[39m | \u001b[39m29.64    \u001b[39m | \u001b[39m0.7886   \u001b[39m | \u001b[39m0.4988   \u001b[39m | \u001b[39m0.03331  \u001b[39m | \u001b[39m194.6    \u001b[39m | \u001b[39m0.5347   \u001b[39m | \u001b[39m10.86    \u001b[39m | \u001b[39m97.8     \u001b[39m | \u001b[39m12.98    \u001b[39m | \u001b[39m82.72    \u001b[39m | \u001b[39m76.88    \u001b[39m | \u001b[39m11.36    \u001b[39m | \u001b[39m0.3922   \u001b[39m | \u001b[39m0.7108   \u001b[39m | \u001b[39m1.352    \u001b[39m | \u001b[39m12.29    \u001b[39m | \u001b[39m1.941    \u001b[39m | \u001b[39m90.69    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:47,710 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.8683, R²: 0.4321\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m635      \u001b[39m | \u001b[39m-0.8683  \u001b[39m | \u001b[39m3.219e+04\u001b[39m | \u001b[39m27.9     \u001b[39m | \u001b[39m0.1139   \u001b[39m | \u001b[39m0.9732   \u001b[39m | \u001b[39m1.95     \u001b[39m | \u001b[39m1.548    \u001b[39m | \u001b[39m0.3959   \u001b[39m | \u001b[39m19.59    \u001b[39m | \u001b[39m1.868    \u001b[39m | \u001b[39m44.49    \u001b[39m | \u001b[39m0.6664   \u001b[39m | \u001b[39m0.5452   \u001b[39m | \u001b[39m4.664    \u001b[39m | \u001b[39m9.261    \u001b[39m | \u001b[39m23.51    \u001b[39m | \u001b[39m7.427    \u001b[39m | \u001b[39m0.6069   \u001b[39m | \u001b[39m0.06655  \u001b[39m | \u001b[39m39.31    \u001b[39m | \u001b[39m0.07561  \u001b[39m | \u001b[39m0.9553   \u001b[39m | \u001b[39m0.2024   \u001b[39m | \u001b[39m0.5466   \u001b[39m | \u001b[39m19.15    \u001b[39m | \u001b[39m0.9804   \u001b[39m | \u001b[39m195.5    \u001b[39m | \u001b[39m58.7     \u001b[39m | \u001b[39m7.886    \u001b[39m | \u001b[39m84.66    \u001b[39m | \u001b[39m84.96    \u001b[39m | \u001b[39m13.37    \u001b[39m | \u001b[39m0.3809   \u001b[39m | \u001b[39m0.01415  \u001b[39m | \u001b[39m0.4047   \u001b[39m | \u001b[39m9.109    \u001b[39m | \u001b[39m4.614    \u001b[39m | \u001b[39m14.74    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:49,533 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.7317, R²: 0.5968\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m636      \u001b[39m | \u001b[39m-0.7317  \u001b[39m | \u001b[39m9.634e+04\u001b[39m | \u001b[39m24.99    \u001b[39m | \u001b[39m0.2442   \u001b[39m | \u001b[39m0.3182   \u001b[39m | \u001b[39m2.621    \u001b[39m | \u001b[39m4.741    \u001b[39m | \u001b[39m0.5046   \u001b[39m | \u001b[39m18.99    \u001b[39m | \u001b[39m2.11     \u001b[39m | \u001b[39m47.8     \u001b[39m | \u001b[39m5.205    \u001b[39m | \u001b[39m2.772    \u001b[39m | \u001b[39m29.65    \u001b[39m | \u001b[39m26.74    \u001b[39m | \u001b[39m28.53    \u001b[39m | \u001b[39m12.53    \u001b[39m | \u001b[39m0.7587   \u001b[39m | \u001b[39m0.3996   \u001b[39m | \u001b[39m23.17    \u001b[39m | \u001b[39m32.44    \u001b[39m | \u001b[39m0.002409 \u001b[39m | \u001b[39m0.09429  \u001b[39m | \u001b[39m0.2221   \u001b[39m | \u001b[39m31.98    \u001b[39m | \u001b[39m0.06107  \u001b[39m | \u001b[39m38.35    \u001b[39m | \u001b[39m13.87    \u001b[39m | \u001b[39m9.039    \u001b[39m | \u001b[39m84.26    \u001b[39m | \u001b[39m83.79    \u001b[39m | \u001b[39m14.02    \u001b[39m | \u001b[39m0.1821   \u001b[39m | \u001b[39m0.2247   \u001b[39m | \u001b[39m1.283    \u001b[39m | \u001b[39m7.702    \u001b[39m | \u001b[39m4.935    \u001b[39m | \u001b[39m76.95    \u001b[39m |\n"
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    {
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     "output_type": "stream",
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      "2025-04-09 17:45:51,239 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2946, R²: 0.9346\n"
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    },
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      "| \u001b[39m637      \u001b[39m | \u001b[39m-0.2946  \u001b[39m | \u001b[39m8.018e+04\u001b[39m | \u001b[39m33.91    \u001b[39m | \u001b[39m0.1604   \u001b[39m | \u001b[39m0.3787   \u001b[39m | \u001b[39m1.677    \u001b[39m | \u001b[39m1.654    \u001b[39m | \u001b[39m2.214    \u001b[39m | \u001b[39m98.26    \u001b[39m | \u001b[39m5.675    \u001b[39m | \u001b[39m26.08    \u001b[39m | \u001b[39m0.7851   \u001b[39m | \u001b[39m1.718    \u001b[39m | \u001b[39m37.46    \u001b[39m | \u001b[39m24.79    \u001b[39m | \u001b[39m22.22    \u001b[39m | \u001b[39m7.425    \u001b[39m | \u001b[39m0.9708   \u001b[39m | \u001b[39m0.1874   \u001b[39m | \u001b[39m73.39    \u001b[39m | \u001b[39m3.134    \u001b[39m | \u001b[39m0.7161   \u001b[39m | \u001b[39m0.5248   \u001b[39m | \u001b[39m0.3395   \u001b[39m | \u001b[39m24.23    \u001b[39m | \u001b[39m0.7228   \u001b[39m | \u001b[39m182.6    \u001b[39m | \u001b[39m90.31    \u001b[39m | \u001b[39m11.56    \u001b[39m | \u001b[39m86.74    \u001b[39m | \u001b[39m75.05    \u001b[39m | \u001b[39m10.09    \u001b[39m | \u001b[39m0.6526   \u001b[39m | \u001b[39m0.171    \u001b[39m | \u001b[39m1.739    \u001b[39m | \u001b[39m10.41    \u001b[39m | \u001b[39m1.322    \u001b[39m | \u001b[39m22.13    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:45:52,976 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.5065, R²: 0.8068\n"
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      "| \u001b[39m638      \u001b[39m | \u001b[39m-0.5065  \u001b[39m | \u001b[39m3.319e+04\u001b[39m | \u001b[39m44.66    \u001b[39m | \u001b[39m0.2963   \u001b[39m | \u001b[39m0.441    \u001b[39m | \u001b[39m4.822    \u001b[39m | \u001b[39m3.973    \u001b[39m | \u001b[39m1.098    \u001b[39m | \u001b[39m15.94    \u001b[39m | \u001b[39m2.357    \u001b[39m | \u001b[39m17.16    \u001b[39m | \u001b[39m7.569    \u001b[39m | \u001b[39m3.586    \u001b[39m | \u001b[39m31.39    \u001b[39m | \u001b[39m28.12    \u001b[39m | \u001b[39m6.349    \u001b[39m | \u001b[39m10.06    \u001b[39m | \u001b[39m0.6222   \u001b[39m | \u001b[39m0.1333   \u001b[39m | \u001b[39m66.56    \u001b[39m | \u001b[39m24.02    \u001b[39m | \u001b[39m0.7048   \u001b[39m | \u001b[39m0.6767   \u001b[39m | \u001b[39m0.6038   \u001b[39m | \u001b[39m22.83    \u001b[39m | \u001b[39m0.528    \u001b[39m | \u001b[39m186.9    \u001b[39m | \u001b[39m40.31    \u001b[39m | \u001b[39m14.1     \u001b[39m | \u001b[39m84.24    \u001b[39m | \u001b[39m90.11    \u001b[39m | \u001b[39m8.362    \u001b[39m | \u001b[39m0.8771   \u001b[39m | \u001b[39m0.6615   \u001b[39m | \u001b[39m2.697    \u001b[39m | \u001b[39m11.71    \u001b[39m | \u001b[39m1.594    \u001b[39m | \u001b[39m83.18    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:45:53,792 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8410, R²: 0.4673\n"
     ]
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      "| \u001b[39m639      \u001b[39m | \u001b[39m-0.841   \u001b[39m | \u001b[39m2.543e+04\u001b[39m | \u001b[39m11.31    \u001b[39m | \u001b[39m0.2575   \u001b[39m | \u001b[39m0.622    \u001b[39m | \u001b[39m1.087    \u001b[39m | \u001b[39m2.668    \u001b[39m | \u001b[39m0.4132   \u001b[39m | \u001b[39m93.4     \u001b[39m | \u001b[39m8.76     \u001b[39m | \u001b[39m20.89    \u001b[39m | \u001b[39m5.1      \u001b[39m | \u001b[39m1.103    \u001b[39m | \u001b[39m10.42    \u001b[39m | \u001b[39m17.03    \u001b[39m | \u001b[39m23.73    \u001b[39m | \u001b[39m8.592    \u001b[39m | \u001b[39m0.9774   \u001b[39m | \u001b[39m0.1472   \u001b[39m | \u001b[39m68.3     \u001b[39m | \u001b[39m13.48    \u001b[39m | \u001b[39m0.9162   \u001b[39m | \u001b[39m0.8675   \u001b[39m | \u001b[39m0.9535   \u001b[39m | \u001b[39m189.3    \u001b[39m | \u001b[39m0.2286   \u001b[39m | \u001b[39m54.46    \u001b[39m | \u001b[39m35.49    \u001b[39m | \u001b[39m15.38    \u001b[39m | \u001b[39m91.15    \u001b[39m | \u001b[39m82.63    \u001b[39m | \u001b[39m23.97    \u001b[39m | \u001b[39m0.7499   \u001b[39m | \u001b[39m0.07289  \u001b[39m | \u001b[39m2.624    \u001b[39m | \u001b[39m7.58     \u001b[39m | \u001b[39m1.711    \u001b[39m | \u001b[39m41.59    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:45:55,242 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.5683, R²: 0.7567\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m640      \u001b[39m | \u001b[39m-0.5683  \u001b[39m | \u001b[39m6.522e+04\u001b[39m | \u001b[39m26.02    \u001b[39m | \u001b[39m0.1614   \u001b[39m | \u001b[39m0.2361   \u001b[39m | \u001b[39m3.289    \u001b[39m | \u001b[39m3.849    \u001b[39m | \u001b[39m0.04447  \u001b[39m | \u001b[39m89.74    \u001b[39m | \u001b[39m3.019    \u001b[39m | \u001b[39m38.82    \u001b[39m | \u001b[39m9.481    \u001b[39m | \u001b[39m2.247    \u001b[39m | \u001b[39m8.448    \u001b[39m | \u001b[39m23.02    \u001b[39m | \u001b[39m23.42    \u001b[39m | \u001b[39m12.71    \u001b[39m | \u001b[39m0.656    \u001b[39m | \u001b[39m0.2751   \u001b[39m | \u001b[39m55.04    \u001b[39m | \u001b[39m15.32    \u001b[39m | \u001b[39m0.2582   \u001b[39m | \u001b[39m0.1459   \u001b[39m | \u001b[39m0.13     \u001b[39m | \u001b[39m15.59    \u001b[39m | \u001b[39m0.5076   \u001b[39m | \u001b[39m198.9    \u001b[39m | \u001b[39m31.67    \u001b[39m | \u001b[39m16.14    \u001b[39m | \u001b[39m84.04    \u001b[39m | \u001b[39m75.07    \u001b[39m | \u001b[39m12.18    \u001b[39m | \u001b[39m0.9752   \u001b[39m | \u001b[39m0.4228   \u001b[39m | \u001b[39m0.4905   \u001b[39m | \u001b[39m7.973    \u001b[39m | \u001b[39m1.872    \u001b[39m | \u001b[39m36.62    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:45:55,877 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.3514, R²: 0.9070\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m641      \u001b[39m | \u001b[39m-0.3514  \u001b[39m | \u001b[39m2.542e+03\u001b[39m | \u001b[39m39.65    \u001b[39m | \u001b[39m0.114    \u001b[39m | \u001b[39m0.3785   \u001b[39m | \u001b[39m1.428    \u001b[39m | \u001b[39m1.324    \u001b[39m | \u001b[39m0.1636   \u001b[39m | \u001b[39m15.83    \u001b[39m | \u001b[39m9.306    \u001b[39m | \u001b[39m45.04    \u001b[39m | \u001b[39m7.77     \u001b[39m | \u001b[39m2.579    \u001b[39m | \u001b[39m44.51    \u001b[39m | \u001b[39m17.89    \u001b[39m | \u001b[39m20.48    \u001b[39m | \u001b[39m9.721    \u001b[39m | \u001b[39m0.9228   \u001b[39m | \u001b[39m0.2373   \u001b[39m | \u001b[39m89.02    \u001b[39m | \u001b[39m22.55    \u001b[39m | \u001b[39m0.2158   \u001b[39m | \u001b[39m0.6478   \u001b[39m | \u001b[39m0.5615   \u001b[39m | \u001b[39m116.8    \u001b[39m | \u001b[39m0.1682   \u001b[39m | \u001b[39m50.41    \u001b[39m | \u001b[39m27.48    \u001b[39m | \u001b[39m15.24    \u001b[39m | \u001b[39m87.85    \u001b[39m | \u001b[39m86.51    \u001b[39m | \u001b[39m19.64    \u001b[39m | \u001b[39m0.6725   \u001b[39m | \u001b[39m0.5188   \u001b[39m | \u001b[39m0.9948   \u001b[39m | \u001b[39m8.687    \u001b[39m | \u001b[39m3.781    \u001b[39m | \u001b[39m40.29    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:45:56,647 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.4917, R²: 0.8179\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m642      \u001b[39m | \u001b[39m-0.4917  \u001b[39m | \u001b[39m9.645e+04\u001b[39m | \u001b[39m42.69    \u001b[39m | \u001b[39m0.09705  \u001b[39m | \u001b[39m0.3305   \u001b[39m | \u001b[39m4.483    \u001b[39m | \u001b[39m2.143    \u001b[39m | \u001b[39m0.4876   \u001b[39m | \u001b[39m83.67    \u001b[39m | \u001b[39m1.353    \u001b[39m | \u001b[39m23.83    \u001b[39m | \u001b[39m0.9823   \u001b[39m | \u001b[39m3.499    \u001b[39m | \u001b[39m46.99    \u001b[39m | \u001b[39m24.55    \u001b[39m | \u001b[39m22.08    \u001b[39m | \u001b[39m11.85    \u001b[39m | \u001b[39m0.9303   \u001b[39m | \u001b[39m0.2059   \u001b[39m | \u001b[39m35.93    \u001b[39m | \u001b[39m13.18    \u001b[39m | \u001b[39m0.01898  \u001b[39m | \u001b[39m0.3323   \u001b[39m | \u001b[39m0.04788  \u001b[39m | \u001b[39m23.16    \u001b[39m | \u001b[39m0.758    \u001b[39m | \u001b[39m68.87    \u001b[39m | \u001b[39m2.176    \u001b[39m | \u001b[39m11.0     \u001b[39m | \u001b[39m93.26    \u001b[39m | \u001b[39m77.89    \u001b[39m | \u001b[39m11.84    \u001b[39m | \u001b[39m0.02648  \u001b[39m | \u001b[39m0.7717   \u001b[39m | \u001b[39m1.165    \u001b[39m | \u001b[39m12.11    \u001b[39m | \u001b[39m1.892    \u001b[39m | \u001b[39m47.91    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:45:58,927 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2380, R²: 0.9573\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m643      \u001b[39m | \u001b[39m-0.238   \u001b[39m | \u001b[39m9.732e+04\u001b[39m | \u001b[39m15.81    \u001b[39m | \u001b[39m0.2693   \u001b[39m | \u001b[39m0.1849   \u001b[39m | \u001b[39m4.63     \u001b[39m | \u001b[39m4.023    \u001b[39m | \u001b[39m2.632    \u001b[39m | \u001b[39m53.95    \u001b[39m | \u001b[39m7.002    \u001b[39m | \u001b[39m12.65    \u001b[39m | \u001b[39m4.24     \u001b[39m | \u001b[39m0.2491   \u001b[39m | \u001b[39m7.278    \u001b[39m | \u001b[39m5.973    \u001b[39m | \u001b[39m29.49    \u001b[39m | \u001b[39m11.27    \u001b[39m | \u001b[39m0.9521   \u001b[39m | \u001b[39m0.1045   \u001b[39m | \u001b[39m34.0     \u001b[39m | \u001b[39m14.01    \u001b[39m | \u001b[39m0.3824   \u001b[39m | \u001b[39m0.5345   \u001b[39m | \u001b[39m0.9731   \u001b[39m | \u001b[39m197.5    \u001b[39m | \u001b[39m0.6647   \u001b[39m | \u001b[39m17.48    \u001b[39m | \u001b[39m81.5     \u001b[39m | \u001b[39m5.263    \u001b[39m | \u001b[39m88.79    \u001b[39m | \u001b[39m90.36    \u001b[39m | \u001b[39m10.38    \u001b[39m | \u001b[39m0.3681   \u001b[39m | \u001b[39m0.224    \u001b[39m | \u001b[39m2.897    \u001b[39m | \u001b[39m8.816    \u001b[39m | \u001b[39m1.44     \u001b[39m | \u001b[39m34.57    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:46:00,987 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.3085, R²: 0.9283\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m644      \u001b[39m | \u001b[39m-0.3085  \u001b[39m | \u001b[39m5.493e+04\u001b[39m | \u001b[39m31.62    \u001b[39m | \u001b[39m0.1404   \u001b[39m | \u001b[39m0.3194   \u001b[39m | \u001b[39m3.715    \u001b[39m | \u001b[39m4.654    \u001b[39m | \u001b[39m0.9736   \u001b[39m | \u001b[39m6.602    \u001b[39m | \u001b[39m6.885    \u001b[39m | \u001b[39m31.99    \u001b[39m | \u001b[39m4.867    \u001b[39m | \u001b[39m3.758    \u001b[39m | \u001b[39m6.733    \u001b[39m | \u001b[39m19.73    \u001b[39m | \u001b[39m22.78    \u001b[39m | \u001b[39m11.07    \u001b[39m | \u001b[39m0.6422   \u001b[39m | \u001b[39m0.2441   \u001b[39m | \u001b[39m96.14    \u001b[39m | \u001b[39m7.995    \u001b[39m | \u001b[39m0.3032   \u001b[39m | \u001b[39m0.9552   \u001b[39m | \u001b[39m0.6978   \u001b[39m | \u001b[39m15.12    \u001b[39m | \u001b[39m0.6292   \u001b[39m | \u001b[39m19.39    \u001b[39m | \u001b[39m15.98    \u001b[39m | \u001b[39m13.85    \u001b[39m | \u001b[39m91.85    \u001b[39m | \u001b[39m80.29    \u001b[39m | \u001b[39m9.989    \u001b[39m | \u001b[39m0.6623   \u001b[39m | \u001b[39m0.7339   \u001b[39m | \u001b[39m2.48     \u001b[39m | \u001b[39m11.71    \u001b[39m | \u001b[39m1.124    \u001b[39m | \u001b[39m59.09    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:46:02,973 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.7896, R²: 0.5304\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m645      \u001b[39m | \u001b[39m-0.7896  \u001b[39m | \u001b[39m1.266e+03\u001b[39m | \u001b[39m44.2     \u001b[39m | \u001b[39m0.01573  \u001b[39m | \u001b[39m0.3792   \u001b[39m | \u001b[39m3.481    \u001b[39m | \u001b[39m3.846    \u001b[39m | \u001b[39m2.859    \u001b[39m | \u001b[39m10.18    \u001b[39m | \u001b[39m1.189    \u001b[39m | \u001b[39m6.733    \u001b[39m | \u001b[39m8.911    \u001b[39m | \u001b[39m3.057    \u001b[39m | \u001b[39m30.6     \u001b[39m | \u001b[39m17.71    \u001b[39m | \u001b[39m27.34    \u001b[39m | \u001b[39m12.61    \u001b[39m | \u001b[39m0.6313   \u001b[39m | \u001b[39m0.2495   \u001b[39m | \u001b[39m5.192    \u001b[39m | \u001b[39m5.079    \u001b[39m | \u001b[39m0.8161   \u001b[39m | \u001b[39m0.2046   \u001b[39m | \u001b[39m0.7829   \u001b[39m | \u001b[39m196.0    \u001b[39m | \u001b[39m0.3933   \u001b[39m | \u001b[39m22.57    \u001b[39m | \u001b[39m42.0     \u001b[39m | \u001b[39m16.81    \u001b[39m | \u001b[39m90.65    \u001b[39m | \u001b[39m89.97    \u001b[39m | \u001b[39m8.256    \u001b[39m | \u001b[39m0.2967   \u001b[39m | \u001b[39m0.05848  \u001b[39m | \u001b[39m0.8316   \u001b[39m | \u001b[39m12.39    \u001b[39m | \u001b[39m4.334    \u001b[39m | \u001b[39m92.61    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:46:04,850 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.3306, R²: 0.9177\n"
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      "| \u001b[39m646      \u001b[39m | \u001b[39m-0.3306  \u001b[39m | \u001b[39m5.302e+04\u001b[39m | \u001b[39m29.88    \u001b[39m | \u001b[39m0.06953  \u001b[39m | \u001b[39m0.2826   \u001b[39m | \u001b[39m2.157    \u001b[39m | \u001b[39m1.947    \u001b[39m | \u001b[39m0.3783   \u001b[39m | \u001b[39m22.48    \u001b[39m | \u001b[39m1.996    \u001b[39m | \u001b[39m3.215    \u001b[39m | \u001b[39m3.588    \u001b[39m | \u001b[39m2.984    \u001b[39m | \u001b[39m13.61    \u001b[39m | \u001b[39m17.77    \u001b[39m | \u001b[39m17.86    \u001b[39m | \u001b[39m11.16    \u001b[39m | \u001b[39m0.6801   \u001b[39m | \u001b[39m0.1697   \u001b[39m | \u001b[39m37.18    \u001b[39m | \u001b[39m22.91    \u001b[39m | \u001b[39m0.9464   \u001b[39m | \u001b[39m0.01043  \u001b[39m | \u001b[39m0.9704   \u001b[39m | \u001b[39m21.77    \u001b[39m | \u001b[39m0.3884   \u001b[39m | \u001b[39m184.4    \u001b[39m | \u001b[39m20.23    \u001b[39m | \u001b[39m6.369    \u001b[39m | \u001b[39m89.02    \u001b[39m | \u001b[39m83.51    \u001b[39m | \u001b[39m7.661    \u001b[39m | \u001b[39m0.1112   \u001b[39m | \u001b[39m0.5183   \u001b[39m | \u001b[39m1.392    \u001b[39m | \u001b[39m8.768    \u001b[39m | \u001b[39m3.39     \u001b[39m | \u001b[39m89.86    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:46:06,956 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2059, R²: 0.9681\n"
     ]
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      "| \u001b[39m647      \u001b[39m | \u001b[39m-0.2059  \u001b[39m | \u001b[39m6.551e+04\u001b[39m | \u001b[39m29.96    \u001b[39m | \u001b[39m0.2748   \u001b[39m | \u001b[39m0.3629   \u001b[39m | \u001b[39m4.899    \u001b[39m | \u001b[39m2.834    \u001b[39m | \u001b[39m1.482    \u001b[39m | \u001b[39m22.62    \u001b[39m | \u001b[39m4.974    \u001b[39m | \u001b[39m35.6     \u001b[39m | \u001b[39m9.197    \u001b[39m | \u001b[39m3.443    \u001b[39m | \u001b[39m4.17     \u001b[39m | \u001b[39m10.42    \u001b[39m | \u001b[39m12.26    \u001b[39m | \u001b[39m9.382    \u001b[39m | \u001b[39m0.8648   \u001b[39m | \u001b[39m0.05661  \u001b[39m | \u001b[39m51.97    \u001b[39m | \u001b[39m11.12    \u001b[39m | \u001b[39m0.2529   \u001b[39m | \u001b[39m0.4616   \u001b[39m | \u001b[39m0.4653   \u001b[39m | \u001b[39m23.19    \u001b[39m | \u001b[39m0.3015   \u001b[39m | \u001b[39m162.1    \u001b[39m | \u001b[39m34.32    \u001b[39m | \u001b[39m8.022    \u001b[39m | \u001b[39m85.98    \u001b[39m | \u001b[39m80.6     \u001b[39m | \u001b[39m18.28    \u001b[39m | \u001b[39m0.7771   \u001b[39m | \u001b[39m0.4541   \u001b[39m | \u001b[39m0.9667   \u001b[39m | \u001b[39m7.972    \u001b[39m | \u001b[39m4.248    \u001b[39m | \u001b[39m100.0    \u001b[39m |\n"
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      "2025-04-09 17:46:07,895 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 1.0266, R²: 0.2061\n"
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      "| \u001b[39m648      \u001b[39m | \u001b[39m-1.027   \u001b[39m | \u001b[39m2.347e+04\u001b[39m | \u001b[39m33.93    \u001b[39m | \u001b[39m0.2707   \u001b[39m | \u001b[39m0.8811   \u001b[39m | \u001b[39m3.926    \u001b[39m | \u001b[39m1.696    \u001b[39m | \u001b[39m2.777    \u001b[39m | \u001b[39m46.29    \u001b[39m | \u001b[39m6.641    \u001b[39m | \u001b[39m33.23    \u001b[39m | \u001b[39m0.8908   \u001b[39m | \u001b[39m0.6615   \u001b[39m | \u001b[39m46.22    \u001b[39m | \u001b[39m7.542    \u001b[39m | \u001b[39m18.11    \u001b[39m | \u001b[39m9.729    \u001b[39m | \u001b[39m0.911    \u001b[39m | \u001b[39m0.3836   \u001b[39m | \u001b[39m86.07    \u001b[39m | \u001b[39m2.028    \u001b[39m | \u001b[39m0.9376   \u001b[39m | \u001b[39m0.6427   \u001b[39m | \u001b[39m0.1104   \u001b[39m | \u001b[39m102.0    \u001b[39m | \u001b[39m0.3502   \u001b[39m | \u001b[39m197.0    \u001b[39m | \u001b[39m20.09    \u001b[39m | \u001b[39m14.96    \u001b[39m | \u001b[39m92.44    \u001b[39m | \u001b[39m89.86    \u001b[39m | \u001b[39m13.49    \u001b[39m | \u001b[39m0.5195   \u001b[39m | \u001b[39m0.1396   \u001b[39m | \u001b[39m2.26     \u001b[39m | \u001b[39m11.87    \u001b[39m | \u001b[39m3.794    \u001b[39m | \u001b[39m21.23    \u001b[39m |\n"
     ]
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      "2025-04-09 17:46:10,312 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2431, R²: 0.9555\n"
     ]
    },
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      "| \u001b[39m649      \u001b[39m | \u001b[39m-0.2431  \u001b[39m | \u001b[39m1.108e+04\u001b[39m | \u001b[39m49.86    \u001b[39m | \u001b[39m0.2178   \u001b[39m | \u001b[39m0.06816  \u001b[39m | \u001b[39m3.067    \u001b[39m | \u001b[39m4.794    \u001b[39m | \u001b[39m0.2912   \u001b[39m | \u001b[39m97.68    \u001b[39m | \u001b[39m6.633    \u001b[39m | \u001b[39m31.6     \u001b[39m | \u001b[39m4.392    \u001b[39m | \u001b[39m2.438    \u001b[39m | \u001b[39m9.823    \u001b[39m | \u001b[39m21.71    \u001b[39m | \u001b[39m16.9     \u001b[39m | \u001b[39m11.14    \u001b[39m | \u001b[39m0.8244   \u001b[39m | \u001b[39m0.03425  \u001b[39m | \u001b[39m83.55    \u001b[39m | \u001b[39m10.67    \u001b[39m | \u001b[39m0.7491   \u001b[39m | \u001b[39m0.9286   \u001b[39m | \u001b[39m0.07448  \u001b[39m | \u001b[39m185.2    \u001b[39m | \u001b[39m0.4569   \u001b[39m | \u001b[39m184.6    \u001b[39m | \u001b[39m95.3     \u001b[39m | \u001b[39m9.825    \u001b[39m | \u001b[39m94.63    \u001b[39m | \u001b[39m90.51    \u001b[39m | \u001b[39m15.75    \u001b[39m | \u001b[39m0.3158   \u001b[39m | \u001b[39m0.5974   \u001b[39m | \u001b[39m1.896    \u001b[39m | \u001b[39m7.271    \u001b[39m | \u001b[39m4.351    \u001b[39m | \u001b[39m97.42    \u001b[39m |\n"
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      "2025-04-09 17:46:11,158 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.1976, R²: 0.9706\n"
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     "output_type": "stream",
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      "| \u001b[39m650      \u001b[39m | \u001b[39m-0.1976  \u001b[39m | \u001b[39m1.006e+03\u001b[39m | \u001b[39m12.81    \u001b[39m | \u001b[39m0.01088  \u001b[39m | \u001b[39m0.9829   \u001b[39m | \u001b[39m1.283    \u001b[39m | \u001b[39m3.276    \u001b[39m | \u001b[39m2.933    \u001b[39m | \u001b[39m66.54    \u001b[39m | \u001b[39m1.284    \u001b[39m | \u001b[39m32.0     \u001b[39m | \u001b[39m3.679    \u001b[39m | \u001b[39m2.699    \u001b[39m | \u001b[39m36.48    \u001b[39m | \u001b[39m28.24    \u001b[39m | \u001b[39m19.97    \u001b[39m | \u001b[39m10.88    \u001b[39m | \u001b[39m0.6247   \u001b[39m | \u001b[39m0.2518   \u001b[39m | \u001b[39m98.68    \u001b[39m | \u001b[39m23.41    \u001b[39m | \u001b[39m0.9103   \u001b[39m | \u001b[39m0.3914   \u001b[39m | \u001b[39m0.6123   \u001b[39m | \u001b[39m121.9    \u001b[39m | \u001b[39m0.9762   \u001b[39m | \u001b[39m163.0    \u001b[39m | \u001b[39m66.11    \u001b[39m | \u001b[39m15.49    \u001b[39m | \u001b[39m83.94    \u001b[39m | \u001b[39m86.84    \u001b[39m | \u001b[39m15.39    \u001b[39m | \u001b[39m0.04033  \u001b[39m | \u001b[39m0.7668   \u001b[39m | \u001b[39m2.997    \u001b[39m | \u001b[39m11.99    \u001b[39m | \u001b[39m4.487    \u001b[39m | \u001b[39m16.56    \u001b[39m |\n"
     ]
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      "2025-04-09 17:46:13,123 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.2725, R²: 0.9441\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m651      \u001b[39m | \u001b[39m-0.2725  \u001b[39m | \u001b[39m3.944e+04\u001b[39m | \u001b[39m35.51    \u001b[39m | \u001b[39m0.09143  \u001b[39m | \u001b[39m0.3889   \u001b[39m | \u001b[39m1.522    \u001b[39m | \u001b[39m2.448    \u001b[39m | \u001b[39m0.1097   \u001b[39m | \u001b[39m16.74    \u001b[39m | \u001b[39m2.55     \u001b[39m | \u001b[39m49.43    \u001b[39m | \u001b[39m4.089    \u001b[39m | \u001b[39m0.09203  \u001b[39m | \u001b[39m29.83    \u001b[39m | \u001b[39m22.43    \u001b[39m | \u001b[39m11.18    \u001b[39m | \u001b[39m11.2     \u001b[39m | \u001b[39m0.7478   \u001b[39m | \u001b[39m0.261    \u001b[39m | \u001b[39m93.24    \u001b[39m | \u001b[39m23.23    \u001b[39m | \u001b[39m0.3873   \u001b[39m | \u001b[39m0.3611   \u001b[39m | \u001b[39m0.2199   \u001b[39m | \u001b[39m17.85    \u001b[39m | \u001b[39m0.6704   \u001b[39m | \u001b[39m28.58    \u001b[39m | \u001b[39m8.009    \u001b[39m | \u001b[39m18.83    \u001b[39m | \u001b[39m89.33    \u001b[39m | \u001b[39m80.7     \u001b[39m | \u001b[39m23.01    \u001b[39m | \u001b[39m0.773    \u001b[39m | \u001b[39m0.5127   \u001b[39m | \u001b[39m0.9075   \u001b[39m | \u001b[39m9.957    \u001b[39m | \u001b[39m1.282    \u001b[39m | \u001b[39m43.95    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:46:14,896 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m652      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m2.306e+04\u001b[39m | \u001b[39m15.18    \u001b[39m | \u001b[39m0.09327  \u001b[39m | \u001b[39m0.9206   \u001b[39m | \u001b[39m3.635    \u001b[39m | \u001b[39m2.143    \u001b[39m | \u001b[39m1.871    \u001b[39m | \u001b[39m85.15    \u001b[39m | \u001b[39m5.162    \u001b[39m | \u001b[39m41.18    \u001b[39m | \u001b[39m7.593    \u001b[39m | \u001b[39m1.446    \u001b[39m | \u001b[39m19.77    \u001b[39m | \u001b[39m12.41    \u001b[39m | \u001b[39m16.88    \u001b[39m | \u001b[39m8.284    \u001b[39m | \u001b[39m0.7884   \u001b[39m | \u001b[39m0.05762  \u001b[39m | \u001b[39m6.443    \u001b[39m | \u001b[39m1.153    \u001b[39m | \u001b[39m0.6712   \u001b[39m | \u001b[39m0.9576   \u001b[39m | \u001b[39m0.8468   \u001b[39m | \u001b[39m199.4    \u001b[39m | \u001b[39m0.2767   \u001b[39m | \u001b[39m183.9    \u001b[39m | \u001b[39m5.537    \u001b[39m | \u001b[39m10.7     \u001b[39m | \u001b[39m82.52    \u001b[39m | \u001b[39m83.61    \u001b[39m | \u001b[39m15.19    \u001b[39m | \u001b[39m0.7039   \u001b[39m | \u001b[39m0.9587   \u001b[39m | \u001b[39m2.604    \u001b[39m | \u001b[39m8.523    \u001b[39m | \u001b[39m1.246    \u001b[39m | \u001b[39m31.42    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:46:15,582 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.8438, R²: 0.4636\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m653      \u001b[39m | \u001b[39m-0.8438  \u001b[39m | \u001b[39m1.788e+04\u001b[39m | \u001b[39m31.72    \u001b[39m | \u001b[39m0.09827  \u001b[39m | \u001b[39m0.5681   \u001b[39m | \u001b[39m4.227    \u001b[39m | \u001b[39m4.546    \u001b[39m | \u001b[39m1.155    \u001b[39m | \u001b[39m51.88    \u001b[39m | \u001b[39m5.311    \u001b[39m | \u001b[39m30.5     \u001b[39m | \u001b[39m0.6158   \u001b[39m | \u001b[39m1.737    \u001b[39m | \u001b[39m28.33    \u001b[39m | \u001b[39m5.844    \u001b[39m | \u001b[39m10.19    \u001b[39m | \u001b[39m7.091    \u001b[39m | \u001b[39m0.7002   \u001b[39m | \u001b[39m0.1573   \u001b[39m | \u001b[39m91.39    \u001b[39m | \u001b[39m3.521    \u001b[39m | \u001b[39m0.7414   \u001b[39m | \u001b[39m0.9057   \u001b[39m | \u001b[39m0.8138   \u001b[39m | \u001b[39m189.1    \u001b[39m | \u001b[39m0.4358   \u001b[39m | \u001b[39m169.6    \u001b[39m | \u001b[39m71.82    \u001b[39m | \u001b[39m15.34    \u001b[39m | \u001b[39m88.76    \u001b[39m | \u001b[39m81.23    \u001b[39m | \u001b[39m20.04    \u001b[39m | \u001b[39m0.4533   \u001b[39m | \u001b[39m0.05348  \u001b[39m | \u001b[39m1.599    \u001b[39m | \u001b[39m8.591    \u001b[39m | \u001b[39m3.27     \u001b[39m | \u001b[39m46.21    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:46:17,428 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1548, R²: -0.0045\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m654      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m5.229e+04\u001b[39m | \u001b[39m12.65    \u001b[39m | \u001b[39m0.06987  \u001b[39m | \u001b[39m0.6493   \u001b[39m | \u001b[39m1.88     \u001b[39m | \u001b[39m3.585    \u001b[39m | \u001b[39m0.5782   \u001b[39m | \u001b[39m73.41    \u001b[39m | \u001b[39m7.55     \u001b[39m | \u001b[39m23.35    \u001b[39m | \u001b[39m1.797    \u001b[39m | \u001b[39m0.9197   \u001b[39m | \u001b[39m23.55    \u001b[39m | \u001b[39m21.48    \u001b[39m | \u001b[39m20.28    \u001b[39m | \u001b[39m9.656    \u001b[39m | \u001b[39m0.9894   \u001b[39m | \u001b[39m0.2863   \u001b[39m | \u001b[39m6.371    \u001b[39m | \u001b[39m18.02    \u001b[39m | \u001b[39m0.637    \u001b[39m | \u001b[39m0.1558   \u001b[39m | \u001b[39m0.4072   \u001b[39m | \u001b[39m12.13    \u001b[39m | \u001b[39m0.9161   \u001b[39m | \u001b[39m10.15    \u001b[39m | \u001b[39m46.62    \u001b[39m | \u001b[39m9.447    \u001b[39m | \u001b[39m85.66    \u001b[39m | \u001b[39m78.56    \u001b[39m | \u001b[39m14.5     \u001b[39m | \u001b[39m0.6417   \u001b[39m | \u001b[39m0.06496  \u001b[39m | \u001b[39m2.818    \u001b[39m | \u001b[39m8.818    \u001b[39m | \u001b[39m3.391    \u001b[39m | \u001b[39m66.94    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:46:19,418 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8463, R²: 0.4605\n"
     ]
    },
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      "| \u001b[39m655      \u001b[39m | \u001b[39m-0.8463  \u001b[39m | \u001b[39m1.918e+04\u001b[39m | \u001b[39m26.36    \u001b[39m | \u001b[39m0.2069   \u001b[39m | \u001b[39m0.264    \u001b[39m | \u001b[39m3.462    \u001b[39m | \u001b[39m3.88     \u001b[39m | \u001b[39m0.6045   \u001b[39m | \u001b[39m8.937    \u001b[39m | \u001b[39m8.274    \u001b[39m | \u001b[39m25.77    \u001b[39m | \u001b[39m7.001    \u001b[39m | \u001b[39m2.335    \u001b[39m | \u001b[39m40.82    \u001b[39m | \u001b[39m29.53    \u001b[39m | \u001b[39m7.409    \u001b[39m | \u001b[39m7.786    \u001b[39m | \u001b[39m0.815    \u001b[39m | \u001b[39m0.2568   \u001b[39m | \u001b[39m32.61    \u001b[39m | \u001b[39m32.59    \u001b[39m | \u001b[39m0.1249   \u001b[39m | \u001b[39m0.9932   \u001b[39m | \u001b[39m0.8074   \u001b[39m | \u001b[39m191.0    \u001b[39m | \u001b[39m0.09078  \u001b[39m | \u001b[39m192.3    \u001b[39m | \u001b[39m94.78    \u001b[39m | \u001b[39m16.15    \u001b[39m | \u001b[39m87.5     \u001b[39m | \u001b[39m83.16    \u001b[39m | \u001b[39m15.43    \u001b[39m | \u001b[39m0.134    \u001b[39m | \u001b[39m0.5455   \u001b[39m | \u001b[39m0.3278   \u001b[39m | \u001b[39m10.6     \u001b[39m | \u001b[39m2.142    \u001b[39m | \u001b[39m88.16    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:46:21,204 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4497, R²: 0.8477\n"
     ]
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      "| \u001b[39m656      \u001b[39m | \u001b[39m-0.4497  \u001b[39m | \u001b[39m5.993e+04\u001b[39m | \u001b[39m19.92    \u001b[39m | \u001b[39m0.07983  \u001b[39m | \u001b[39m0.09145  \u001b[39m | \u001b[39m3.338    \u001b[39m | \u001b[39m3.645    \u001b[39m | \u001b[39m0.654    \u001b[39m | \u001b[39m15.3     \u001b[39m | \u001b[39m7.813    \u001b[39m | \u001b[39m15.64    \u001b[39m | \u001b[39m0.1949   \u001b[39m | \u001b[39m2.464    \u001b[39m | \u001b[39m10.29    \u001b[39m | \u001b[39m29.9     \u001b[39m | \u001b[39m25.26    \u001b[39m | \u001b[39m12.05    \u001b[39m | \u001b[39m0.6698   \u001b[39m | \u001b[39m0.002176 \u001b[39m | \u001b[39m40.87    \u001b[39m | \u001b[39m22.94    \u001b[39m | \u001b[39m0.6727   \u001b[39m | \u001b[39m0.1275   \u001b[39m | \u001b[39m0.2261   \u001b[39m | \u001b[39m34.24    \u001b[39m | \u001b[39m0.1007   \u001b[39m | \u001b[39m197.4    \u001b[39m | \u001b[39m98.06    \u001b[39m | \u001b[39m7.535    \u001b[39m | \u001b[39m90.84    \u001b[39m | \u001b[39m77.34    \u001b[39m | \u001b[39m16.31    \u001b[39m | \u001b[39m0.4465   \u001b[39m | \u001b[39m0.7498   \u001b[39m | \u001b[39m0.6332   \u001b[39m | \u001b[39m8.828    \u001b[39m | \u001b[39m4.226    \u001b[39m | \u001b[39m96.73    \u001b[39m |\n"
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      "2025-04-09 17:46:23,209 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.6624, R²: 0.6695\n"
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      "| \u001b[39m657      \u001b[39m | \u001b[39m-0.6624  \u001b[39m | \u001b[39m1.009e+04\u001b[39m | \u001b[39m10.76    \u001b[39m | \u001b[39m0.02253  \u001b[39m | \u001b[39m0.07859  \u001b[39m | \u001b[39m1.996    \u001b[39m | \u001b[39m3.379    \u001b[39m | \u001b[39m2.989    \u001b[39m | \u001b[39m40.96    \u001b[39m | \u001b[39m8.854    \u001b[39m | \u001b[39m11.72    \u001b[39m | \u001b[39m5.224    \u001b[39m | \u001b[39m0.00948  \u001b[39m | \u001b[39m43.34    \u001b[39m | \u001b[39m21.66    \u001b[39m | \u001b[39m5.441    \u001b[39m | \u001b[39m12.84    \u001b[39m | \u001b[39m0.7482   \u001b[39m | \u001b[39m0.1438   \u001b[39m | \u001b[39m59.79    \u001b[39m | \u001b[39m2.059    \u001b[39m | \u001b[39m0.7331   \u001b[39m | \u001b[39m0.6927   \u001b[39m | \u001b[39m0.8052   \u001b[39m | \u001b[39m168.1    \u001b[39m | \u001b[39m0.6437   \u001b[39m | \u001b[39m198.1    \u001b[39m | \u001b[39m11.52    \u001b[39m | \u001b[39m13.67    \u001b[39m | \u001b[39m94.4     \u001b[39m | \u001b[39m83.08    \u001b[39m | \u001b[39m23.32    \u001b[39m | \u001b[39m0.9126   \u001b[39m | \u001b[39m0.6244   \u001b[39m | \u001b[39m0.6207   \u001b[39m | \u001b[39m12.39    \u001b[39m | \u001b[39m3.835    \u001b[39m | \u001b[39m82.03    \u001b[39m |\n"
     ]
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      "2025-04-09 17:46:25,495 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.6305, R²: 0.7006\n"
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      "| \u001b[39m658      \u001b[39m | \u001b[39m-0.6305  \u001b[39m | \u001b[39m9.099e+04\u001b[39m | \u001b[39m25.95    \u001b[39m | \u001b[39m0.2422   \u001b[39m | \u001b[39m0.3401   \u001b[39m | \u001b[39m2.086    \u001b[39m | \u001b[39m2.439    \u001b[39m | \u001b[39m1.586    \u001b[39m | \u001b[39m70.28    \u001b[39m | \u001b[39m8.695    \u001b[39m | \u001b[39m6.709    \u001b[39m | \u001b[39m5.756    \u001b[39m | \u001b[39m1.146    \u001b[39m | \u001b[39m35.97    \u001b[39m | \u001b[39m20.95    \u001b[39m | \u001b[39m21.23    \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m0.8394   \u001b[39m | \u001b[39m0.1538   \u001b[39m | \u001b[39m3.38     \u001b[39m | \u001b[39m0.2761   \u001b[39m | \u001b[39m0.7188   \u001b[39m | \u001b[39m0.7052   \u001b[39m | \u001b[39m0.1555   \u001b[39m | \u001b[39m16.41    \u001b[39m | \u001b[39m0.03089  \u001b[39m | \u001b[39m15.38    \u001b[39m | \u001b[39m5.151    \u001b[39m | \u001b[39m11.09    \u001b[39m | \u001b[39m85.55    \u001b[39m | \u001b[39m76.1     \u001b[39m | \u001b[39m21.21    \u001b[39m | \u001b[39m0.2295   \u001b[39m | \u001b[39m0.5582   \u001b[39m | \u001b[39m2.342    \u001b[39m | \u001b[39m11.6     \u001b[39m | \u001b[39m4.007    \u001b[39m | \u001b[39m90.59    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:46:26,218 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.7723, R²: 0.5508\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m659      \u001b[39m | \u001b[39m-0.7723  \u001b[39m | \u001b[39m6.859e+04\u001b[39m | \u001b[39m28.81    \u001b[39m | \u001b[39m0.294    \u001b[39m | \u001b[39m0.6738   \u001b[39m | \u001b[39m1.197    \u001b[39m | \u001b[39m4.933    \u001b[39m | \u001b[39m1.221    \u001b[39m | \u001b[39m94.82    \u001b[39m | \u001b[39m9.869    \u001b[39m | \u001b[39m20.81    \u001b[39m | \u001b[39m1.92     \u001b[39m | \u001b[39m1.959    \u001b[39m | \u001b[39m44.32    \u001b[39m | \u001b[39m9.326    \u001b[39m | \u001b[39m17.86    \u001b[39m | \u001b[39m9.845    \u001b[39m | \u001b[39m0.6092   \u001b[39m | \u001b[39m0.1547   \u001b[39m | \u001b[39m13.25    \u001b[39m | \u001b[39m32.1     \u001b[39m | \u001b[39m0.09325  \u001b[39m | \u001b[39m0.9443   \u001b[39m | \u001b[39m0.7203   \u001b[39m | \u001b[39m64.94    \u001b[39m | \u001b[39m0.08691  \u001b[39m | \u001b[39m120.5    \u001b[39m | \u001b[39m22.66    \u001b[39m | \u001b[39m5.256    \u001b[39m | \u001b[39m93.0     \u001b[39m | \u001b[39m92.8     \u001b[39m | \u001b[39m13.39    \u001b[39m | \u001b[39m0.3515   \u001b[39m | \u001b[39m0.1552   \u001b[39m | \u001b[39m2.602    \u001b[39m | \u001b[39m8.538    \u001b[39m | \u001b[39m3.805    \u001b[39m | \u001b[39m22.45    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:46:26,982 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2712, R²: 0.9446\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m660      \u001b[39m | \u001b[39m-0.2712  \u001b[39m | \u001b[39m8.129e+04\u001b[39m | \u001b[39m33.64    \u001b[39m | \u001b[39m0.09547  \u001b[39m | \u001b[39m0.3095   \u001b[39m | \u001b[39m3.491    \u001b[39m | \u001b[39m2.059    \u001b[39m | \u001b[39m1.052    \u001b[39m | \u001b[39m54.26    \u001b[39m | \u001b[39m3.434    \u001b[39m | \u001b[39m16.78    \u001b[39m | \u001b[39m1.444    \u001b[39m | \u001b[39m1.842    \u001b[39m | \u001b[39m49.77    \u001b[39m | \u001b[39m19.23    \u001b[39m | \u001b[39m23.37    \u001b[39m | \u001b[39m8.582    \u001b[39m | \u001b[39m0.924    \u001b[39m | \u001b[39m0.2645   \u001b[39m | \u001b[39m8.562    \u001b[39m | \u001b[39m2.505    \u001b[39m | \u001b[39m0.4933   \u001b[39m | \u001b[39m0.1267   \u001b[39m | \u001b[39m0.2533   \u001b[39m | \u001b[39m139.0    \u001b[39m | \u001b[39m0.9342   \u001b[39m | \u001b[39m116.5    \u001b[39m | \u001b[39m48.35    \u001b[39m | \u001b[39m14.07    \u001b[39m | \u001b[39m91.29    \u001b[39m | \u001b[39m88.63    \u001b[39m | \u001b[39m7.351    \u001b[39m | \u001b[39m0.4989   \u001b[39m | \u001b[39m0.9489   \u001b[39m | \u001b[39m1.916    \u001b[39m | \u001b[39m11.38    \u001b[39m | \u001b[39m4.348    \u001b[39m | \u001b[39m58.92    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:46:28,754 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2208, R²: 0.9633\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m661      \u001b[39m | \u001b[39m-0.2208  \u001b[39m | \u001b[39m4.594e+04\u001b[39m | \u001b[39m31.92    \u001b[39m | \u001b[39m0.1401   \u001b[39m | \u001b[39m0.6183   \u001b[39m | \u001b[39m1.184    \u001b[39m | \u001b[39m1.875    \u001b[39m | \u001b[39m0.2478   \u001b[39m | \u001b[39m5.259    \u001b[39m | \u001b[39m1.981    \u001b[39m | \u001b[39m31.8     \u001b[39m | \u001b[39m4.988    \u001b[39m | \u001b[39m1.969    \u001b[39m | \u001b[39m11.75    \u001b[39m | \u001b[39m26.81    \u001b[39m | \u001b[39m6.169    \u001b[39m | \u001b[39m9.31     \u001b[39m | \u001b[39m0.7728   \u001b[39m | \u001b[39m0.2564   \u001b[39m | \u001b[39m49.79    \u001b[39m | \u001b[39m35.75    \u001b[39m | \u001b[39m0.626    \u001b[39m | \u001b[39m0.71     \u001b[39m | \u001b[39m0.8214   \u001b[39m | \u001b[39m183.9    \u001b[39m | \u001b[39m0.5389   \u001b[39m | \u001b[39m151.7    \u001b[39m | \u001b[39m7.943    \u001b[39m | \u001b[39m17.78    \u001b[39m | \u001b[39m81.99    \u001b[39m | \u001b[39m76.13    \u001b[39m | \u001b[39m21.91    \u001b[39m | \u001b[39m0.4321   \u001b[39m | \u001b[39m0.9659   \u001b[39m | \u001b[39m1.283    \u001b[39m | \u001b[39m7.744    \u001b[39m | \u001b[39m1.583    \u001b[39m | \u001b[39m36.97    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:46:30,596 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.3891, R²: 0.8860\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m662      \u001b[39m | \u001b[39m-0.3891  \u001b[39m | \u001b[39m1.641e+04\u001b[39m | \u001b[39m42.65    \u001b[39m | \u001b[39m0.1951   \u001b[39m | \u001b[39m0.2247   \u001b[39m | \u001b[39m2.691    \u001b[39m | \u001b[39m1.857    \u001b[39m | \u001b[39m2.546    \u001b[39m | \u001b[39m75.9     \u001b[39m | \u001b[39m7.665    \u001b[39m | \u001b[39m16.55    \u001b[39m | \u001b[39m8.679    \u001b[39m | \u001b[39m0.9194   \u001b[39m | \u001b[39m41.75    \u001b[39m | \u001b[39m14.42    \u001b[39m | \u001b[39m11.86    \u001b[39m | \u001b[39m9.295    \u001b[39m | \u001b[39m0.7427   \u001b[39m | \u001b[39m0.3067   \u001b[39m | \u001b[39m5.714    \u001b[39m | \u001b[39m27.98    \u001b[39m | \u001b[39m0.4688   \u001b[39m | \u001b[39m0.3413   \u001b[39m | \u001b[39m0.5695   \u001b[39m | \u001b[39m181.3    \u001b[39m | \u001b[39m0.01952  \u001b[39m | \u001b[39m27.98    \u001b[39m | \u001b[39m20.5     \u001b[39m | \u001b[39m6.889    \u001b[39m | \u001b[39m93.64    \u001b[39m | \u001b[39m86.6     \u001b[39m | \u001b[39m18.69    \u001b[39m | \u001b[39m0.769    \u001b[39m | \u001b[39m0.2358   \u001b[39m | \u001b[39m2.697    \u001b[39m | \u001b[39m8.943    \u001b[39m | \u001b[39m2.178    \u001b[39m | \u001b[39m51.57    \u001b[39m |\n"
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:46:32,770 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2844, R²: 0.9391\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m663      \u001b[39m | \u001b[39m-0.2844  \u001b[39m | \u001b[39m8.717e+04\u001b[39m | \u001b[39m42.91    \u001b[39m | \u001b[39m0.147    \u001b[39m | \u001b[39m0.3096   \u001b[39m | \u001b[39m3.338    \u001b[39m | \u001b[39m3.401    \u001b[39m | \u001b[39m0.9492   \u001b[39m | \u001b[39m42.58    \u001b[39m | \u001b[39m9.889    \u001b[39m | \u001b[39m9.979    \u001b[39m | \u001b[39m7.808    \u001b[39m | \u001b[39m2.578    \u001b[39m | \u001b[39m10.56    \u001b[39m | \u001b[39m12.16    \u001b[39m | \u001b[39m14.39    \u001b[39m | \u001b[39m11.5     \u001b[39m | \u001b[39m0.9484   \u001b[39m | \u001b[39m0.1637   \u001b[39m | \u001b[39m32.36    \u001b[39m | \u001b[39m34.28    \u001b[39m | \u001b[39m0.331    \u001b[39m | \u001b[39m0.9821   \u001b[39m | \u001b[39m0.2277   \u001b[39m | \u001b[39m198.7    \u001b[39m | \u001b[39m0.2262   \u001b[39m | \u001b[39m31.37    \u001b[39m | \u001b[39m87.52    \u001b[39m | \u001b[39m19.45    \u001b[39m | \u001b[39m82.55    \u001b[39m | \u001b[39m90.94    \u001b[39m | \u001b[39m19.01    \u001b[39m | \u001b[39m0.005144 \u001b[39m | \u001b[39m0.7668   \u001b[39m | \u001b[39m0.2379   \u001b[39m | \u001b[39m9.065    \u001b[39m | \u001b[39m4.42     \u001b[39m | \u001b[39m14.48    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:46:34,720 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2848, R²: 0.9389\n"
     ]
    },
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      "| \u001b[39m664      \u001b[39m | \u001b[39m-0.2848  \u001b[39m | \u001b[39m9.585e+04\u001b[39m | \u001b[39m23.7     \u001b[39m | \u001b[39m0.1575   \u001b[39m | \u001b[39m0.1778   \u001b[39m | \u001b[39m1.923    \u001b[39m | \u001b[39m2.716    \u001b[39m | \u001b[39m0.5799   \u001b[39m | \u001b[39m36.47    \u001b[39m | \u001b[39m3.112    \u001b[39m | \u001b[39m5.012    \u001b[39m | \u001b[39m1.611    \u001b[39m | \u001b[39m0.1562   \u001b[39m | \u001b[39m32.94    \u001b[39m | \u001b[39m2.705    \u001b[39m | \u001b[39m23.96    \u001b[39m | \u001b[39m9.076    \u001b[39m | \u001b[39m0.8393   \u001b[39m | \u001b[39m0.2902   \u001b[39m | \u001b[39m12.96    \u001b[39m | \u001b[39m30.1     \u001b[39m | \u001b[39m0.9799   \u001b[39m | \u001b[39m0.4106   \u001b[39m | \u001b[39m0.825    \u001b[39m | \u001b[39m195.2    \u001b[39m | \u001b[39m0.5275   \u001b[39m | \u001b[39m199.1    \u001b[39m | \u001b[39m71.29    \u001b[39m | \u001b[39m18.85    \u001b[39m | \u001b[39m87.65    \u001b[39m | \u001b[39m93.0     \u001b[39m | \u001b[39m22.37    \u001b[39m | \u001b[39m0.6328   \u001b[39m | \u001b[39m0.3843   \u001b[39m | \u001b[39m0.5201   \u001b[39m | \u001b[39m11.76    \u001b[39m | \u001b[39m3.386    \u001b[39m | \u001b[39m99.73    \u001b[39m |\n"
     ]
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      "2025-04-09 17:46:37,289 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.2226, R²: 0.9627\n"
     ]
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      "| \u001b[39m665      \u001b[39m | \u001b[39m-0.2226  \u001b[39m | \u001b[39m1.034e+04\u001b[39m | \u001b[39m25.28    \u001b[39m | \u001b[39m0.2412   \u001b[39m | \u001b[39m0.6106   \u001b[39m | \u001b[39m1.143    \u001b[39m | \u001b[39m4.142    \u001b[39m | \u001b[39m0.5746   \u001b[39m | \u001b[39m14.91    \u001b[39m | \u001b[39m8.284    \u001b[39m | \u001b[39m15.9     \u001b[39m | \u001b[39m1.348    \u001b[39m | \u001b[39m0.3213   \u001b[39m | \u001b[39m14.48    \u001b[39m | \u001b[39m28.83    \u001b[39m | \u001b[39m19.64    \u001b[39m | \u001b[39m11.3     \u001b[39m | \u001b[39m0.6544   \u001b[39m | \u001b[39m0.1363   \u001b[39m | \u001b[39m84.25    \u001b[39m | \u001b[39m26.66    \u001b[39m | \u001b[39m0.2699   \u001b[39m | \u001b[39m0.1667   \u001b[39m | \u001b[39m0.6997   \u001b[39m | \u001b[39m193.5    \u001b[39m | \u001b[39m0.9874   \u001b[39m | \u001b[39m16.33    \u001b[39m | \u001b[39m98.65    \u001b[39m | \u001b[39m17.38    \u001b[39m | \u001b[39m89.01    \u001b[39m | \u001b[39m89.88    \u001b[39m | \u001b[39m18.29    \u001b[39m | \u001b[39m0.6176   \u001b[39m | \u001b[39m0.2264   \u001b[39m | \u001b[39m0.8609   \u001b[39m | \u001b[39m9.294    \u001b[39m | \u001b[39m3.969    \u001b[39m | \u001b[39m97.9     \u001b[39m |\n"
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      "2025-04-09 17:46:39,611 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1554, R²: -0.0055\n"
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      "| \u001b[39m666      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m7.908e+04\u001b[39m | \u001b[39m22.26    \u001b[39m | \u001b[39m0.1907   \u001b[39m | \u001b[39m0.7693   \u001b[39m | \u001b[39m2.302    \u001b[39m | \u001b[39m2.68     \u001b[39m | \u001b[39m2.146    \u001b[39m | \u001b[39m3.207    \u001b[39m | \u001b[39m2.666    \u001b[39m | \u001b[39m17.85    \u001b[39m | \u001b[39m4.805    \u001b[39m | \u001b[39m3.516    \u001b[39m | \u001b[39m9.002    \u001b[39m | \u001b[39m2.732    \u001b[39m | \u001b[39m7.312    \u001b[39m | \u001b[39m9.048    \u001b[39m | \u001b[39m0.6221   \u001b[39m | \u001b[39m0.1275   \u001b[39m | \u001b[39m94.85    \u001b[39m | \u001b[39m19.15    \u001b[39m | \u001b[39m0.6273   \u001b[39m | \u001b[39m0.4809   \u001b[39m | \u001b[39m0.6654   \u001b[39m | \u001b[39m187.8    \u001b[39m | \u001b[39m0.7941   \u001b[39m | \u001b[39m43.25    \u001b[39m | \u001b[39m93.99    \u001b[39m | \u001b[39m9.92     \u001b[39m | \u001b[39m90.1     \u001b[39m | \u001b[39m88.98    \u001b[39m | \u001b[39m5.12     \u001b[39m | \u001b[39m0.08764  \u001b[39m | \u001b[39m0.01972  \u001b[39m | \u001b[39m2.727    \u001b[39m | \u001b[39m9.902    \u001b[39m | \u001b[39m1.194    \u001b[39m | \u001b[39m97.23    \u001b[39m |\n"
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      "2025-04-09 17:46:41,892 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.4410, R²: 0.8535\n"
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      "| \u001b[39m667      \u001b[39m | \u001b[39m-0.441   \u001b[39m | \u001b[39m5.155e+04\u001b[39m | \u001b[39m13.95    \u001b[39m | \u001b[39m0.1459   \u001b[39m | \u001b[39m0.2519   \u001b[39m | \u001b[39m1.475    \u001b[39m | \u001b[39m2.016    \u001b[39m | \u001b[39m0.2407   \u001b[39m | \u001b[39m80.89    \u001b[39m | \u001b[39m5.735    \u001b[39m | \u001b[39m23.03    \u001b[39m | \u001b[39m8.237    \u001b[39m | \u001b[39m2.083    \u001b[39m | \u001b[39m4.782    \u001b[39m | \u001b[39m26.3     \u001b[39m | \u001b[39m11.6     \u001b[39m | \u001b[39m12.37    \u001b[39m | \u001b[39m0.9395   \u001b[39m | \u001b[39m0.2996   \u001b[39m | \u001b[39m49.35    \u001b[39m | \u001b[39m24.46    \u001b[39m | \u001b[39m0.724    \u001b[39m | \u001b[39m0.4011   \u001b[39m | \u001b[39m0.2436   \u001b[39m | \u001b[39m15.16    \u001b[39m | \u001b[39m0.1436   \u001b[39m | \u001b[39m23.88    \u001b[39m | \u001b[39m94.19    \u001b[39m | \u001b[39m14.29    \u001b[39m | \u001b[39m88.71    \u001b[39m | \u001b[39m78.48    \u001b[39m | \u001b[39m22.68    \u001b[39m | \u001b[39m0.5647   \u001b[39m | \u001b[39m0.9227   \u001b[39m | \u001b[39m1.687    \u001b[39m | \u001b[39m7.009    \u001b[39m | \u001b[39m2.135    \u001b[39m | \u001b[39m60.62    \u001b[39m |\n"
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    },
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      "2025-04-09 17:46:44,000 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2819, R²: 0.9401\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m668      \u001b[39m | \u001b[39m-0.2819  \u001b[39m | \u001b[39m3.727e+04\u001b[39m | \u001b[39m26.85    \u001b[39m | \u001b[39m0.05004  \u001b[39m | \u001b[39m0.6579   \u001b[39m | \u001b[39m2.383    \u001b[39m | \u001b[39m4.563    \u001b[39m | \u001b[39m2.623    \u001b[39m | \u001b[39m87.21    \u001b[39m | \u001b[39m1.734    \u001b[39m | \u001b[39m19.47    \u001b[39m | \u001b[39m1.656    \u001b[39m | \u001b[39m3.555    \u001b[39m | \u001b[39m39.04    \u001b[39m | \u001b[39m4.462    \u001b[39m | \u001b[39m18.8     \u001b[39m | \u001b[39m9.016    \u001b[39m | \u001b[39m0.7153   \u001b[39m | \u001b[39m0.2045   \u001b[39m | \u001b[39m77.54    \u001b[39m | \u001b[39m28.72    \u001b[39m | \u001b[39m0.1645   \u001b[39m | \u001b[39m0.2465   \u001b[39m | \u001b[39m0.1532   \u001b[39m | \u001b[39m185.1    \u001b[39m | \u001b[39m0.9851   \u001b[39m | \u001b[39m180.3    \u001b[39m | \u001b[39m66.07    \u001b[39m | \u001b[39m17.48    \u001b[39m | \u001b[39m94.96    \u001b[39m | \u001b[39m81.63    \u001b[39m | \u001b[39m23.43    \u001b[39m | \u001b[39m0.2131   \u001b[39m | \u001b[39m0.9414   \u001b[39m | \u001b[39m2.134    \u001b[39m | \u001b[39m11.18    \u001b[39m | \u001b[39m3.947    \u001b[39m | \u001b[39m9.726    \u001b[39m |\n"
     ]
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    {
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     "output_type": "stream",
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      "2025-04-09 17:46:44,756 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.7295, R²: 0.5992\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m669      \u001b[39m | \u001b[39m-0.7295  \u001b[39m | \u001b[39m9.854e+04\u001b[39m | \u001b[39m27.3     \u001b[39m | \u001b[39m0.0469   \u001b[39m | \u001b[39m0.8014   \u001b[39m | \u001b[39m4.547    \u001b[39m | \u001b[39m4.728    \u001b[39m | \u001b[39m0.988    \u001b[39m | \u001b[39m93.48    \u001b[39m | \u001b[39m7.886    \u001b[39m | \u001b[39m30.31    \u001b[39m | \u001b[39m9.341    \u001b[39m | \u001b[39m2.51     \u001b[39m | \u001b[39m39.76    \u001b[39m | \u001b[39m18.26    \u001b[39m | \u001b[39m21.14    \u001b[39m | \u001b[39m7.771    \u001b[39m | \u001b[39m0.6302   \u001b[39m | \u001b[39m0.2866   \u001b[39m | \u001b[39m22.32    \u001b[39m | \u001b[39m13.32    \u001b[39m | \u001b[39m0.7377   \u001b[39m | \u001b[39m0.8627   \u001b[39m | \u001b[39m0.9593   \u001b[39m | \u001b[39m113.2    \u001b[39m | \u001b[39m0.2293   \u001b[39m | \u001b[39m16.92    \u001b[39m | \u001b[39m10.2     \u001b[39m | \u001b[39m16.06    \u001b[39m | \u001b[39m85.42    \u001b[39m | \u001b[39m76.45    \u001b[39m | \u001b[39m11.88    \u001b[39m | \u001b[39m0.1926   \u001b[39m | \u001b[39m0.3134   \u001b[39m | \u001b[39m1.574    \u001b[39m | \u001b[39m8.347    \u001b[39m | \u001b[39m2.323    \u001b[39m | \u001b[39m74.97    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:46:45,643 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.2817, R²: 0.9402\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m670      \u001b[39m | \u001b[39m-0.2817  \u001b[39m | \u001b[39m6.877e+04\u001b[39m | \u001b[39m47.39    \u001b[39m | \u001b[39m0.1441   \u001b[39m | \u001b[39m0.3903   \u001b[39m | \u001b[39m2.662    \u001b[39m | \u001b[39m3.137    \u001b[39m | \u001b[39m2.722    \u001b[39m | \u001b[39m56.42    \u001b[39m | \u001b[39m3.7      \u001b[39m | \u001b[39m9.961    \u001b[39m | \u001b[39m4.808    \u001b[39m | \u001b[39m0.5361   \u001b[39m | \u001b[39m26.18    \u001b[39m | \u001b[39m13.51    \u001b[39m | \u001b[39m24.38    \u001b[39m | \u001b[39m12.33    \u001b[39m | \u001b[39m0.9252   \u001b[39m | \u001b[39m0.03583  \u001b[39m | \u001b[39m34.32    \u001b[39m | \u001b[39m12.27    \u001b[39m | \u001b[39m0.635    \u001b[39m | \u001b[39m0.656    \u001b[39m | \u001b[39m0.2865   \u001b[39m | \u001b[39m110.9    \u001b[39m | \u001b[39m0.6092   \u001b[39m | \u001b[39m93.26    \u001b[39m | \u001b[39m38.32    \u001b[39m | \u001b[39m10.57    \u001b[39m | \u001b[39m84.94    \u001b[39m | \u001b[39m88.55    \u001b[39m | \u001b[39m5.738    \u001b[39m | \u001b[39m0.2828   \u001b[39m | \u001b[39m0.5267   \u001b[39m | \u001b[39m1.278    \u001b[39m | \u001b[39m7.324    \u001b[39m | \u001b[39m1.269    \u001b[39m | \u001b[39m88.12    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:46:47,680 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.9065, R²: 0.3810\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m671      \u001b[39m | \u001b[39m-0.9065  \u001b[39m | \u001b[39m3.538e+04\u001b[39m | \u001b[39m34.38    \u001b[39m | \u001b[39m0.09917  \u001b[39m | \u001b[39m0.2409   \u001b[39m | \u001b[39m3.577    \u001b[39m | \u001b[39m4.919    \u001b[39m | \u001b[39m0.1673   \u001b[39m | \u001b[39m66.09    \u001b[39m | \u001b[39m9.929    \u001b[39m | \u001b[39m17.48    \u001b[39m | \u001b[39m8.315    \u001b[39m | \u001b[39m2.596    \u001b[39m | \u001b[39m41.87    \u001b[39m | \u001b[39m17.04    \u001b[39m | \u001b[39m8.58     \u001b[39m | \u001b[39m7.622    \u001b[39m | \u001b[39m0.9961   \u001b[39m | \u001b[39m0.3845   \u001b[39m | \u001b[39m99.85    \u001b[39m | \u001b[39m25.59    \u001b[39m | \u001b[39m0.3765   \u001b[39m | \u001b[39m0.3068   \u001b[39m | \u001b[39m0.07035  \u001b[39m | \u001b[39m24.09    \u001b[39m | \u001b[39m0.3443   \u001b[39m | \u001b[39m11.96    \u001b[39m | \u001b[39m99.74    \u001b[39m | \u001b[39m9.36     \u001b[39m | \u001b[39m85.71    \u001b[39m | \u001b[39m86.39    \u001b[39m | \u001b[39m14.15    \u001b[39m | \u001b[39m0.2174   \u001b[39m | \u001b[39m0.7259   \u001b[39m | \u001b[39m0.3008   \u001b[39m | \u001b[39m10.45    \u001b[39m | \u001b[39m2.943    \u001b[39m | \u001b[39m51.42    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:46:49,630 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2729, R²: 0.9439\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m672      \u001b[39m | \u001b[39m-0.2729  \u001b[39m | \u001b[39m2.66e+04 \u001b[39m | \u001b[39m30.24    \u001b[39m | \u001b[39m0.03235  \u001b[39m | \u001b[39m0.3506   \u001b[39m | \u001b[39m1.423    \u001b[39m | \u001b[39m2.215    \u001b[39m | \u001b[39m0.4886   \u001b[39m | \u001b[39m18.63    \u001b[39m | \u001b[39m8.699    \u001b[39m | \u001b[39m23.95    \u001b[39m | \u001b[39m9.607    \u001b[39m | \u001b[39m0.06015  \u001b[39m | \u001b[39m45.59    \u001b[39m | \u001b[39m12.76    \u001b[39m | \u001b[39m27.94    \u001b[39m | \u001b[39m12.0     \u001b[39m | \u001b[39m0.9456   \u001b[39m | \u001b[39m0.2      \u001b[39m | \u001b[39m41.09    \u001b[39m | \u001b[39m28.95    \u001b[39m | \u001b[39m0.4241   \u001b[39m | \u001b[39m0.8188   \u001b[39m | \u001b[39m0.6651   \u001b[39m | \u001b[39m12.65    \u001b[39m | \u001b[39m0.2823   \u001b[39m | \u001b[39m193.0    \u001b[39m | \u001b[39m50.97    \u001b[39m | \u001b[39m16.02    \u001b[39m | \u001b[39m88.8     \u001b[39m | \u001b[39m77.42    \u001b[39m | \u001b[39m21.65    \u001b[39m | \u001b[39m0.9772   \u001b[39m | \u001b[39m0.9914   \u001b[39m | \u001b[39m2.066    \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m1.358    \u001b[39m | \u001b[39m17.9     \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:46:51,654 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.2968, R²: 0.9337\n"
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    },
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      "| \u001b[39m673      \u001b[39m | \u001b[39m-0.2968  \u001b[39m | \u001b[39m5.271e+04\u001b[39m | \u001b[39m26.11    \u001b[39m | \u001b[39m0.07114  \u001b[39m | \u001b[39m0.4958   \u001b[39m | \u001b[39m4.018    \u001b[39m | \u001b[39m3.38     \u001b[39m | \u001b[39m1.198    \u001b[39m | \u001b[39m41.21    \u001b[39m | \u001b[39m6.228    \u001b[39m | \u001b[39m42.13    \u001b[39m | \u001b[39m1.92     \u001b[39m | \u001b[39m3.939    \u001b[39m | \u001b[39m2.307    \u001b[39m | \u001b[39m20.1     \u001b[39m | \u001b[39m23.94    \u001b[39m | \u001b[39m10.4     \u001b[39m | \u001b[39m0.9674   \u001b[39m | \u001b[39m0.2039   \u001b[39m | \u001b[39m9.048    \u001b[39m | \u001b[39m7.68     \u001b[39m | \u001b[39m0.06964  \u001b[39m | \u001b[39m0.5784   \u001b[39m | \u001b[39m0.8608   \u001b[39m | \u001b[39m183.5    \u001b[39m | \u001b[39m0.9792   \u001b[39m | \u001b[39m194.9    \u001b[39m | \u001b[39m8.928    \u001b[39m | \u001b[39m17.84    \u001b[39m | \u001b[39m91.71    \u001b[39m | \u001b[39m93.76    \u001b[39m | \u001b[39m23.78    \u001b[39m | \u001b[39m0.5973   \u001b[39m | \u001b[39m0.839    \u001b[39m | \u001b[39m2.617    \u001b[39m | \u001b[39m12.86    \u001b[39m | \u001b[39m3.332    \u001b[39m | \u001b[39m14.06    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:46:53,599 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1491, R²: 0.0054\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m674      \u001b[39m | \u001b[39m-1.149   \u001b[39m | \u001b[39m9.053e+04\u001b[39m | \u001b[39m44.79    \u001b[39m | \u001b[39m0.1439   \u001b[39m | \u001b[39m0.9509   \u001b[39m | \u001b[39m2.957    \u001b[39m | \u001b[39m1.705    \u001b[39m | \u001b[39m2.697    \u001b[39m | \u001b[39m99.08    \u001b[39m | \u001b[39m5.275    \u001b[39m | \u001b[39m33.34    \u001b[39m | \u001b[39m9.543    \u001b[39m | \u001b[39m2.532    \u001b[39m | \u001b[39m8.082    \u001b[39m | \u001b[39m7.03     \u001b[39m | \u001b[39m29.18    \u001b[39m | \u001b[39m8.151    \u001b[39m | \u001b[39m0.9021   \u001b[39m | \u001b[39m0.1943   \u001b[39m | \u001b[39m98.19    \u001b[39m | \u001b[39m0.7846   \u001b[39m | \u001b[39m0.4865   \u001b[39m | \u001b[39m0.4321   \u001b[39m | \u001b[39m0.1228   \u001b[39m | \u001b[39m34.6     \u001b[39m | \u001b[39m0.4872   \u001b[39m | \u001b[39m198.3    \u001b[39m | \u001b[39m18.07    \u001b[39m | \u001b[39m11.66    \u001b[39m | \u001b[39m93.15    \u001b[39m | \u001b[39m94.52    \u001b[39m | \u001b[39m5.192    \u001b[39m | \u001b[39m0.04505  \u001b[39m | \u001b[39m0.9374   \u001b[39m | \u001b[39m2.307    \u001b[39m | \u001b[39m12.47    \u001b[39m | \u001b[39m4.985    \u001b[39m | \u001b[39m83.18    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:46:54,227 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.4355, R²: 0.8571\n"
     ]
    },
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      "| \u001b[39m675      \u001b[39m | \u001b[39m-0.4355  \u001b[39m | \u001b[39m3.412e+04\u001b[39m | \u001b[39m31.49    \u001b[39m | \u001b[39m0.1686   \u001b[39m | \u001b[39m0.8696   \u001b[39m | \u001b[39m3.052    \u001b[39m | \u001b[39m3.97     \u001b[39m | \u001b[39m0.4936   \u001b[39m | \u001b[39m96.56    \u001b[39m | \u001b[39m7.833    \u001b[39m | \u001b[39m42.17    \u001b[39m | \u001b[39m2.777    \u001b[39m | \u001b[39m1.514    \u001b[39m | \u001b[39m39.43    \u001b[39m | \u001b[39m29.9     \u001b[39m | \u001b[39m10.53    \u001b[39m | \u001b[39m12.3     \u001b[39m | \u001b[39m0.6573   \u001b[39m | \u001b[39m0.1104   \u001b[39m | \u001b[39m48.45    \u001b[39m | \u001b[39m7.823    \u001b[39m | \u001b[39m0.1897   \u001b[39m | \u001b[39m0.8339   \u001b[39m | \u001b[39m0.305    \u001b[39m | \u001b[39m183.5    \u001b[39m | \u001b[39m0.3596   \u001b[39m | \u001b[39m48.3     \u001b[39m | \u001b[39m94.6     \u001b[39m | \u001b[39m15.57    \u001b[39m | \u001b[39m86.64    \u001b[39m | \u001b[39m90.16    \u001b[39m | \u001b[39m12.63    \u001b[39m | \u001b[39m0.963    \u001b[39m | \u001b[39m0.2252   \u001b[39m | \u001b[39m0.03084  \u001b[39m | \u001b[39m12.24    \u001b[39m | \u001b[39m3.496    \u001b[39m | \u001b[39m19.35    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:46:56,395 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.3260, R²: 0.9200\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m676      \u001b[39m | \u001b[39m-0.326   \u001b[39m | \u001b[39m3.666e+04\u001b[39m | \u001b[39m20.7     \u001b[39m | \u001b[39m0.1274   \u001b[39m | \u001b[39m0.7399   \u001b[39m | \u001b[39m3.284    \u001b[39m | \u001b[39m3.906    \u001b[39m | \u001b[39m2.432    \u001b[39m | \u001b[39m3.702    \u001b[39m | \u001b[39m4.008    \u001b[39m | \u001b[39m6.807    \u001b[39m | \u001b[39m6.491    \u001b[39m | \u001b[39m2.884    \u001b[39m | \u001b[39m5.137    \u001b[39m | \u001b[39m4.915    \u001b[39m | \u001b[39m6.443    \u001b[39m | \u001b[39m12.96    \u001b[39m | \u001b[39m0.7514   \u001b[39m | \u001b[39m0.2652   \u001b[39m | \u001b[39m78.5     \u001b[39m | \u001b[39m31.15    \u001b[39m | \u001b[39m0.4924   \u001b[39m | \u001b[39m0.7373   \u001b[39m | \u001b[39m0.863    \u001b[39m | \u001b[39m194.9    \u001b[39m | \u001b[39m0.3263   \u001b[39m | \u001b[39m193.2    \u001b[39m | \u001b[39m23.69    \u001b[39m | \u001b[39m17.89    \u001b[39m | \u001b[39m84.49    \u001b[39m | \u001b[39m94.45    \u001b[39m | \u001b[39m10.88    \u001b[39m | \u001b[39m0.6625   \u001b[39m | \u001b[39m0.8931   \u001b[39m | \u001b[39m2.738    \u001b[39m | \u001b[39m10.8     \u001b[39m | \u001b[39m2.499    \u001b[39m | \u001b[39m75.72    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:46:58,630 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.4873, R²: 0.8211\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m677      \u001b[39m | \u001b[39m-0.4873  \u001b[39m | \u001b[39m4.676e+03\u001b[39m | \u001b[39m44.94    \u001b[39m | \u001b[39m0.1421   \u001b[39m | \u001b[39m0.7267   \u001b[39m | \u001b[39m2.703    \u001b[39m | \u001b[39m3.864    \u001b[39m | \u001b[39m0.97     \u001b[39m | \u001b[39m93.1     \u001b[39m | \u001b[39m5.54     \u001b[39m | \u001b[39m15.59    \u001b[39m | \u001b[39m2.754    \u001b[39m | \u001b[39m1.207    \u001b[39m | \u001b[39m8.336    \u001b[39m | \u001b[39m17.08    \u001b[39m | \u001b[39m11.2     \u001b[39m | \u001b[39m9.705    \u001b[39m | \u001b[39m0.825    \u001b[39m | \u001b[39m0.1552   \u001b[39m | \u001b[39m17.9     \u001b[39m | \u001b[39m14.73    \u001b[39m | \u001b[39m0.5235   \u001b[39m | \u001b[39m0.4026   \u001b[39m | \u001b[39m0.8185   \u001b[39m | \u001b[39m197.7    \u001b[39m | \u001b[39m0.7134   \u001b[39m | \u001b[39m189.1    \u001b[39m | \u001b[39m76.08    \u001b[39m | \u001b[39m14.18    \u001b[39m | \u001b[39m90.96    \u001b[39m | \u001b[39m85.77    \u001b[39m | \u001b[39m20.7     \u001b[39m | \u001b[39m0.1763   \u001b[39m | \u001b[39m0.135    \u001b[39m | \u001b[39m2.419    \u001b[39m | \u001b[39m11.02    \u001b[39m | \u001b[39m1.656    \u001b[39m | \u001b[39m13.86    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:46:59,091 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:46:59,184 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:46:59,272 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:46:59,273 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m678      \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m6.238e+04\u001b[39m | \u001b[39m12.43    \u001b[39m | \u001b[39m0.25     \u001b[39m | \u001b[39m0.223    \u001b[39m | \u001b[39m2.548    \u001b[39m | \u001b[39m1.649    \u001b[39m | \u001b[39m0.6318   \u001b[39m | \u001b[39m2.239    \u001b[39m | \u001b[39m7.424    \u001b[39m | \u001b[39m12.51    \u001b[39m | \u001b[39m9.406    \u001b[39m | \u001b[39m3.397    \u001b[39m | \u001b[39m41.08    \u001b[39m | \u001b[39m22.25    \u001b[39m | \u001b[39m9.056    \u001b[39m | \u001b[39m8.994    \u001b[39m | \u001b[39m0.6307   \u001b[39m | \u001b[39m0.1149   \u001b[39m | \u001b[39m9.774    \u001b[39m | \u001b[39m26.87    \u001b[39m | \u001b[39m0.8779   \u001b[39m | \u001b[39m0.8693   \u001b[39m | \u001b[39m0.6471   \u001b[39m | \u001b[39m167.6    \u001b[39m | \u001b[39m0.8553   \u001b[39m | \u001b[39m94.11    \u001b[39m | \u001b[39m28.64    \u001b[39m | \u001b[39m19.72    \u001b[39m | \u001b[39m83.79    \u001b[39m | \u001b[39m85.05    \u001b[39m | \u001b[39m7.482    \u001b[39m | \u001b[39m0.9194   \u001b[39m | \u001b[39m0.5005   \u001b[39m | \u001b[39m2.208    \u001b[39m | \u001b[39m9.144    \u001b[39m | \u001b[39m2.198    \u001b[39m | \u001b[39m43.61    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:01,520 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.6047, R²: 0.7246\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m679      \u001b[39m | \u001b[39m-0.6047  \u001b[39m | \u001b[39m8.974e+04\u001b[39m | \u001b[39m23.59    \u001b[39m | \u001b[39m0.08333  \u001b[39m | \u001b[39m0.6825   \u001b[39m | \u001b[39m2.679    \u001b[39m | \u001b[39m1.159    \u001b[39m | \u001b[39m2.727    \u001b[39m | \u001b[39m55.42    \u001b[39m | \u001b[39m9.807    \u001b[39m | \u001b[39m13.51    \u001b[39m | \u001b[39m7.294    \u001b[39m | \u001b[39m3.709    \u001b[39m | \u001b[39m45.79    \u001b[39m | \u001b[39m2.083    \u001b[39m | \u001b[39m29.74    \u001b[39m | \u001b[39m10.19    \u001b[39m | \u001b[39m0.7282   \u001b[39m | \u001b[39m0.1696   \u001b[39m | \u001b[39m9.115    \u001b[39m | \u001b[39m27.59    \u001b[39m | \u001b[39m0.5306   \u001b[39m | \u001b[39m0.8802   \u001b[39m | \u001b[39m0.4241   \u001b[39m | \u001b[39m29.1     \u001b[39m | \u001b[39m0.4637   \u001b[39m | \u001b[39m10.5     \u001b[39m | \u001b[39m77.85    \u001b[39m | \u001b[39m14.32    \u001b[39m | \u001b[39m91.77    \u001b[39m | \u001b[39m90.14    \u001b[39m | \u001b[39m19.28    \u001b[39m | \u001b[39m0.05927  \u001b[39m | \u001b[39m0.6195   \u001b[39m | \u001b[39m0.6856   \u001b[39m | \u001b[39m10.1     \u001b[39m | \u001b[39m2.04     \u001b[39m | \u001b[39m32.51    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:02,341 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.6735, R²: 0.6583\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m680      \u001b[39m | \u001b[39m-0.6735  \u001b[39m | \u001b[39m8.039e+03\u001b[39m | \u001b[39m21.84    \u001b[39m | \u001b[39m0.1793   \u001b[39m | \u001b[39m0.1323   \u001b[39m | \u001b[39m4.32     \u001b[39m | \u001b[39m3.634    \u001b[39m | \u001b[39m2.597    \u001b[39m | \u001b[39m49.65    \u001b[39m | \u001b[39m3.022    \u001b[39m | \u001b[39m19.76    \u001b[39m | \u001b[39m5.495    \u001b[39m | \u001b[39m1.869    \u001b[39m | \u001b[39m12.93    \u001b[39m | \u001b[39m13.67    \u001b[39m | \u001b[39m8.466    \u001b[39m | \u001b[39m8.522    \u001b[39m | \u001b[39m0.6879   \u001b[39m | \u001b[39m0.1993   \u001b[39m | \u001b[39m65.37    \u001b[39m | \u001b[39m14.86    \u001b[39m | \u001b[39m0.2155   \u001b[39m | \u001b[39m0.5934   \u001b[39m | \u001b[39m0.8386   \u001b[39m | \u001b[39m196.7    \u001b[39m | \u001b[39m0.6996   \u001b[39m | \u001b[39m177.4    \u001b[39m | \u001b[39m61.21    \u001b[39m | \u001b[39m16.27    \u001b[39m | \u001b[39m91.55    \u001b[39m | \u001b[39m89.04    \u001b[39m | \u001b[39m15.06    \u001b[39m | \u001b[39m0.8028   \u001b[39m | \u001b[39m0.9758   \u001b[39m | \u001b[39m1.459    \u001b[39m | \u001b[39m7.489    \u001b[39m | \u001b[39m1.782    \u001b[39m | \u001b[39m10.09    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:04,178 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8114, R²: 0.5041\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "| \u001b[39m681      \u001b[39m | \u001b[39m-0.8114  \u001b[39m | \u001b[39m9.152e+04\u001b[39m | \u001b[39m14.86    \u001b[39m | \u001b[39m0.09805  \u001b[39m | \u001b[39m0.1153   \u001b[39m | \u001b[39m4.659    \u001b[39m | \u001b[39m3.151    \u001b[39m | \u001b[39m2.802    \u001b[39m | \u001b[39m12.5     \u001b[39m | \u001b[39m7.077    \u001b[39m | \u001b[39m46.15    \u001b[39m | \u001b[39m0.6029   \u001b[39m | \u001b[39m3.947    \u001b[39m | \u001b[39m45.85    \u001b[39m | \u001b[39m14.75    \u001b[39m | \u001b[39m27.59    \u001b[39m | \u001b[39m10.24    \u001b[39m | \u001b[39m0.8413   \u001b[39m | \u001b[39m0.1209   \u001b[39m | \u001b[39m96.31    \u001b[39m | \u001b[39m4.614    \u001b[39m | \u001b[39m0.4726   \u001b[39m | \u001b[39m0.5223   \u001b[39m | \u001b[39m0.8006   \u001b[39m | \u001b[39m173.7    \u001b[39m | \u001b[39m0.6364   \u001b[39m | \u001b[39m189.7    \u001b[39m | \u001b[39m52.49    \u001b[39m | \u001b[39m17.67    \u001b[39m | \u001b[39m81.69    \u001b[39m | \u001b[39m81.22    \u001b[39m | \u001b[39m11.81    \u001b[39m | \u001b[39m0.8989   \u001b[39m | \u001b[39m0.3303   \u001b[39m | \u001b[39m2.369    \u001b[39m | \u001b[39m7.593    \u001b[39m | \u001b[39m1.82     \u001b[39m | \u001b[39m16.83    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:47:05,394 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.7691, R²: 0.5545\n"
     ]
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      "| \u001b[39m682      \u001b[39m | \u001b[39m-0.7691  \u001b[39m | \u001b[39m4.085e+04\u001b[39m | \u001b[39m42.51    \u001b[39m | \u001b[39m0.01874  \u001b[39m | \u001b[39m0.7442   \u001b[39m | \u001b[39m4.589    \u001b[39m | \u001b[39m2.874    \u001b[39m | \u001b[39m2.014    \u001b[39m | \u001b[39m98.65    \u001b[39m | \u001b[39m3.992    \u001b[39m | \u001b[39m31.94    \u001b[39m | \u001b[39m7.172    \u001b[39m | \u001b[39m2.011    \u001b[39m | \u001b[39m43.84    \u001b[39m | \u001b[39m7.612    \u001b[39m | \u001b[39m19.48    \u001b[39m | \u001b[39m7.188    \u001b[39m | \u001b[39m0.6911   \u001b[39m | \u001b[39m0.229    \u001b[39m | \u001b[39m93.02    \u001b[39m | \u001b[39m25.5     \u001b[39m | \u001b[39m0.4666   \u001b[39m | \u001b[39m0.3046   \u001b[39m | \u001b[39m0.2822   \u001b[39m | \u001b[39m184.0    \u001b[39m | \u001b[39m0.8621   \u001b[39m | \u001b[39m192.6    \u001b[39m | \u001b[39m1.115    \u001b[39m | \u001b[39m7.538    \u001b[39m | \u001b[39m80.34    \u001b[39m | \u001b[39m83.92    \u001b[39m | \u001b[39m16.82    \u001b[39m | \u001b[39m0.4194   \u001b[39m | \u001b[39m0.8313   \u001b[39m | \u001b[39m2.237    \u001b[39m | \u001b[39m9.237    \u001b[39m | \u001b[39m1.649    \u001b[39m | \u001b[39m98.44    \u001b[39m |\n"
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      "2025-04-09 17:47:07,498 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.5600, R²: 0.7637\n"
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      "| \u001b[39m683      \u001b[39m | \u001b[39m-0.56    \u001b[39m | \u001b[39m5.256e+04\u001b[39m | \u001b[39m27.86    \u001b[39m | \u001b[39m0.1228   \u001b[39m | \u001b[39m0.921    \u001b[39m | \u001b[39m1.498    \u001b[39m | \u001b[39m1.416    \u001b[39m | \u001b[39m2.901    \u001b[39m | \u001b[39m87.44    \u001b[39m | \u001b[39m2.755    \u001b[39m | \u001b[39m33.06    \u001b[39m | \u001b[39m5.595    \u001b[39m | \u001b[39m1.726    \u001b[39m | \u001b[39m18.3     \u001b[39m | \u001b[39m27.63    \u001b[39m | \u001b[39m19.16    \u001b[39m | \u001b[39m10.06    \u001b[39m | \u001b[39m0.7017   \u001b[39m | \u001b[39m0.13     \u001b[39m | \u001b[39m84.46    \u001b[39m | \u001b[39m24.68    \u001b[39m | \u001b[39m0.9962   \u001b[39m | \u001b[39m0.1044   \u001b[39m | \u001b[39m0.3415   \u001b[39m | \u001b[39m76.87    \u001b[39m | \u001b[39m0.2886   \u001b[39m | \u001b[39m19.66    \u001b[39m | \u001b[39m4.068    \u001b[39m | \u001b[39m14.03    \u001b[39m | \u001b[39m85.41    \u001b[39m | \u001b[39m77.82    \u001b[39m | \u001b[39m14.97    \u001b[39m | \u001b[39m0.4269   \u001b[39m | \u001b[39m0.2708   \u001b[39m | \u001b[39m0.448    \u001b[39m | \u001b[39m9.415    \u001b[39m | \u001b[39m3.444    \u001b[39m | \u001b[39m91.12    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:47:08,296 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.4497, R²: 0.8477\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m684      \u001b[39m | \u001b[39m-0.4497  \u001b[39m | \u001b[39m2.887e+04\u001b[39m | \u001b[39m26.14    \u001b[39m | \u001b[39m0.1105   \u001b[39m | \u001b[39m0.9649   \u001b[39m | \u001b[39m4.052    \u001b[39m | \u001b[39m1.237    \u001b[39m | \u001b[39m0.9218   \u001b[39m | \u001b[39m97.89    \u001b[39m | \u001b[39m4.76     \u001b[39m | \u001b[39m36.42    \u001b[39m | \u001b[39m1.38     \u001b[39m | \u001b[39m2.847    \u001b[39m | \u001b[39m35.98    \u001b[39m | \u001b[39m27.96    \u001b[39m | \u001b[39m22.62    \u001b[39m | \u001b[39m7.567    \u001b[39m | \u001b[39m0.6112   \u001b[39m | \u001b[39m0.2122   \u001b[39m | \u001b[39m11.92    \u001b[39m | \u001b[39m35.17    \u001b[39m | \u001b[39m0.7432   \u001b[39m | \u001b[39m0.717    \u001b[39m | \u001b[39m0.0475   \u001b[39m | \u001b[39m123.8    \u001b[39m | \u001b[39m0.5707   \u001b[39m | \u001b[39m142.1    \u001b[39m | \u001b[39m42.29    \u001b[39m | \u001b[39m9.041    \u001b[39m | \u001b[39m90.8     \u001b[39m | \u001b[39m81.77    \u001b[39m | \u001b[39m6.213    \u001b[39m | \u001b[39m0.3903   \u001b[39m | \u001b[39m0.7539   \u001b[39m | \u001b[39m0.7591   \u001b[39m | \u001b[39m11.86    \u001b[39m | \u001b[39m3.366    \u001b[39m | \u001b[39m71.54    \u001b[39m |\n"
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      "2025-04-09 17:47:10,438 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.1077, R²: 0.9913\n"
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     "output_type": "stream",
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      "| \u001b[39m685      \u001b[39m | \u001b[39m-0.1077  \u001b[39m | \u001b[39m8.573e+04\u001b[39m | \u001b[39m43.21    \u001b[39m | \u001b[39m0.1829   \u001b[39m | \u001b[39m0.8705   \u001b[39m | \u001b[39m4.52     \u001b[39m | \u001b[39m3.066    \u001b[39m | \u001b[39m1.609    \u001b[39m | \u001b[39m80.8     \u001b[39m | \u001b[39m3.172    \u001b[39m | \u001b[39m37.35    \u001b[39m | \u001b[39m8.155    \u001b[39m | \u001b[39m0.3833   \u001b[39m | \u001b[39m31.96    \u001b[39m | \u001b[39m28.3     \u001b[39m | \u001b[39m25.84    \u001b[39m | \u001b[39m12.41    \u001b[39m | \u001b[39m0.8387   \u001b[39m | \u001b[39m0.2493   \u001b[39m | \u001b[39m12.22    \u001b[39m | \u001b[39m11.26    \u001b[39m | \u001b[39m0.8513   \u001b[39m | \u001b[39m0.898    \u001b[39m | \u001b[39m0.6835   \u001b[39m | \u001b[39m11.02    \u001b[39m | \u001b[39m0.4363   \u001b[39m | \u001b[39m182.6    \u001b[39m | \u001b[39m2.335    \u001b[39m | \u001b[39m5.562    \u001b[39m | \u001b[39m85.63    \u001b[39m | \u001b[39m90.21    \u001b[39m | \u001b[39m7.224    \u001b[39m | \u001b[39m0.261    \u001b[39m | \u001b[39m0.3298   \u001b[39m | \u001b[39m0.9745   \u001b[39m | \u001b[39m12.13    \u001b[39m | \u001b[39m1.476    \u001b[39m | \u001b[39m82.78    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:47:12,517 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0994, R²: 0.9926\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m686      \u001b[39m | \u001b[39m-0.09937 \u001b[39m | \u001b[39m2.779e+04\u001b[39m | \u001b[39m20.98    \u001b[39m | \u001b[39m0.06734  \u001b[39m | \u001b[39m0.1655   \u001b[39m | \u001b[39m1.161    \u001b[39m | \u001b[39m2.761    \u001b[39m | \u001b[39m1.215    \u001b[39m | \u001b[39m82.5     \u001b[39m | \u001b[39m3.245    \u001b[39m | \u001b[39m26.07    \u001b[39m | \u001b[39m9.692    \u001b[39m | \u001b[39m0.947    \u001b[39m | \u001b[39m12.24    \u001b[39m | \u001b[39m7.154    \u001b[39m | \u001b[39m23.52    \u001b[39m | \u001b[39m7.199    \u001b[39m | \u001b[39m0.8513   \u001b[39m | \u001b[39m0.2397   \u001b[39m | \u001b[39m34.31    \u001b[39m | \u001b[39m21.11    \u001b[39m | \u001b[39m0.06616  \u001b[39m | \u001b[39m0.86     \u001b[39m | \u001b[39m0.5966   \u001b[39m | \u001b[39m62.57    \u001b[39m | \u001b[39m0.2417   \u001b[39m | \u001b[39m20.42    \u001b[39m | \u001b[39m76.3     \u001b[39m | \u001b[39m11.87    \u001b[39m | \u001b[39m81.98    \u001b[39m | \u001b[39m77.94    \u001b[39m | \u001b[39m23.63    \u001b[39m | \u001b[39m0.3232   \u001b[39m | \u001b[39m0.9629   \u001b[39m | \u001b[39m2.324    \u001b[39m | \u001b[39m7.94     \u001b[39m | \u001b[39m1.749    \u001b[39m | \u001b[39m2.139    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:13,192 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2572, R²: 0.9502\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m687      \u001b[39m | \u001b[39m-0.2572  \u001b[39m | \u001b[39m2.413e+04\u001b[39m | \u001b[39m47.19    \u001b[39m | \u001b[39m0.2679   \u001b[39m | \u001b[39m0.6765   \u001b[39m | \u001b[39m4.912    \u001b[39m | \u001b[39m4.858    \u001b[39m | \u001b[39m1.051    \u001b[39m | \u001b[39m80.36    \u001b[39m | \u001b[39m5.476    \u001b[39m | \u001b[39m11.83    \u001b[39m | \u001b[39m2.408    \u001b[39m | \u001b[39m1.676    \u001b[39m | \u001b[39m18.95    \u001b[39m | \u001b[39m2.069    \u001b[39m | \u001b[39m5.132    \u001b[39m | \u001b[39m10.02    \u001b[39m | \u001b[39m0.6315   \u001b[39m | \u001b[39m0.01524  \u001b[39m | \u001b[39m31.84    \u001b[39m | \u001b[39m29.52    \u001b[39m | \u001b[39m0.6269   \u001b[39m | \u001b[39m0.5558   \u001b[39m | \u001b[39m0.7475   \u001b[39m | \u001b[39m112.6    \u001b[39m | \u001b[39m0.07588  \u001b[39m | \u001b[39m50.04    \u001b[39m | \u001b[39m29.83    \u001b[39m | \u001b[39m13.1     \u001b[39m | \u001b[39m89.07    \u001b[39m | \u001b[39m78.35    \u001b[39m | \u001b[39m21.64    \u001b[39m | \u001b[39m0.6876   \u001b[39m | \u001b[39m0.9914   \u001b[39m | \u001b[39m2.035    \u001b[39m | \u001b[39m10.01    \u001b[39m | \u001b[39m4.861    \u001b[39m | \u001b[39m35.07    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:13,883 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 0.7422, R²: 0.5851\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m688      \u001b[39m | \u001b[39m-0.7422  \u001b[39m | \u001b[39m3.206e+04\u001b[39m | \u001b[39m48.15    \u001b[39m | \u001b[39m0.1605   \u001b[39m | \u001b[39m0.5985   \u001b[39m | \u001b[39m1.433    \u001b[39m | \u001b[39m2.833    \u001b[39m | \u001b[39m2.492    \u001b[39m | \u001b[39m86.0     \u001b[39m | \u001b[39m2.488    \u001b[39m | \u001b[39m12.66    \u001b[39m | \u001b[39m6.261    \u001b[39m | \u001b[39m2.337    \u001b[39m | \u001b[39m33.84    \u001b[39m | \u001b[39m20.45    \u001b[39m | \u001b[39m10.55    \u001b[39m | \u001b[39m10.58    \u001b[39m | \u001b[39m0.8189   \u001b[39m | \u001b[39m0.2286   \u001b[39m | \u001b[39m29.26    \u001b[39m | \u001b[39m21.6     \u001b[39m | \u001b[39m0.3969   \u001b[39m | \u001b[39m0.4733   \u001b[39m | \u001b[39m0.793    \u001b[39m | \u001b[39m149.1    \u001b[39m | \u001b[39m0.6888   \u001b[39m | \u001b[39m126.3    \u001b[39m | \u001b[39m58.49    \u001b[39m | \u001b[39m16.15    \u001b[39m | \u001b[39m92.65    \u001b[39m | \u001b[39m76.79    \u001b[39m | \u001b[39m24.21    \u001b[39m | \u001b[39m0.935    \u001b[39m | \u001b[39m0.8541   \u001b[39m | \u001b[39m0.2903   \u001b[39m | \u001b[39m10.48    \u001b[39m | \u001b[39m1.242    \u001b[39m | \u001b[39m62.67    \u001b[39m |\n"
     ]
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     "output_type": "stream",
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      "2025-04-09 17:47:15,784 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2400, R²: 0.9566\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m689      \u001b[39m | \u001b[39m-0.24    \u001b[39m | \u001b[39m9.909e+04\u001b[39m | \u001b[39m16.9     \u001b[39m | \u001b[39m0.1373   \u001b[39m | \u001b[39m0.124    \u001b[39m | \u001b[39m2.131    \u001b[39m | \u001b[39m4.01     \u001b[39m | \u001b[39m0.6309   \u001b[39m | \u001b[39m80.89    \u001b[39m | \u001b[39m8.758    \u001b[39m | \u001b[39m35.56    \u001b[39m | \u001b[39m4.525    \u001b[39m | \u001b[39m1.957    \u001b[39m | \u001b[39m30.27    \u001b[39m | \u001b[39m11.84    \u001b[39m | \u001b[39m24.62    \u001b[39m | \u001b[39m12.88    \u001b[39m | \u001b[39m0.7813   \u001b[39m | \u001b[39m0.1113   \u001b[39m | \u001b[39m58.7     \u001b[39m | \u001b[39m29.85    \u001b[39m | \u001b[39m0.7142   \u001b[39m | \u001b[39m0.2465   \u001b[39m | \u001b[39m0.07562  \u001b[39m | \u001b[39m13.21    \u001b[39m | \u001b[39m0.2788   \u001b[39m | \u001b[39m29.22    \u001b[39m | \u001b[39m15.4     \u001b[39m | \u001b[39m9.252    \u001b[39m | \u001b[39m90.51    \u001b[39m | \u001b[39m76.3     \u001b[39m | \u001b[39m20.85    \u001b[39m | \u001b[39m0.1309   \u001b[39m | \u001b[39m0.1633   \u001b[39m | \u001b[39m2.914    \u001b[39m | \u001b[39m7.979    \u001b[39m | \u001b[39m1.568    \u001b[39m | \u001b[39m20.65    \u001b[39m |\n"
     ]
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    {
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     "output_type": "stream",
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      "2025-04-09 17:47:18,310 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 1.0330, R²: 0.1963\n"
     ]
    },
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      "| \u001b[39m690      \u001b[39m | \u001b[39m-1.033   \u001b[39m | \u001b[39m8.929e+04\u001b[39m | \u001b[39m14.67    \u001b[39m | \u001b[39m0.1943   \u001b[39m | \u001b[39m0.7846   \u001b[39m | \u001b[39m1.893    \u001b[39m | \u001b[39m3.108    \u001b[39m | \u001b[39m2.931    \u001b[39m | \u001b[39m31.11    \u001b[39m | \u001b[39m2.325    \u001b[39m | \u001b[39m35.06    \u001b[39m | \u001b[39m7.529    \u001b[39m | \u001b[39m2.953    \u001b[39m | \u001b[39m35.27    \u001b[39m | \u001b[39m13.86    \u001b[39m | \u001b[39m20.31    \u001b[39m | \u001b[39m12.84    \u001b[39m | \u001b[39m0.6217   \u001b[39m | \u001b[39m0.3889   \u001b[39m | \u001b[39m75.05    \u001b[39m | \u001b[39m25.58    \u001b[39m | \u001b[39m0.5432   \u001b[39m | \u001b[39m0.4742   \u001b[39m | \u001b[39m0.5114   \u001b[39m | \u001b[39m180.9    \u001b[39m | \u001b[39m0.2082   \u001b[39m | \u001b[39m17.04    \u001b[39m | \u001b[39m60.83    \u001b[39m | \u001b[39m18.18    \u001b[39m | \u001b[39m85.4     \u001b[39m | \u001b[39m75.58    \u001b[39m | \u001b[39m19.19    \u001b[39m | \u001b[39m0.202    \u001b[39m | \u001b[39m0.3222   \u001b[39m | \u001b[39m1.217    \u001b[39m | \u001b[39m7.109    \u001b[39m | \u001b[39m1.657    \u001b[39m | \u001b[39m4.609    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:47:19,145 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8268, R²: 0.4851\n"
     ]
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      "| \u001b[39m691      \u001b[39m | \u001b[39m-0.8268  \u001b[39m | \u001b[39m4.02e+04 \u001b[39m | \u001b[39m44.91    \u001b[39m | \u001b[39m0.2935   \u001b[39m | \u001b[39m0.4697   \u001b[39m | \u001b[39m1.551    \u001b[39m | \u001b[39m2.804    \u001b[39m | \u001b[39m2.791    \u001b[39m | \u001b[39m51.74    \u001b[39m | \u001b[39m1.787    \u001b[39m | \u001b[39m14.38    \u001b[39m | \u001b[39m2.393    \u001b[39m | \u001b[39m3.807    \u001b[39m | \u001b[39m40.61    \u001b[39m | \u001b[39m26.06    \u001b[39m | \u001b[39m24.43    \u001b[39m | \u001b[39m10.48    \u001b[39m | \u001b[39m0.9253   \u001b[39m | \u001b[39m0.2909   \u001b[39m | \u001b[39m45.4     \u001b[39m | \u001b[39m32.54    \u001b[39m | \u001b[39m0.1433   \u001b[39m | \u001b[39m0.6799   \u001b[39m | \u001b[39m0.6324   \u001b[39m | \u001b[39m61.82    \u001b[39m | \u001b[39m0.4767   \u001b[39m | \u001b[39m97.65    \u001b[39m | \u001b[39m64.31    \u001b[39m | \u001b[39m18.23    \u001b[39m | \u001b[39m88.4     \u001b[39m | \u001b[39m79.56    \u001b[39m | \u001b[39m24.14    \u001b[39m | \u001b[39m0.9161   \u001b[39m | \u001b[39m0.1637   \u001b[39m | \u001b[39m1.289    \u001b[39m | \u001b[39m10.31    \u001b[39m | \u001b[39m4.22     \u001b[39m | \u001b[39m11.24    \u001b[39m |\n"
     ]
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      "2025-04-09 17:47:21,543 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0730, R²: 0.9960\n"
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      "| \u001b[39m692      \u001b[39m | \u001b[39m-0.07301 \u001b[39m | \u001b[39m8.562e+03\u001b[39m | \u001b[39m18.44    \u001b[39m | \u001b[39m0.08353  \u001b[39m | \u001b[39m0.1846   \u001b[39m | \u001b[39m2.595    \u001b[39m | \u001b[39m1.526    \u001b[39m | \u001b[39m1.587    \u001b[39m | \u001b[39m88.98    \u001b[39m | \u001b[39m6.97     \u001b[39m | \u001b[39m12.44    \u001b[39m | \u001b[39m4.965    \u001b[39m | \u001b[39m3.736    \u001b[39m | \u001b[39m24.71    \u001b[39m | \u001b[39m22.67    \u001b[39m | \u001b[39m24.33    \u001b[39m | \u001b[39m9.618    \u001b[39m | \u001b[39m0.7189   \u001b[39m | \u001b[39m0.09951  \u001b[39m | \u001b[39m8.892    \u001b[39m | \u001b[39m16.68    \u001b[39m | \u001b[39m0.7158   \u001b[39m | \u001b[39m0.3013   \u001b[39m | \u001b[39m0.7732   \u001b[39m | \u001b[39m192.0    \u001b[39m | \u001b[39m0.7151   \u001b[39m | \u001b[39m173.2    \u001b[39m | \u001b[39m25.23    \u001b[39m | \u001b[39m19.26    \u001b[39m | \u001b[39m80.16    \u001b[39m | \u001b[39m89.92    \u001b[39m | \u001b[39m6.831    \u001b[39m | \u001b[39m0.9121   \u001b[39m | \u001b[39m0.3103   \u001b[39m | \u001b[39m2.376    \u001b[39m | \u001b[39m8.701    \u001b[39m | \u001b[39m1.69     \u001b[39m | \u001b[39m43.49    \u001b[39m |\n"
     ]
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      "2025-04-09 17:47:23,311 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.5296, R²: 0.7887\n"
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      "| \u001b[39m693      \u001b[39m | \u001b[39m-0.5296  \u001b[39m | \u001b[39m4.33e+04 \u001b[39m | \u001b[39m42.22    \u001b[39m | \u001b[39m0.04584  \u001b[39m | \u001b[39m0.3126   \u001b[39m | \u001b[39m1.95     \u001b[39m | \u001b[39m2.718    \u001b[39m | \u001b[39m1.475    \u001b[39m | \u001b[39m63.52    \u001b[39m | \u001b[39m4.117    \u001b[39m | \u001b[39m41.27    \u001b[39m | \u001b[39m9.638    \u001b[39m | \u001b[39m3.486    \u001b[39m | \u001b[39m17.92    \u001b[39m | \u001b[39m6.536    \u001b[39m | \u001b[39m21.69    \u001b[39m | \u001b[39m7.693    \u001b[39m | \u001b[39m0.8096   \u001b[39m | \u001b[39m0.3364   \u001b[39m | \u001b[39m91.15    \u001b[39m | \u001b[39m2.264    \u001b[39m | \u001b[39m0.385    \u001b[39m | \u001b[39m0.3833   \u001b[39m | \u001b[39m0.4535   \u001b[39m | \u001b[39m196.6    \u001b[39m | \u001b[39m0.623    \u001b[39m | \u001b[39m198.1    \u001b[39m | \u001b[39m2.499    \u001b[39m | \u001b[39m17.77    \u001b[39m | \u001b[39m94.0     \u001b[39m | \u001b[39m83.23    \u001b[39m | \u001b[39m13.93    \u001b[39m | \u001b[39m0.5578   \u001b[39m | \u001b[39m0.5445   \u001b[39m | \u001b[39m0.4847   \u001b[39m | \u001b[39m8.258    \u001b[39m | \u001b[39m3.84     \u001b[39m | \u001b[39m85.17    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:47:24,096 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.4883, R²: 0.8204\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m694      \u001b[39m | \u001b[39m-0.4883  \u001b[39m | \u001b[39m9.892e+03\u001b[39m | \u001b[39m43.34    \u001b[39m | \u001b[39m0.1257   \u001b[39m | \u001b[39m0.1676   \u001b[39m | \u001b[39m1.813    \u001b[39m | \u001b[39m1.487    \u001b[39m | \u001b[39m0.03105  \u001b[39m | \u001b[39m98.62    \u001b[39m | \u001b[39m6.259    \u001b[39m | \u001b[39m2.113    \u001b[39m | \u001b[39m7.818    \u001b[39m | \u001b[39m2.545    \u001b[39m | \u001b[39m24.67    \u001b[39m | \u001b[39m9.381    \u001b[39m | \u001b[39m27.99    \u001b[39m | \u001b[39m7.438    \u001b[39m | \u001b[39m0.6775   \u001b[39m | \u001b[39m0.1844   \u001b[39m | \u001b[39m37.25    \u001b[39m | \u001b[39m35.16    \u001b[39m | \u001b[39m0.6207   \u001b[39m | \u001b[39m0.4328   \u001b[39m | \u001b[39m0.1668   \u001b[39m | \u001b[39m66.74    \u001b[39m | \u001b[39m0.9313   \u001b[39m | \u001b[39m56.74    \u001b[39m | \u001b[39m80.45    \u001b[39m | \u001b[39m10.54    \u001b[39m | \u001b[39m93.85    \u001b[39m | \u001b[39m87.46    \u001b[39m | \u001b[39m22.92    \u001b[39m | \u001b[39m0.09392  \u001b[39m | \u001b[39m0.1272   \u001b[39m | \u001b[39m0.2775   \u001b[39m | \u001b[39m7.472    \u001b[39m | \u001b[39m4.333    \u001b[39m | \u001b[39m86.14    \u001b[39m |\n"
     ]
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      "2025-04-09 17:47:26,087 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.0989, R²: 0.0905\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m695      \u001b[39m | \u001b[39m-1.099   \u001b[39m | \u001b[39m1.206e+04\u001b[39m | \u001b[39m27.76    \u001b[39m | \u001b[39m0.1195   \u001b[39m | \u001b[39m0.6644   \u001b[39m | \u001b[39m1.099    \u001b[39m | \u001b[39m3.999    \u001b[39m | \u001b[39m2.469    \u001b[39m | \u001b[39m4.939    \u001b[39m | \u001b[39m7.828    \u001b[39m | \u001b[39m17.34    \u001b[39m | \u001b[39m8.254    \u001b[39m | \u001b[39m0.6357   \u001b[39m | \u001b[39m10.0     \u001b[39m | \u001b[39m23.7     \u001b[39m | \u001b[39m5.353    \u001b[39m | \u001b[39m7.181    \u001b[39m | \u001b[39m0.704    \u001b[39m | \u001b[39m0.1756   \u001b[39m | \u001b[39m26.58    \u001b[39m | \u001b[39m21.97    \u001b[39m | \u001b[39m0.01312  \u001b[39m | \u001b[39m0.9433   \u001b[39m | \u001b[39m0.1693   \u001b[39m | \u001b[39m25.1     \u001b[39m | \u001b[39m0.1763   \u001b[39m | \u001b[39m32.72    \u001b[39m | \u001b[39m33.61    \u001b[39m | \u001b[39m19.39    \u001b[39m | \u001b[39m88.17    \u001b[39m | \u001b[39m80.28    \u001b[39m | \u001b[39m22.93    \u001b[39m | \u001b[39m0.05421  \u001b[39m | \u001b[39m0.9244   \u001b[39m | \u001b[39m1.712    \u001b[39m | \u001b[39m11.08    \u001b[39m | \u001b[39m3.342    \u001b[39m | \u001b[39m23.37    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:26,749 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.8914, R²: 0.4014\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m696      \u001b[39m | \u001b[39m-0.8914  \u001b[39m | \u001b[39m9.487e+04\u001b[39m | \u001b[39m22.6     \u001b[39m | \u001b[39m0.1514   \u001b[39m | \u001b[39m0.1795   \u001b[39m | \u001b[39m1.691    \u001b[39m | \u001b[39m4.049    \u001b[39m | \u001b[39m1.736    \u001b[39m | \u001b[39m98.13    \u001b[39m | \u001b[39m7.284    \u001b[39m | \u001b[39m44.13    \u001b[39m | \u001b[39m6.256    \u001b[39m | \u001b[39m0.03103  \u001b[39m | \u001b[39m39.55    \u001b[39m | \u001b[39m26.99    \u001b[39m | \u001b[39m22.0     \u001b[39m | \u001b[39m7.307    \u001b[39m | \u001b[39m0.8018   \u001b[39m | \u001b[39m0.1697   \u001b[39m | \u001b[39m37.94    \u001b[39m | \u001b[39m25.63    \u001b[39m | \u001b[39m0.7941   \u001b[39m | \u001b[39m0.8116   \u001b[39m | \u001b[39m0.9363   \u001b[39m | \u001b[39m110.0    \u001b[39m | \u001b[39m0.624    \u001b[39m | \u001b[39m60.8     \u001b[39m | \u001b[39m86.08    \u001b[39m | \u001b[39m16.3     \u001b[39m | \u001b[39m82.41    \u001b[39m | \u001b[39m77.42    \u001b[39m | \u001b[39m23.22    \u001b[39m | \u001b[39m0.9087   \u001b[39m | \u001b[39m0.8623   \u001b[39m | \u001b[39m0.5689   \u001b[39m | \u001b[39m10.24    \u001b[39m | \u001b[39m2.498    \u001b[39m | \u001b[39m97.56    \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:28,885 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2857, R²: 0.9385\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m697      \u001b[39m | \u001b[39m-0.2857  \u001b[39m | \u001b[39m6.382e+04\u001b[39m | \u001b[39m14.04    \u001b[39m | \u001b[39m0.1641   \u001b[39m | \u001b[39m0.9821   \u001b[39m | \u001b[39m1.779    \u001b[39m | \u001b[39m2.827    \u001b[39m | \u001b[39m0.4002   \u001b[39m | \u001b[39m52.25    \u001b[39m | \u001b[39m1.727    \u001b[39m | \u001b[39m37.74    \u001b[39m | \u001b[39m3.823    \u001b[39m | \u001b[39m2.647    \u001b[39m | \u001b[39m47.48    \u001b[39m | \u001b[39m25.87    \u001b[39m | \u001b[39m17.25    \u001b[39m | \u001b[39m11.79    \u001b[39m | \u001b[39m0.6378   \u001b[39m | \u001b[39m0.08501  \u001b[39m | \u001b[39m79.97    \u001b[39m | \u001b[39m28.53    \u001b[39m | \u001b[39m0.9828   \u001b[39m | \u001b[39m0.7163   \u001b[39m | \u001b[39m0.02552  \u001b[39m | \u001b[39m13.2     \u001b[39m | \u001b[39m0.5169   \u001b[39m | \u001b[39m13.8     \u001b[39m | \u001b[39m72.96    \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m90.31    \u001b[39m | \u001b[39m76.7     \u001b[39m | \u001b[39m16.32    \u001b[39m | \u001b[39m0.4735   \u001b[39m | \u001b[39m0.1024   \u001b[39m | \u001b[39m0.5557   \u001b[39m | \u001b[39m9.49     \u001b[39m | \u001b[39m3.315    \u001b[39m | \u001b[39m88.75    \u001b[39m |\n"
     ]
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      "2025-04-09 17:47:29,613 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1511, R²: 0.0020\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m698      \u001b[39m | \u001b[39m-1.151   \u001b[39m | \u001b[39m6.502e+03\u001b[39m | \u001b[39m40.65    \u001b[39m | \u001b[39m0.1613   \u001b[39m | \u001b[39m0.4444   \u001b[39m | \u001b[39m4.623    \u001b[39m | \u001b[39m4.581    \u001b[39m | \u001b[39m1.29     \u001b[39m | \u001b[39m98.64    \u001b[39m | \u001b[39m9.003    \u001b[39m | \u001b[39m26.53    \u001b[39m | \u001b[39m1.08     \u001b[39m | \u001b[39m1.954    \u001b[39m | \u001b[39m33.23    \u001b[39m | \u001b[39m15.96    \u001b[39m | \u001b[39m12.5     \u001b[39m | \u001b[39m9.779    \u001b[39m | \u001b[39m0.8569   \u001b[39m | \u001b[39m0.2724   \u001b[39m | \u001b[39m59.01    \u001b[39m | \u001b[39m1.145    \u001b[39m | \u001b[39m0.5253   \u001b[39m | \u001b[39m0.2846   \u001b[39m | \u001b[39m0.2502   \u001b[39m | \u001b[39m71.9     \u001b[39m | \u001b[39m0.2164   \u001b[39m | \u001b[39m94.38    \u001b[39m | \u001b[39m73.6     \u001b[39m | \u001b[39m5.999    \u001b[39m | \u001b[39m83.88    \u001b[39m | \u001b[39m92.04    \u001b[39m | \u001b[39m8.384    \u001b[39m | \u001b[39m0.8701   \u001b[39m | \u001b[39m0.6897   \u001b[39m | \u001b[39m2.74     \u001b[39m | \u001b[39m7.196    \u001b[39m | \u001b[39m4.689    \u001b[39m | \u001b[39m62.17    \u001b[39m |\n"
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    },
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     "output_type": "stream",
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      "2025-04-09 17:47:31,544 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1010, R²: 0.0870\n"
     ]
    },
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      "| \u001b[39m699      \u001b[39m | \u001b[39m-1.101   \u001b[39m | \u001b[39m1.42e+04 \u001b[39m | \u001b[39m40.1     \u001b[39m | \u001b[39m0.1703   \u001b[39m | \u001b[39m0.5601   \u001b[39m | \u001b[39m3.678    \u001b[39m | \u001b[39m3.689    \u001b[39m | \u001b[39m0.4336   \u001b[39m | \u001b[39m8.045    \u001b[39m | \u001b[39m5.085    \u001b[39m | \u001b[39m4.395    \u001b[39m | \u001b[39m5.975    \u001b[39m | \u001b[39m3.379    \u001b[39m | \u001b[39m9.417    \u001b[39m | \u001b[39m3.957    \u001b[39m | \u001b[39m27.69    \u001b[39m | \u001b[39m11.05    \u001b[39m | \u001b[39m0.6191   \u001b[39m | \u001b[39m0.2988   \u001b[39m | \u001b[39m67.67    \u001b[39m | \u001b[39m20.15    \u001b[39m | \u001b[39m0.9932   \u001b[39m | \u001b[39m0.6427   \u001b[39m | \u001b[39m0.5967   \u001b[39m | \u001b[39m45.9     \u001b[39m | \u001b[39m0.4682   \u001b[39m | \u001b[39m171.5    \u001b[39m | \u001b[39m12.31    \u001b[39m | \u001b[39m9.454    \u001b[39m | \u001b[39m85.03    \u001b[39m | \u001b[39m92.09    \u001b[39m | \u001b[39m22.2     \u001b[39m | \u001b[39m0.7581   \u001b[39m | \u001b[39m0.5428   \u001b[39m | \u001b[39m1.153    \u001b[39m | \u001b[39m9.233    \u001b[39m | \u001b[39m4.993    \u001b[39m | \u001b[39m9.494    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:33,551 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.8831, R²: 0.4126\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m700      \u001b[39m | \u001b[39m-0.8831  \u001b[39m | \u001b[39m6.613e+04\u001b[39m | \u001b[39m19.15    \u001b[39m | \u001b[39m0.2846   \u001b[39m | \u001b[39m0.4061   \u001b[39m | \u001b[39m1.515    \u001b[39m | \u001b[39m2.901    \u001b[39m | \u001b[39m0.6579   \u001b[39m | \u001b[39m31.37    \u001b[39m | \u001b[39m1.305    \u001b[39m | \u001b[39m4.383    \u001b[39m | \u001b[39m6.152    \u001b[39m | \u001b[39m2.423    \u001b[39m | \u001b[39m32.19    \u001b[39m | \u001b[39m18.32    \u001b[39m | \u001b[39m20.56    \u001b[39m | \u001b[39m9.58     \u001b[39m | \u001b[39m0.8387   \u001b[39m | \u001b[39m0.2261   \u001b[39m | \u001b[39m99.11    \u001b[39m | \u001b[39m25.56    \u001b[39m | \u001b[39m0.9763   \u001b[39m | \u001b[39m0.1776   \u001b[39m | \u001b[39m0.2234   \u001b[39m | \u001b[39m19.59    \u001b[39m | \u001b[39m0.8207   \u001b[39m | \u001b[39m23.17    \u001b[39m | \u001b[39m79.4     \u001b[39m | \u001b[39m13.54    \u001b[39m | \u001b[39m84.42    \u001b[39m | \u001b[39m92.0     \u001b[39m | \u001b[39m14.6     \u001b[39m | \u001b[39m0.7267   \u001b[39m | \u001b[39m0.7692   \u001b[39m | \u001b[39m1.663    \u001b[39m | \u001b[39m9.105    \u001b[39m | \u001b[39m3.595    \u001b[39m | \u001b[39m29.96    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:47:34,251 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1475, R²: 0.0081\n"
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    },
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      "| \u001b[39m701      \u001b[39m | \u001b[39m-1.148   \u001b[39m | \u001b[39m9.61e+04 \u001b[39m | \u001b[39m20.89    \u001b[39m | \u001b[39m0.2049   \u001b[39m | \u001b[39m0.7394   \u001b[39m | \u001b[39m3.675    \u001b[39m | \u001b[39m3.123    \u001b[39m | \u001b[39m0.2673   \u001b[39m | \u001b[39m71.76    \u001b[39m | \u001b[39m2.571    \u001b[39m | \u001b[39m4.436    \u001b[39m | \u001b[39m0.8074   \u001b[39m | \u001b[39m2.06     \u001b[39m | \u001b[39m29.26    \u001b[39m | \u001b[39m4.177    \u001b[39m | \u001b[39m5.608    \u001b[39m | \u001b[39m12.17    \u001b[39m | \u001b[39m0.8293   \u001b[39m | \u001b[39m0.3834   \u001b[39m | \u001b[39m75.45    \u001b[39m | \u001b[39m0.7745   \u001b[39m | \u001b[39m0.616    \u001b[39m | \u001b[39m0.4668   \u001b[39m | \u001b[39m0.6177   \u001b[39m | \u001b[39m73.6     \u001b[39m | \u001b[39m0.3322   \u001b[39m | \u001b[39m126.0    \u001b[39m | \u001b[39m8.9      \u001b[39m | \u001b[39m16.23    \u001b[39m | \u001b[39m90.22    \u001b[39m | \u001b[39m84.45    \u001b[39m | \u001b[39m24.21    \u001b[39m | \u001b[39m0.5886   \u001b[39m | \u001b[39m0.3524   \u001b[39m | \u001b[39m2.413    \u001b[39m | \u001b[39m9.884    \u001b[39m | \u001b[39m2.249    \u001b[39m | \u001b[39m71.39    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:47:35,078 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 0.6964, R²: 0.6347\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m702      \u001b[39m | \u001b[39m-0.6964  \u001b[39m | \u001b[39m3.484e+04\u001b[39m | \u001b[39m35.02    \u001b[39m | \u001b[39m0.05783  \u001b[39m | \u001b[39m0.6501   \u001b[39m | \u001b[39m4.426    \u001b[39m | \u001b[39m4.965    \u001b[39m | \u001b[39m2.084    \u001b[39m | \u001b[39m93.83    \u001b[39m | \u001b[39m2.677    \u001b[39m | \u001b[39m8.238    \u001b[39m | \u001b[39m0.2376   \u001b[39m | \u001b[39m2.762    \u001b[39m | \u001b[39m15.65    \u001b[39m | \u001b[39m9.947    \u001b[39m | \u001b[39m20.92    \u001b[39m | \u001b[39m7.955    \u001b[39m | \u001b[39m0.715    \u001b[39m | \u001b[39m0.1336   \u001b[39m | \u001b[39m20.78    \u001b[39m | \u001b[39m1.154    \u001b[39m | \u001b[39m0.05543  \u001b[39m | \u001b[39m0.7071   \u001b[39m | \u001b[39m0.6503   \u001b[39m | \u001b[39m54.25    \u001b[39m | \u001b[39m0.8903   \u001b[39m | \u001b[39m191.7    \u001b[39m | \u001b[39m9.795    \u001b[39m | \u001b[39m10.15    \u001b[39m | \u001b[39m91.62    \u001b[39m | \u001b[39m86.22    \u001b[39m | \u001b[39m17.05    \u001b[39m | \u001b[39m0.04752  \u001b[39m | \u001b[39m0.4622   \u001b[39m | \u001b[39m0.4905   \u001b[39m | \u001b[39m11.7     \u001b[39m | \u001b[39m4.478    \u001b[39m | \u001b[39m28.31    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:35,753 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.7560, R²: 0.5695\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m703      \u001b[39m | \u001b[39m-0.756   \u001b[39m | \u001b[39m6.48e+04 \u001b[39m | \u001b[39m10.36    \u001b[39m | \u001b[39m0.2592   \u001b[39m | \u001b[39m0.5681   \u001b[39m | \u001b[39m3.269    \u001b[39m | \u001b[39m4.149    \u001b[39m | \u001b[39m2.231    \u001b[39m | \u001b[39m30.59    \u001b[39m | \u001b[39m7.397    \u001b[39m | \u001b[39m22.74    \u001b[39m | \u001b[39m0.08486  \u001b[39m | \u001b[39m3.612    \u001b[39m | \u001b[39m18.95    \u001b[39m | \u001b[39m21.68    \u001b[39m | \u001b[39m23.59    \u001b[39m | \u001b[39m10.35    \u001b[39m | \u001b[39m0.7823   \u001b[39m | \u001b[39m0.1293   \u001b[39m | \u001b[39m11.16    \u001b[39m | \u001b[39m5.596    \u001b[39m | \u001b[39m0.2505   \u001b[39m | \u001b[39m0.2393   \u001b[39m | \u001b[39m0.1568   \u001b[39m | \u001b[39m46.05    \u001b[39m | \u001b[39m0.007575 \u001b[39m | \u001b[39m199.5    \u001b[39m | \u001b[39m18.35    \u001b[39m | \u001b[39m14.8     \u001b[39m | \u001b[39m86.8     \u001b[39m | \u001b[39m78.67    \u001b[39m | \u001b[39m8.583    \u001b[39m | \u001b[39m0.1307   \u001b[39m | \u001b[39m0.4736   \u001b[39m | \u001b[39m1.071    \u001b[39m | \u001b[39m8.158    \u001b[39m | \u001b[39m1.704    \u001b[39m | \u001b[39m87.15    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:37,913 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.3551, R²: 0.9050\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m704      \u001b[39m | \u001b[39m-0.3551  \u001b[39m | \u001b[39m3.898e+04\u001b[39m | \u001b[39m15.96    \u001b[39m | \u001b[39m0.2973   \u001b[39m | \u001b[39m0.3957   \u001b[39m | \u001b[39m1.775    \u001b[39m | \u001b[39m3.996    \u001b[39m | \u001b[39m2.372    \u001b[39m | \u001b[39m11.99    \u001b[39m | \u001b[39m5.922    \u001b[39m | \u001b[39m20.27    \u001b[39m | \u001b[39m7.705    \u001b[39m | \u001b[39m3.641    \u001b[39m | \u001b[39m17.07    \u001b[39m | \u001b[39m19.1     \u001b[39m | \u001b[39m29.1     \u001b[39m | \u001b[39m12.2     \u001b[39m | \u001b[39m0.7133   \u001b[39m | \u001b[39m0.1381   \u001b[39m | \u001b[39m69.09    \u001b[39m | \u001b[39m32.38    \u001b[39m | \u001b[39m0.8199   \u001b[39m | \u001b[39m0.5791   \u001b[39m | \u001b[39m0.2814   \u001b[39m | \u001b[39m10.11    \u001b[39m | \u001b[39m0.9489   \u001b[39m | \u001b[39m11.4     \u001b[39m | \u001b[39m91.42    \u001b[39m | \u001b[39m5.864    \u001b[39m | \u001b[39m84.9     \u001b[39m | \u001b[39m84.63    \u001b[39m | \u001b[39m8.145    \u001b[39m | \u001b[39m0.2532   \u001b[39m | \u001b[39m0.9348   \u001b[39m | \u001b[39m0.8852   \u001b[39m | \u001b[39m7.26     \u001b[39m | \u001b[39m1.257    \u001b[39m | \u001b[39m7.059    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:38,730 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.1704, R²: 0.9781\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m705      \u001b[39m | \u001b[39m-0.1704  \u001b[39m | \u001b[39m5.369e+04\u001b[39m | \u001b[39m10.78    \u001b[39m | \u001b[39m0.2664   \u001b[39m | \u001b[39m0.8784   \u001b[39m | \u001b[39m4.856    \u001b[39m | \u001b[39m2.303    \u001b[39m | \u001b[39m0.9483   \u001b[39m | \u001b[39m50.17    \u001b[39m | \u001b[39m9.679    \u001b[39m | \u001b[39m15.04    \u001b[39m | \u001b[39m1.433    \u001b[39m | \u001b[39m1.49     \u001b[39m | \u001b[39m9.232    \u001b[39m | \u001b[39m14.42    \u001b[39m | \u001b[39m21.37    \u001b[39m | \u001b[39m7.116    \u001b[39m | \u001b[39m0.8277   \u001b[39m | \u001b[39m0.3796   \u001b[39m | \u001b[39m45.42    \u001b[39m | \u001b[39m10.97    \u001b[39m | \u001b[39m0.55     \u001b[39m | \u001b[39m0.711    \u001b[39m | \u001b[39m0.3865   \u001b[39m | \u001b[39m126.4    \u001b[39m | \u001b[39m0.6493   \u001b[39m | \u001b[39m127.4    \u001b[39m | \u001b[39m15.32    \u001b[39m | \u001b[39m9.236    \u001b[39m | \u001b[39m87.54    \u001b[39m | \u001b[39m90.14    \u001b[39m | \u001b[39m15.32    \u001b[39m | \u001b[39m0.6761   \u001b[39m | \u001b[39m0.03803  \u001b[39m | \u001b[39m0.5371   \u001b[39m | \u001b[39m9.149    \u001b[39m | \u001b[39m4.627    \u001b[39m | \u001b[39m96.34    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:39,526 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.0918, R²: 0.9937\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m706      \u001b[39m | \u001b[39m-0.09178 \u001b[39m | \u001b[39m1.176e+04\u001b[39m | \u001b[39m17.93    \u001b[39m | \u001b[39m0.2019   \u001b[39m | \u001b[39m0.8751   \u001b[39m | \u001b[39m3.2      \u001b[39m | \u001b[39m2.204    \u001b[39m | \u001b[39m0.01054  \u001b[39m | \u001b[39m93.0     \u001b[39m | \u001b[39m3.001    \u001b[39m | \u001b[39m49.88    \u001b[39m | \u001b[39m6.454    \u001b[39m | \u001b[39m0.436    \u001b[39m | \u001b[39m27.99    \u001b[39m | \u001b[39m20.25    \u001b[39m | \u001b[39m6.902    \u001b[39m | \u001b[39m9.191    \u001b[39m | \u001b[39m0.808    \u001b[39m | \u001b[39m0.3065   \u001b[39m | \u001b[39m29.32    \u001b[39m | \u001b[39m29.29    \u001b[39m | \u001b[39m0.4572   \u001b[39m | \u001b[39m0.6677   \u001b[39m | \u001b[39m0.3574   \u001b[39m | \u001b[39m10.57    \u001b[39m | \u001b[39m0.6425   \u001b[39m | \u001b[39m133.1    \u001b[39m | \u001b[39m0.1063   \u001b[39m | \u001b[39m6.498    \u001b[39m | \u001b[39m90.6     \u001b[39m | \u001b[39m90.5     \u001b[39m | \u001b[39m20.48    \u001b[39m | \u001b[39m0.2174   \u001b[39m | \u001b[39m0.4874   \u001b[39m | \u001b[39m2.664    \u001b[39m | \u001b[39m9.312    \u001b[39m | \u001b[39m1.895    \u001b[39m | \u001b[39m51.62    \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:40,202 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.2688, R²: 0.9456\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m707      \u001b[39m | \u001b[39m-0.2688  \u001b[39m | \u001b[39m6.384e+04\u001b[39m | \u001b[39m30.21    \u001b[39m | \u001b[39m0.2971   \u001b[39m | \u001b[39m0.4832   \u001b[39m | \u001b[39m2.832    \u001b[39m | \u001b[39m2.232    \u001b[39m | \u001b[39m2.494    \u001b[39m | \u001b[39m4.37     \u001b[39m | \u001b[39m6.059    \u001b[39m | \u001b[39m21.38    \u001b[39m | \u001b[39m5.356    \u001b[39m | \u001b[39m2.756    \u001b[39m | \u001b[39m10.29    \u001b[39m | \u001b[39m15.88    \u001b[39m | \u001b[39m29.05    \u001b[39m | \u001b[39m9.008    \u001b[39m | \u001b[39m0.6479   \u001b[39m | \u001b[39m0.1292   \u001b[39m | \u001b[39m64.58    \u001b[39m | \u001b[39m7.6      \u001b[39m | \u001b[39m0.9487   \u001b[39m | \u001b[39m0.2949   \u001b[39m | \u001b[39m0.01496  \u001b[39m | \u001b[39m46.92    \u001b[39m | \u001b[39m0.8579   \u001b[39m | \u001b[39m151.1    \u001b[39m | \u001b[39m3.708    \u001b[39m | \u001b[39m8.854    \u001b[39m | \u001b[39m87.94    \u001b[39m | \u001b[39m92.16    \u001b[39m | \u001b[39m13.02    \u001b[39m | \u001b[39m0.5862   \u001b[39m | \u001b[39m0.2545   \u001b[39m | \u001b[39m0.3561   \u001b[39m | \u001b[39m8.535    \u001b[39m | \u001b[39m1.626    \u001b[39m | \u001b[39m12.29    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:41,017 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1401, R²: 0.0209\n"
     ]
    },
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      "| \u001b[39m708      \u001b[39m | \u001b[39m-1.14    \u001b[39m | \u001b[39m7.14e+04 \u001b[39m | \u001b[39m49.54    \u001b[39m | \u001b[39m0.2329   \u001b[39m | \u001b[39m0.1435   \u001b[39m | \u001b[39m1.294    \u001b[39m | \u001b[39m4.929    \u001b[39m | \u001b[39m1.916    \u001b[39m | \u001b[39m31.14    \u001b[39m | \u001b[39m8.855    \u001b[39m | \u001b[39m44.19    \u001b[39m | \u001b[39m1.15     \u001b[39m | \u001b[39m0.3849   \u001b[39m | \u001b[39m46.95    \u001b[39m | \u001b[39m14.45    \u001b[39m | \u001b[39m10.81    \u001b[39m | \u001b[39m7.226    \u001b[39m | \u001b[39m0.9608   \u001b[39m | \u001b[39m0.06384  \u001b[39m | \u001b[39m15.08    \u001b[39m | \u001b[39m9.03     \u001b[39m | \u001b[39m0.08408  \u001b[39m | \u001b[39m0.7288   \u001b[39m | \u001b[39m0.3173   \u001b[39m | \u001b[39m31.23    \u001b[39m | \u001b[39m0.4352   \u001b[39m | \u001b[39m104.2    \u001b[39m | \u001b[39m65.2     \u001b[39m | \u001b[39m14.2     \u001b[39m | \u001b[39m80.05    \u001b[39m | \u001b[39m84.86    \u001b[39m | \u001b[39m14.16    \u001b[39m | \u001b[39m0.1961   \u001b[39m | \u001b[39m0.8123   \u001b[39m | \u001b[39m1.213    \u001b[39m | \u001b[39m11.36    \u001b[39m | \u001b[39m4.459    \u001b[39m | \u001b[39m13.41    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:47:43,526 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.6428, R²: 0.6887\n"
     ]
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      "| \u001b[39m709      \u001b[39m | \u001b[39m-0.6428  \u001b[39m | \u001b[39m5.355e+04\u001b[39m | \u001b[39m24.4     \u001b[39m | \u001b[39m0.1249   \u001b[39m | \u001b[39m0.4403   \u001b[39m | \u001b[39m4.166    \u001b[39m | \u001b[39m2.721    \u001b[39m | \u001b[39m1.177    \u001b[39m | \u001b[39m29.68    \u001b[39m | \u001b[39m1.362    \u001b[39m | \u001b[39m7.988    \u001b[39m | \u001b[39m6.912    \u001b[39m | \u001b[39m0.2161   \u001b[39m | \u001b[39m17.62    \u001b[39m | \u001b[39m7.714    \u001b[39m | \u001b[39m21.38    \u001b[39m | \u001b[39m9.304    \u001b[39m | \u001b[39m0.8028   \u001b[39m | \u001b[39m0.04621  \u001b[39m | \u001b[39m2.851    \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m0.4268   \u001b[39m | \u001b[39m0.03955  \u001b[39m | \u001b[39m0.8482   \u001b[39m | \u001b[39m182.8    \u001b[39m | \u001b[39m0.8167   \u001b[39m | \u001b[39m96.38    \u001b[39m | \u001b[39m7.003    \u001b[39m | \u001b[39m19.65    \u001b[39m | \u001b[39m86.48    \u001b[39m | \u001b[39m85.33    \u001b[39m | \u001b[39m6.682    \u001b[39m | \u001b[39m0.9745   \u001b[39m | \u001b[39m0.9626   \u001b[39m | \u001b[39m2.541    \u001b[39m | \u001b[39m12.47    \u001b[39m | \u001b[39m2.427    \u001b[39m | \u001b[39m83.37    \u001b[39m |\n"
     ]
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      "2025-04-09 17:47:45,510 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'globalscale'), RMSE: 0.4421, R²: 0.8528\n"
     ]
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      "| \u001b[39m710      \u001b[39m | \u001b[39m-0.4421  \u001b[39m | \u001b[39m5.342e+04\u001b[39m | \u001b[39m18.87    \u001b[39m | \u001b[39m0.07958  \u001b[39m | \u001b[39m0.3349   \u001b[39m | \u001b[39m3.102    \u001b[39m | \u001b[39m4.173    \u001b[39m | \u001b[39m2.388    \u001b[39m | \u001b[39m93.73    \u001b[39m | \u001b[39m6.061    \u001b[39m | \u001b[39m24.75    \u001b[39m | \u001b[39m7.447    \u001b[39m | \u001b[39m1.845    \u001b[39m | \u001b[39m4.813    \u001b[39m | \u001b[39m10.32    \u001b[39m | \u001b[39m14.61    \u001b[39m | \u001b[39m9.692    \u001b[39m | \u001b[39m0.6492   \u001b[39m | \u001b[39m0.2728   \u001b[39m | \u001b[39m29.87    \u001b[39m | \u001b[39m36.51    \u001b[39m | \u001b[39m0.3197   \u001b[39m | \u001b[39m0.653    \u001b[39m | \u001b[39m0.4309   \u001b[39m | \u001b[39m52.16    \u001b[39m | \u001b[39m0.3643   \u001b[39m | \u001b[39m194.6    \u001b[39m | \u001b[39m56.02    \u001b[39m | \u001b[39m10.18    \u001b[39m | \u001b[39m88.86    \u001b[39m | \u001b[39m81.83    \u001b[39m | \u001b[39m15.94    \u001b[39m | \u001b[39m0.3941   \u001b[39m | \u001b[39m0.4483   \u001b[39m | \u001b[39m0.6289   \u001b[39m | \u001b[39m12.39    \u001b[39m | \u001b[39m1.866    \u001b[39m | \u001b[39m33.24    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:47:48,011 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.5224, R²: 0.7944\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m711      \u001b[39m | \u001b[39m-0.5224  \u001b[39m | \u001b[39m7.467e+04\u001b[39m | \u001b[39m23.3     \u001b[39m | \u001b[39m0.09721  \u001b[39m | \u001b[39m0.6518   \u001b[39m | \u001b[39m1.516    \u001b[39m | \u001b[39m2.583    \u001b[39m | \u001b[39m2.143    \u001b[39m | \u001b[39m63.65    \u001b[39m | \u001b[39m5.977    \u001b[39m | \u001b[39m25.22    \u001b[39m | \u001b[39m9.558    \u001b[39m | \u001b[39m3.348    \u001b[39m | \u001b[39m3.667    \u001b[39m | \u001b[39m5.417    \u001b[39m | \u001b[39m13.94    \u001b[39m | \u001b[39m9.999    \u001b[39m | \u001b[39m0.8747   \u001b[39m | \u001b[39m0.2835   \u001b[39m | \u001b[39m98.49    \u001b[39m | \u001b[39m34.56    \u001b[39m | \u001b[39m0.047    \u001b[39m | \u001b[39m0.6616   \u001b[39m | \u001b[39m0.3414   \u001b[39m | \u001b[39m16.34    \u001b[39m | \u001b[39m0.8192   \u001b[39m | \u001b[39m25.39    \u001b[39m | \u001b[39m93.58    \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m89.12    \u001b[39m | \u001b[39m79.25    \u001b[39m | \u001b[39m23.09    \u001b[39m | \u001b[39m0.3885   \u001b[39m | \u001b[39m0.4923   \u001b[39m | \u001b[39m0.6571   \u001b[39m | \u001b[39m9.593    \u001b[39m | \u001b[39m2.76     \u001b[39m | \u001b[39m4.046    \u001b[39m |\n"
     ]
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      "2025-04-09 17:47:50,544 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.3967, R²: 0.8814\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m712      \u001b[39m | \u001b[39m-0.3967  \u001b[39m | \u001b[39m2.221e+03\u001b[39m | \u001b[39m11.36    \u001b[39m | \u001b[39m0.1692   \u001b[39m | \u001b[39m0.3927   \u001b[39m | \u001b[39m2.536    \u001b[39m | \u001b[39m4.149    \u001b[39m | \u001b[39m2.19     \u001b[39m | \u001b[39m11.61    \u001b[39m | \u001b[39m9.414    \u001b[39m | \u001b[39m14.18    \u001b[39m | \u001b[39m9.607    \u001b[39m | \u001b[39m0.5262   \u001b[39m | \u001b[39m2.527    \u001b[39m | \u001b[39m22.4     \u001b[39m | \u001b[39m18.91    \u001b[39m | \u001b[39m10.15    \u001b[39m | \u001b[39m0.6658   \u001b[39m | \u001b[39m0.3697   \u001b[39m | \u001b[39m94.36    \u001b[39m | \u001b[39m27.64    \u001b[39m | \u001b[39m0.3225   \u001b[39m | \u001b[39m0.8363   \u001b[39m | \u001b[39m0.7436   \u001b[39m | \u001b[39m118.8    \u001b[39m | \u001b[39m0.2368   \u001b[39m | \u001b[39m11.85    \u001b[39m | \u001b[39m29.13    \u001b[39m | \u001b[39m8.004    \u001b[39m | \u001b[39m89.89    \u001b[39m | \u001b[39m88.64    \u001b[39m | \u001b[39m10.41    \u001b[39m | \u001b[39m0.4812   \u001b[39m | \u001b[39m0.4179   \u001b[39m | \u001b[39m2.839    \u001b[39m | \u001b[39m12.46    \u001b[39m | \u001b[39m2.699    \u001b[39m | \u001b[39m90.66    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:52,563 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1546, R²: -0.0041\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m713      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m7.536e+04\u001b[39m | \u001b[39m42.89    \u001b[39m | \u001b[39m0.2705   \u001b[39m | \u001b[39m0.9968   \u001b[39m | \u001b[39m4.011    \u001b[39m | \u001b[39m2.866    \u001b[39m | \u001b[39m1.46     \u001b[39m | \u001b[39m3.574    \u001b[39m | \u001b[39m8.86     \u001b[39m | \u001b[39m12.58    \u001b[39m | \u001b[39m8.441    \u001b[39m | \u001b[39m1.393    \u001b[39m | \u001b[39m33.51    \u001b[39m | \u001b[39m18.23    \u001b[39m | \u001b[39m12.48    \u001b[39m | \u001b[39m9.056    \u001b[39m | \u001b[39m0.8021   \u001b[39m | \u001b[39m0.2796   \u001b[39m | \u001b[39m91.94    \u001b[39m | \u001b[39m20.24    \u001b[39m | \u001b[39m0.4189   \u001b[39m | \u001b[39m0.9355   \u001b[39m | \u001b[39m0.6939   \u001b[39m | \u001b[39m184.5    \u001b[39m | \u001b[39m0.5227   \u001b[39m | \u001b[39m25.89    \u001b[39m | \u001b[39m94.48    \u001b[39m | \u001b[39m15.29    \u001b[39m | \u001b[39m81.58    \u001b[39m | \u001b[39m82.82    \u001b[39m | \u001b[39m20.61    \u001b[39m | \u001b[39m0.08972  \u001b[39m | \u001b[39m0.4075   \u001b[39m | \u001b[39m1.932    \u001b[39m | \u001b[39m8.678    \u001b[39m | \u001b[39m2.0      \u001b[39m | \u001b[39m44.57    \u001b[39m |\n"
     ]
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:53,413 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2579, R²: 0.9499\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m714      \u001b[39m | \u001b[39m-0.2579  \u001b[39m | \u001b[39m2.279e+03\u001b[39m | \u001b[39m36.81    \u001b[39m | \u001b[39m0.1806   \u001b[39m | \u001b[39m0.8242   \u001b[39m | \u001b[39m3.04     \u001b[39m | \u001b[39m2.942    \u001b[39m | \u001b[39m2.351    \u001b[39m | \u001b[39m42.3     \u001b[39m | \u001b[39m9.722    \u001b[39m | \u001b[39m35.17    \u001b[39m | \u001b[39m3.827    \u001b[39m | \u001b[39m3.191    \u001b[39m | \u001b[39m17.27    \u001b[39m | \u001b[39m11.37    \u001b[39m | \u001b[39m21.98    \u001b[39m | \u001b[39m8.382    \u001b[39m | \u001b[39m0.7785   \u001b[39m | \u001b[39m0.3356   \u001b[39m | \u001b[39m77.71    \u001b[39m | \u001b[39m2.804    \u001b[39m | \u001b[39m0.1472   \u001b[39m | \u001b[39m0.7359   \u001b[39m | \u001b[39m0.6915   \u001b[39m | \u001b[39m147.2    \u001b[39m | \u001b[39m0.4553   \u001b[39m | \u001b[39m136.9    \u001b[39m | \u001b[39m30.61    \u001b[39m | \u001b[39m7.113    \u001b[39m | \u001b[39m94.07    \u001b[39m | \u001b[39m77.91    \u001b[39m | \u001b[39m5.075    \u001b[39m | \u001b[39m0.2923   \u001b[39m | \u001b[39m0.2152   \u001b[39m | \u001b[39m1.069    \u001b[39m | \u001b[39m8.726    \u001b[39m | \u001b[39m2.371    \u001b[39m | \u001b[39m68.36    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:55,804 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.5767, R²: 0.7495\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m715      \u001b[39m | \u001b[39m-0.5767  \u001b[39m | \u001b[39m6.703e+04\u001b[39m | \u001b[39m28.3     \u001b[39m | \u001b[39m0.1433   \u001b[39m | \u001b[39m0.2225   \u001b[39m | \u001b[39m2.605    \u001b[39m | \u001b[39m2.141    \u001b[39m | \u001b[39m0.955    \u001b[39m | \u001b[39m14.32    \u001b[39m | \u001b[39m5.015    \u001b[39m | \u001b[39m6.645    \u001b[39m | \u001b[39m8.717    \u001b[39m | \u001b[39m1.16     \u001b[39m | \u001b[39m6.761    \u001b[39m | \u001b[39m7.877    \u001b[39m | \u001b[39m7.744    \u001b[39m | \u001b[39m12.67    \u001b[39m | \u001b[39m0.8333   \u001b[39m | \u001b[39m0.1219   \u001b[39m | \u001b[39m96.65    \u001b[39m | \u001b[39m8.339    \u001b[39m | \u001b[39m0.1572   \u001b[39m | \u001b[39m0.5313   \u001b[39m | \u001b[39m0.3542   \u001b[39m | \u001b[39m14.68    \u001b[39m | \u001b[39m0.2618   \u001b[39m | \u001b[39m198.2    \u001b[39m | \u001b[39m98.74    \u001b[39m | \u001b[39m11.36    \u001b[39m | \u001b[39m91.78    \u001b[39m | \u001b[39m87.92    \u001b[39m | \u001b[39m21.0     \u001b[39m | \u001b[39m0.2386   \u001b[39m | \u001b[39m0.5924   \u001b[39m | \u001b[39m1.142    \u001b[39m | \u001b[39m11.18    \u001b[39m | \u001b[39m1.998    \u001b[39m | \u001b[39m72.11    \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:47:56,717 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2202, R²: 0.9635\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m716      \u001b[39m | \u001b[39m-0.2202  \u001b[39m | \u001b[39m9.326e+04\u001b[39m | \u001b[39m24.3     \u001b[39m | \u001b[39m0.1787   \u001b[39m | \u001b[39m0.6745   \u001b[39m | \u001b[39m1.767    \u001b[39m | \u001b[39m1.016    \u001b[39m | \u001b[39m0.2158   \u001b[39m | \u001b[39m69.46    \u001b[39m | \u001b[39m4.244    \u001b[39m | \u001b[39m35.9     \u001b[39m | \u001b[39m7.065    \u001b[39m | \u001b[39m2.315    \u001b[39m | \u001b[39m6.822    \u001b[39m | \u001b[39m23.5     \u001b[39m | \u001b[39m15.92    \u001b[39m | \u001b[39m9.357    \u001b[39m | \u001b[39m0.6009   \u001b[39m | \u001b[39m0.1082   \u001b[39m | \u001b[39m91.82    \u001b[39m | \u001b[39m14.4     \u001b[39m | \u001b[39m0.7701   \u001b[39m | \u001b[39m0.02781  \u001b[39m | \u001b[39m0.3502   \u001b[39m | \u001b[39m145.5    \u001b[39m | \u001b[39m0.05183  \u001b[39m | \u001b[39m128.6    \u001b[39m | \u001b[39m49.25    \u001b[39m | \u001b[39m10.74    \u001b[39m | \u001b[39m84.88    \u001b[39m | \u001b[39m83.07    \u001b[39m | \u001b[39m5.852    \u001b[39m | \u001b[39m0.07355  \u001b[39m | \u001b[39m0.0648   \u001b[39m | \u001b[39m1.48     \u001b[39m | \u001b[39m12.85    \u001b[39m | \u001b[39m3.324    \u001b[39m | \u001b[39m15.77    \u001b[39m |\n"
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    },
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     "output_type": "stream",
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      "2025-04-09 17:47:57,428 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.0669, R²: 0.1426\n"
     ]
    },
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     "text": [
      "| \u001b[39m717      \u001b[39m | \u001b[39m-1.067   \u001b[39m | \u001b[39m3.476e+04\u001b[39m | \u001b[39m23.82    \u001b[39m | \u001b[39m0.2868   \u001b[39m | \u001b[39m0.6754   \u001b[39m | \u001b[39m4.106    \u001b[39m | \u001b[39m2.481    \u001b[39m | \u001b[39m1.024    \u001b[39m | \u001b[39m57.44    \u001b[39m | \u001b[39m2.362    \u001b[39m | \u001b[39m42.35    \u001b[39m | \u001b[39m3.106    \u001b[39m | \u001b[39m0.8711   \u001b[39m | \u001b[39m19.31    \u001b[39m | \u001b[39m28.68    \u001b[39m | \u001b[39m6.32     \u001b[39m | \u001b[39m8.726    \u001b[39m | \u001b[39m0.6533   \u001b[39m | \u001b[39m0.1282   \u001b[39m | \u001b[39m47.8     \u001b[39m | \u001b[39m21.99    \u001b[39m | \u001b[39m0.244    \u001b[39m | \u001b[39m0.121    \u001b[39m | \u001b[39m0.6193   \u001b[39m | \u001b[39m95.3     \u001b[39m | \u001b[39m0.431    \u001b[39m | \u001b[39m41.43    \u001b[39m | \u001b[39m8.567    \u001b[39m | \u001b[39m12.12    \u001b[39m | \u001b[39m91.26    \u001b[39m | \u001b[39m91.58    \u001b[39m | \u001b[39m6.622    \u001b[39m | \u001b[39m0.5776   \u001b[39m | \u001b[39m0.09968  \u001b[39m | \u001b[39m0.9478   \u001b[39m | \u001b[39m9.748    \u001b[39m | \u001b[39m1.44     \u001b[39m | \u001b[39m78.52    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:47:59,837 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.6539, R²: 0.6779\n"
     ]
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     "text": [
      "| \u001b[39m718      \u001b[39m | \u001b[39m-0.6539  \u001b[39m | \u001b[39m7.615e+04\u001b[39m | \u001b[39m19.07    \u001b[39m | \u001b[39m0.03639  \u001b[39m | \u001b[39m0.3889   \u001b[39m | \u001b[39m4.828    \u001b[39m | \u001b[39m2.723    \u001b[39m | \u001b[39m0.1294   \u001b[39m | \u001b[39m49.96    \u001b[39m | \u001b[39m5.242    \u001b[39m | \u001b[39m9.13     \u001b[39m | \u001b[39m5.364    \u001b[39m | \u001b[39m1.735    \u001b[39m | \u001b[39m49.71    \u001b[39m | \u001b[39m18.6     \u001b[39m | \u001b[39m20.86    \u001b[39m | \u001b[39m9.547    \u001b[39m | \u001b[39m0.7504   \u001b[39m | \u001b[39m0.1882   \u001b[39m | \u001b[39m51.28    \u001b[39m | \u001b[39m25.68    \u001b[39m | \u001b[39m0.9405   \u001b[39m | \u001b[39m0.5715   \u001b[39m | \u001b[39m0.1952   \u001b[39m | \u001b[39m14.55    \u001b[39m | \u001b[39m0.6182   \u001b[39m | \u001b[39m11.3     \u001b[39m | \u001b[39m10.66    \u001b[39m | \u001b[39m14.01    \u001b[39m | \u001b[39m92.21    \u001b[39m | \u001b[39m84.35    \u001b[39m | \u001b[39m19.22    \u001b[39m | \u001b[39m0.6664   \u001b[39m | \u001b[39m0.3666   \u001b[39m | \u001b[39m0.7807   \u001b[39m | \u001b[39m12.66    \u001b[39m | \u001b[39m2.791    \u001b[39m | \u001b[39m55.1     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:48:02,477 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.8131, R²: 0.5020\n"
     ]
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      "| \u001b[39m719      \u001b[39m | \u001b[39m-0.8131  \u001b[39m | \u001b[39m6.826e+04\u001b[39m | \u001b[39m36.08    \u001b[39m | \u001b[39m0.06403  \u001b[39m | \u001b[39m0.1229   \u001b[39m | \u001b[39m3.377    \u001b[39m | \u001b[39m3.475    \u001b[39m | \u001b[39m0.09834  \u001b[39m | \u001b[39m37.91    \u001b[39m | \u001b[39m1.486    \u001b[39m | \u001b[39m7.897    \u001b[39m | \u001b[39m7.018    \u001b[39m | \u001b[39m2.668    \u001b[39m | \u001b[39m45.43    \u001b[39m | \u001b[39m25.32    \u001b[39m | \u001b[39m10.7     \u001b[39m | \u001b[39m9.24     \u001b[39m | \u001b[39m0.8861   \u001b[39m | \u001b[39m0.1587   \u001b[39m | \u001b[39m19.42    \u001b[39m | \u001b[39m31.49    \u001b[39m | \u001b[39m0.08691  \u001b[39m | \u001b[39m0.7055   \u001b[39m | \u001b[39m0.608    \u001b[39m | \u001b[39m24.6     \u001b[39m | \u001b[39m0.2836   \u001b[39m | \u001b[39m186.1    \u001b[39m | \u001b[39m19.83    \u001b[39m | \u001b[39m8.099    \u001b[39m | \u001b[39m90.11    \u001b[39m | \u001b[39m75.42    \u001b[39m | \u001b[39m8.88     \u001b[39m | \u001b[39m0.6167   \u001b[39m | \u001b[39m0.344    \u001b[39m | \u001b[39m0.8248   \u001b[39m | \u001b[39m9.706    \u001b[39m | \u001b[39m3.595    \u001b[39m | \u001b[39m39.7     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:48:03,284 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.1353, R²: 0.9862\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m720      \u001b[39m | \u001b[39m-0.1353  \u001b[39m | \u001b[39m6.64e+04 \u001b[39m | \u001b[39m17.71    \u001b[39m | \u001b[39m0.01599  \u001b[39m | \u001b[39m0.3827   \u001b[39m | \u001b[39m4.852    \u001b[39m | \u001b[39m4.65     \u001b[39m | \u001b[39m2.262    \u001b[39m | \u001b[39m18.14    \u001b[39m | \u001b[39m1.82     \u001b[39m | \u001b[39m7.727    \u001b[39m | \u001b[39m5.039    \u001b[39m | \u001b[39m2.661    \u001b[39m | \u001b[39m3.766    \u001b[39m | \u001b[39m29.82    \u001b[39m | \u001b[39m22.72    \u001b[39m | \u001b[39m11.62    \u001b[39m | \u001b[39m0.6988   \u001b[39m | \u001b[39m0.1311   \u001b[39m | \u001b[39m39.92    \u001b[39m | \u001b[39m14.45    \u001b[39m | \u001b[39m0.8989   \u001b[39m | \u001b[39m0.8589   \u001b[39m | \u001b[39m0.3902   \u001b[39m | \u001b[39m45.58    \u001b[39m | \u001b[39m0.5935   \u001b[39m | \u001b[39m142.5    \u001b[39m | \u001b[39m6.531    \u001b[39m | \u001b[39m7.397    \u001b[39m | \u001b[39m80.66    \u001b[39m | \u001b[39m76.41    \u001b[39m | \u001b[39m10.59    \u001b[39m | \u001b[39m0.09241  \u001b[39m | \u001b[39m0.6594   \u001b[39m | \u001b[39m0.3487   \u001b[39m | \u001b[39m7.736    \u001b[39m | \u001b[39m1.774    \u001b[39m | \u001b[39m22.24    \u001b[39m |\n"
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      "2025-04-09 17:48:05,455 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.4830, R²: 0.8243\n"
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    },
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      "| \u001b[39m721      \u001b[39m | \u001b[39m-0.483   \u001b[39m | \u001b[39m3.301e+04\u001b[39m | \u001b[39m24.07    \u001b[39m | \u001b[39m0.1551   \u001b[39m | \u001b[39m0.7253   \u001b[39m | \u001b[39m4.64     \u001b[39m | \u001b[39m4.952    \u001b[39m | \u001b[39m2.218    \u001b[39m | \u001b[39m99.75    \u001b[39m | \u001b[39m3.223    \u001b[39m | \u001b[39m10.2     \u001b[39m | \u001b[39m8.103    \u001b[39m | \u001b[39m1.877    \u001b[39m | \u001b[39m24.75    \u001b[39m | \u001b[39m10.18    \u001b[39m | \u001b[39m11.09    \u001b[39m | \u001b[39m12.65    \u001b[39m | \u001b[39m0.708    \u001b[39m | \u001b[39m0.08583  \u001b[39m | \u001b[39m61.19    \u001b[39m | \u001b[39m8.099    \u001b[39m | \u001b[39m0.007405 \u001b[39m | \u001b[39m0.7678   \u001b[39m | \u001b[39m0.2205   \u001b[39m | \u001b[39m198.6    \u001b[39m | \u001b[39m0.07546  \u001b[39m | \u001b[39m187.9    \u001b[39m | \u001b[39m18.86    \u001b[39m | \u001b[39m19.32    \u001b[39m | \u001b[39m81.51    \u001b[39m | \u001b[39m86.16    \u001b[39m | \u001b[39m12.24    \u001b[39m | \u001b[39m0.2796   \u001b[39m | \u001b[39m0.2497   \u001b[39m | \u001b[39m1.797    \u001b[39m | \u001b[39m9.552    \u001b[39m | \u001b[39m1.021    \u001b[39m | \u001b[39m80.03    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:48:07,696 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8454, R²: 0.4616\n"
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    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m722      \u001b[39m | \u001b[39m-0.8454  \u001b[39m | \u001b[39m4.929e+04\u001b[39m | \u001b[39m39.38    \u001b[39m | \u001b[39m0.1353   \u001b[39m | \u001b[39m0.7003   \u001b[39m | \u001b[39m3.024    \u001b[39m | \u001b[39m2.546    \u001b[39m | \u001b[39m1.368    \u001b[39m | \u001b[39m2.329    \u001b[39m | \u001b[39m1.599    \u001b[39m | \u001b[39m8.995    \u001b[39m | \u001b[39m4.362    \u001b[39m | \u001b[39m2.903    \u001b[39m | \u001b[39m33.53    \u001b[39m | \u001b[39m28.87    \u001b[39m | \u001b[39m23.65    \u001b[39m | \u001b[39m12.92    \u001b[39m | \u001b[39m0.6733   \u001b[39m | \u001b[39m0.2536   \u001b[39m | \u001b[39m45.72    \u001b[39m | \u001b[39m5.215    \u001b[39m | \u001b[39m0.9377   \u001b[39m | \u001b[39m0.8097   \u001b[39m | \u001b[39m0.9691   \u001b[39m | \u001b[39m11.0     \u001b[39m | \u001b[39m0.4368   \u001b[39m | \u001b[39m165.4    \u001b[39m | \u001b[39m80.47    \u001b[39m | \u001b[39m14.63    \u001b[39m | \u001b[39m87.95    \u001b[39m | \u001b[39m82.75    \u001b[39m | \u001b[39m6.339    \u001b[39m | \u001b[39m0.2701   \u001b[39m | \u001b[39m0.3916   \u001b[39m | \u001b[39m2.521    \u001b[39m | \u001b[39m10.78    \u001b[39m | \u001b[39m3.741    \u001b[39m | \u001b[39m86.88    \u001b[39m |\n"
     ]
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:10,282 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1529, R²: -0.0012\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m723      \u001b[39m | \u001b[39m-1.153   \u001b[39m | \u001b[39m4.676e+04\u001b[39m | \u001b[39m14.19    \u001b[39m | \u001b[39m0.06263  \u001b[39m | \u001b[39m0.8426   \u001b[39m | \u001b[39m4.729    \u001b[39m | \u001b[39m1.796    \u001b[39m | \u001b[39m2.567    \u001b[39m | \u001b[39m50.55    \u001b[39m | \u001b[39m3.685    \u001b[39m | \u001b[39m20.03    \u001b[39m | \u001b[39m9.994    \u001b[39m | \u001b[39m0.1437   \u001b[39m | \u001b[39m19.85    \u001b[39m | \u001b[39m24.78    \u001b[39m | \u001b[39m21.35    \u001b[39m | \u001b[39m10.03    \u001b[39m | \u001b[39m0.74     \u001b[39m | \u001b[39m0.2426   \u001b[39m | \u001b[39m5.593    \u001b[39m | \u001b[39m15.88    \u001b[39m | \u001b[39m0.9424   \u001b[39m | \u001b[39m0.2471   \u001b[39m | \u001b[39m0.3922   \u001b[39m | \u001b[39m16.08    \u001b[39m | \u001b[39m0.4474   \u001b[39m | \u001b[39m186.4    \u001b[39m | \u001b[39m72.13    \u001b[39m | \u001b[39m11.76    \u001b[39m | \u001b[39m91.38    \u001b[39m | \u001b[39m78.66    \u001b[39m | \u001b[39m17.52    \u001b[39m | \u001b[39m0.2053   \u001b[39m | \u001b[39m0.2067   \u001b[39m | \u001b[39m1.913    \u001b[39m | \u001b[39m8.517    \u001b[39m | \u001b[39m4.009    \u001b[39m | \u001b[39m99.91    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:11,117 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 0.8677, R²: 0.4328\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m724      \u001b[39m | \u001b[39m-0.8677  \u001b[39m | \u001b[39m3.232e+04\u001b[39m | \u001b[39m46.1     \u001b[39m | \u001b[39m0.1944   \u001b[39m | \u001b[39m0.579    \u001b[39m | \u001b[39m4.338    \u001b[39m | \u001b[39m1.616    \u001b[39m | \u001b[39m1.931    \u001b[39m | \u001b[39m71.42    \u001b[39m | \u001b[39m6.866    \u001b[39m | \u001b[39m23.58    \u001b[39m | \u001b[39m9.849    \u001b[39m | \u001b[39m2.542    \u001b[39m | \u001b[39m42.55    \u001b[39m | \u001b[39m19.86    \u001b[39m | \u001b[39m15.32    \u001b[39m | \u001b[39m9.295    \u001b[39m | \u001b[39m0.9024   \u001b[39m | \u001b[39m0.2974   \u001b[39m | \u001b[39m98.36    \u001b[39m | \u001b[39m8.602    \u001b[39m | \u001b[39m0.007898 \u001b[39m | \u001b[39m0.5851   \u001b[39m | \u001b[39m0.2255   \u001b[39m | \u001b[39m56.18    \u001b[39m | \u001b[39m0.06363  \u001b[39m | \u001b[39m57.87    \u001b[39m | \u001b[39m57.81    \u001b[39m | \u001b[39m5.305    \u001b[39m | \u001b[39m89.49    \u001b[39m | \u001b[39m76.61    \u001b[39m | \u001b[39m21.95    \u001b[39m | \u001b[39m0.1154   \u001b[39m | \u001b[39m0.7145   \u001b[39m | \u001b[39m0.1488   \u001b[39m | \u001b[39m10.15    \u001b[39m | \u001b[39m4.814    \u001b[39m | \u001b[39m42.78    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:48:12,021 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2206, R²: 0.9633\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m725      \u001b[39m | \u001b[39m-0.2206  \u001b[39m | \u001b[39m5.482e+03\u001b[39m | \u001b[39m41.49    \u001b[39m | \u001b[39m0.07751  \u001b[39m | \u001b[39m0.2307   \u001b[39m | \u001b[39m3.951    \u001b[39m | \u001b[39m3.925    \u001b[39m | \u001b[39m2.809    \u001b[39m | \u001b[39m39.08    \u001b[39m | \u001b[39m5.388    \u001b[39m | \u001b[39m33.41    \u001b[39m | \u001b[39m0.3259   \u001b[39m | \u001b[39m2.664    \u001b[39m | \u001b[39m46.78    \u001b[39m | \u001b[39m18.0     \u001b[39m | \u001b[39m21.57    \u001b[39m | \u001b[39m8.682    \u001b[39m | \u001b[39m0.8478   \u001b[39m | \u001b[39m0.2861   \u001b[39m | \u001b[39m90.05    \u001b[39m | \u001b[39m13.7     \u001b[39m | \u001b[39m0.2089   \u001b[39m | \u001b[39m0.7357   \u001b[39m | \u001b[39m0.3366   \u001b[39m | \u001b[39m187.5    \u001b[39m | \u001b[39m0.3353   \u001b[39m | \u001b[39m77.74    \u001b[39m | \u001b[39m49.86    \u001b[39m | \u001b[39m10.13    \u001b[39m | \u001b[39m84.58    \u001b[39m | \u001b[39m85.44    \u001b[39m | \u001b[39m11.35    \u001b[39m | \u001b[39m0.1414   \u001b[39m | \u001b[39m0.4138   \u001b[39m | \u001b[39m2.366    \u001b[39m | \u001b[39m12.04    \u001b[39m | \u001b[39m1.91     \u001b[39m | \u001b[39m98.47    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:48:13,837 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2173, R²: 0.9644\n"
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    },
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      "| \u001b[39m726      \u001b[39m | \u001b[39m-0.2173  \u001b[39m | \u001b[39m1.84e+04 \u001b[39m | \u001b[39m49.61    \u001b[39m | \u001b[39m0.1203   \u001b[39m | \u001b[39m0.5944   \u001b[39m | \u001b[39m4.152    \u001b[39m | \u001b[39m2.229    \u001b[39m | \u001b[39m2.929    \u001b[39m | \u001b[39m4.127    \u001b[39m | \u001b[39m1.357    \u001b[39m | \u001b[39m46.96    \u001b[39m | \u001b[39m1.518    \u001b[39m | \u001b[39m2.729    \u001b[39m | \u001b[39m12.35    \u001b[39m | \u001b[39m15.56    \u001b[39m | \u001b[39m21.69    \u001b[39m | \u001b[39m7.719    \u001b[39m | \u001b[39m0.6927   \u001b[39m | \u001b[39m0.1619   \u001b[39m | \u001b[39m12.2     \u001b[39m | \u001b[39m7.186    \u001b[39m | \u001b[39m0.3836   \u001b[39m | \u001b[39m0.1809   \u001b[39m | \u001b[39m0.6161   \u001b[39m | \u001b[39m29.71    \u001b[39m | \u001b[39m0.8936   \u001b[39m | \u001b[39m193.1    \u001b[39m | \u001b[39m7.131    \u001b[39m | \u001b[39m7.57     \u001b[39m | \u001b[39m91.73    \u001b[39m | \u001b[39m90.29    \u001b[39m | \u001b[39m17.45    \u001b[39m | \u001b[39m0.3098   \u001b[39m | \u001b[39m0.4884   \u001b[39m | \u001b[39m1.196    \u001b[39m | \u001b[39m8.0      \u001b[39m | \u001b[39m2.122    \u001b[39m | \u001b[39m39.42    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:48:14,537 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m727      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m9.812e+03\u001b[39m | \u001b[39m13.42    \u001b[39m | \u001b[39m0.2782   \u001b[39m | \u001b[39m0.4083   \u001b[39m | \u001b[39m1.085    \u001b[39m | \u001b[39m4.817    \u001b[39m | \u001b[39m2.662    \u001b[39m | \u001b[39m42.64    \u001b[39m | \u001b[39m9.036    \u001b[39m | \u001b[39m38.18    \u001b[39m | \u001b[39m4.954    \u001b[39m | \u001b[39m0.003662 \u001b[39m | \u001b[39m23.4     \u001b[39m | \u001b[39m19.77    \u001b[39m | \u001b[39m7.097    \u001b[39m | \u001b[39m11.91    \u001b[39m | \u001b[39m0.8871   \u001b[39m | \u001b[39m0.09477  \u001b[39m | \u001b[39m68.06    \u001b[39m | \u001b[39m19.51    \u001b[39m | \u001b[39m0.1233   \u001b[39m | \u001b[39m0.08327  \u001b[39m | \u001b[39m0.4239   \u001b[39m | \u001b[39m32.6     \u001b[39m | \u001b[39m0.2979   \u001b[39m | \u001b[39m40.71    \u001b[39m | \u001b[39m39.79    \u001b[39m | \u001b[39m14.8     \u001b[39m | \u001b[39m80.11    \u001b[39m | \u001b[39m92.33    \u001b[39m | \u001b[39m10.85    \u001b[39m | \u001b[39m0.2324   \u001b[39m | \u001b[39m0.1213   \u001b[39m | \u001b[39m2.8      \u001b[39m | \u001b[39m10.72    \u001b[39m | \u001b[39m1.406    \u001b[39m | \u001b[39m6.74     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:48:15,436 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1435, R²: 0.0151\n"
     ]
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      "| \u001b[39m728      \u001b[39m | \u001b[39m-1.143   \u001b[39m | \u001b[39m5.569e+04\u001b[39m | \u001b[39m23.58    \u001b[39m | \u001b[39m0.2704   \u001b[39m | \u001b[39m0.2015   \u001b[39m | \u001b[39m2.927    \u001b[39m | \u001b[39m2.798    \u001b[39m | \u001b[39m0.9248   \u001b[39m | \u001b[39m95.0     \u001b[39m | \u001b[39m9.194    \u001b[39m | \u001b[39m42.02    \u001b[39m | \u001b[39m9.27     \u001b[39m | \u001b[39m3.522    \u001b[39m | \u001b[39m6.026    \u001b[39m | \u001b[39m4.872    \u001b[39m | \u001b[39m19.32    \u001b[39m | \u001b[39m10.09    \u001b[39m | \u001b[39m0.9449   \u001b[39m | \u001b[39m0.3887   \u001b[39m | \u001b[39m29.86    \u001b[39m | \u001b[39m19.24    \u001b[39m | \u001b[39m0.6064   \u001b[39m | \u001b[39m0.8041   \u001b[39m | \u001b[39m0.9272   \u001b[39m | \u001b[39m143.3    \u001b[39m | \u001b[39m0.9766   \u001b[39m | \u001b[39m166.3    \u001b[39m | \u001b[39m87.53    \u001b[39m | \u001b[39m16.05    \u001b[39m | \u001b[39m91.03    \u001b[39m | \u001b[39m81.38    \u001b[39m | \u001b[39m9.218    \u001b[39m | \u001b[39m0.1275   \u001b[39m | \u001b[39m0.5093   \u001b[39m | \u001b[39m0.6596   \u001b[39m | \u001b[39m7.556    \u001b[39m | \u001b[39m4.89     \u001b[39m | \u001b[39m42.74    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:48:16,262 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.8044, R²: 0.5127\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m729      \u001b[39m | \u001b[39m-0.8044  \u001b[39m | \u001b[39m1.523e+04\u001b[39m | \u001b[39m11.99    \u001b[39m | \u001b[39m0.01513  \u001b[39m | \u001b[39m0.1331   \u001b[39m | \u001b[39m1.761    \u001b[39m | \u001b[39m1.038    \u001b[39m | \u001b[39m1.004    \u001b[39m | \u001b[39m49.71    \u001b[39m | \u001b[39m9.454    \u001b[39m | \u001b[39m38.27    \u001b[39m | \u001b[39m9.438    \u001b[39m | \u001b[39m1.473    \u001b[39m | \u001b[39m24.49    \u001b[39m | \u001b[39m9.522    \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m7.483    \u001b[39m | \u001b[39m0.8592   \u001b[39m | \u001b[39m0.307    \u001b[39m | \u001b[39m28.52    \u001b[39m | \u001b[39m9.84     \u001b[39m | \u001b[39m0.5176   \u001b[39m | \u001b[39m0.6934   \u001b[39m | \u001b[39m0.6967   \u001b[39m | \u001b[39m174.4    \u001b[39m | \u001b[39m0.1368   \u001b[39m | \u001b[39m97.59    \u001b[39m | \u001b[39m41.04    \u001b[39m | \u001b[39m10.89    \u001b[39m | \u001b[39m91.45    \u001b[39m | \u001b[39m83.82    \u001b[39m | \u001b[39m18.89    \u001b[39m | \u001b[39m0.72     \u001b[39m | \u001b[39m0.1125   \u001b[39m | \u001b[39m1.148    \u001b[39m | \u001b[39m9.447    \u001b[39m | \u001b[39m4.245    \u001b[39m | \u001b[39m25.67    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:48:18,750 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2852, R²: 0.9388\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m730      \u001b[39m | \u001b[39m-0.2852  \u001b[39m | \u001b[39m1.724e+03\u001b[39m | \u001b[39m14.6     \u001b[39m | \u001b[39m0.2261   \u001b[39m | \u001b[39m0.7025   \u001b[39m | \u001b[39m3.159    \u001b[39m | \u001b[39m3.793    \u001b[39m | \u001b[39m1.468    \u001b[39m | \u001b[39m37.92    \u001b[39m | \u001b[39m3.315    \u001b[39m | \u001b[39m3.297    \u001b[39m | \u001b[39m4.989    \u001b[39m | \u001b[39m1.01     \u001b[39m | \u001b[39m37.93    \u001b[39m | \u001b[39m8.877    \u001b[39m | \u001b[39m12.55    \u001b[39m | \u001b[39m11.26    \u001b[39m | \u001b[39m0.8967   \u001b[39m | \u001b[39m0.2249   \u001b[39m | \u001b[39m59.29    \u001b[39m | \u001b[39m33.77    \u001b[39m | \u001b[39m0.3503   \u001b[39m | \u001b[39m0.966    \u001b[39m | \u001b[39m0.9377   \u001b[39m | \u001b[39m171.1    \u001b[39m | \u001b[39m0.6915   \u001b[39m | \u001b[39m31.31    \u001b[39m | \u001b[39m93.92    \u001b[39m | \u001b[39m7.692    \u001b[39m | \u001b[39m82.62    \u001b[39m | \u001b[39m82.09    \u001b[39m | \u001b[39m5.633    \u001b[39m | \u001b[39m0.5413   \u001b[39m | \u001b[39m0.7382   \u001b[39m | \u001b[39m0.6543   \u001b[39m | \u001b[39m10.23    \u001b[39m | \u001b[39m4.63     \u001b[39m | \u001b[39m98.23    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:48:19,462 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2121, R²: 0.9661\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m731      \u001b[39m | \u001b[39m-0.2121  \u001b[39m | \u001b[39m7.855e+04\u001b[39m | \u001b[39m21.41    \u001b[39m | \u001b[39m0.1465   \u001b[39m | \u001b[39m0.5575   \u001b[39m | \u001b[39m4.616    \u001b[39m | \u001b[39m2.432    \u001b[39m | \u001b[39m2.232    \u001b[39m | \u001b[39m66.9     \u001b[39m | \u001b[39m1.479    \u001b[39m | \u001b[39m26.88    \u001b[39m | \u001b[39m4.278    \u001b[39m | \u001b[39m1.678    \u001b[39m | \u001b[39m27.3     \u001b[39m | \u001b[39m28.34    \u001b[39m | \u001b[39m29.82    \u001b[39m | \u001b[39m8.831    \u001b[39m | \u001b[39m0.7191   \u001b[39m | \u001b[39m0.07742  \u001b[39m | \u001b[39m34.43    \u001b[39m | \u001b[39m3.286    \u001b[39m | \u001b[39m0.823    \u001b[39m | \u001b[39m0.2088   \u001b[39m | \u001b[39m0.227    \u001b[39m | \u001b[39m18.99    \u001b[39m | \u001b[39m0.1208   \u001b[39m | \u001b[39m141.1    \u001b[39m | \u001b[39m6.132    \u001b[39m | \u001b[39m8.1      \u001b[39m | \u001b[39m80.11    \u001b[39m | \u001b[39m80.74    \u001b[39m | \u001b[39m11.25    \u001b[39m | \u001b[39m0.9426   \u001b[39m | \u001b[39m0.4956   \u001b[39m | \u001b[39m0.9868   \u001b[39m | \u001b[39m12.52    \u001b[39m | \u001b[39m3.449    \u001b[39m | \u001b[39m93.69    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:22,211 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.8393, R²: 0.4694\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m732      \u001b[39m | \u001b[39m-0.8393  \u001b[39m | \u001b[39m4.422e+04\u001b[39m | \u001b[39m19.5     \u001b[39m | \u001b[39m0.2491   \u001b[39m | \u001b[39m0.8213   \u001b[39m | \u001b[39m1.092    \u001b[39m | \u001b[39m4.826    \u001b[39m | \u001b[39m0.6566   \u001b[39m | \u001b[39m97.43    \u001b[39m | \u001b[39m7.109    \u001b[39m | \u001b[39m20.07    \u001b[39m | \u001b[39m3.016    \u001b[39m | \u001b[39m0.1472   \u001b[39m | \u001b[39m14.84    \u001b[39m | \u001b[39m28.08    \u001b[39m | \u001b[39m5.953    \u001b[39m | \u001b[39m7.316    \u001b[39m | \u001b[39m0.775    \u001b[39m | \u001b[39m0.2833   \u001b[39m | \u001b[39m7.082    \u001b[39m | \u001b[39m5.808    \u001b[39m | \u001b[39m0.1844   \u001b[39m | \u001b[39m0.833    \u001b[39m | \u001b[39m0.6166   \u001b[39m | \u001b[39m171.3    \u001b[39m | \u001b[39m0.4629   \u001b[39m | \u001b[39m20.42    \u001b[39m | \u001b[39m66.44    \u001b[39m | \u001b[39m14.84    \u001b[39m | \u001b[39m84.77    \u001b[39m | \u001b[39m79.11    \u001b[39m | \u001b[39m7.983    \u001b[39m | \u001b[39m0.01155  \u001b[39m | \u001b[39m0.8969   \u001b[39m | \u001b[39m2.282    \u001b[39m | \u001b[39m11.12    \u001b[39m | \u001b[39m3.114    \u001b[39m | \u001b[39m21.43    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:24,783 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.2931, R²: 0.9353\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m733      \u001b[39m | \u001b[39m-0.2931  \u001b[39m | \u001b[39m3.013e+04\u001b[39m | \u001b[39m25.64    \u001b[39m | \u001b[39m0.08207  \u001b[39m | \u001b[39m0.4213   \u001b[39m | \u001b[39m1.496    \u001b[39m | \u001b[39m3.537    \u001b[39m | \u001b[39m2.885    \u001b[39m | \u001b[39m2.242    \u001b[39m | \u001b[39m5.233    \u001b[39m | \u001b[39m12.93    \u001b[39m | \u001b[39m6.752    \u001b[39m | \u001b[39m1.569    \u001b[39m | \u001b[39m48.01    \u001b[39m | \u001b[39m22.45    \u001b[39m | \u001b[39m25.49    \u001b[39m | \u001b[39m12.43    \u001b[39m | \u001b[39m0.6818   \u001b[39m | \u001b[39m0.07774  \u001b[39m | \u001b[39m8.713    \u001b[39m | \u001b[39m12.07    \u001b[39m | \u001b[39m0.6573   \u001b[39m | \u001b[39m0.7754   \u001b[39m | \u001b[39m0.9808   \u001b[39m | \u001b[39m185.2    \u001b[39m | \u001b[39m0.9247   \u001b[39m | \u001b[39m61.58    \u001b[39m | \u001b[39m83.44    \u001b[39m | \u001b[39m18.03    \u001b[39m | \u001b[39m84.28    \u001b[39m | \u001b[39m78.66    \u001b[39m | \u001b[39m9.224    \u001b[39m | \u001b[39m0.1137   \u001b[39m | \u001b[39m0.8148   \u001b[39m | \u001b[39m1.388    \u001b[39m | \u001b[39m8.956    \u001b[39m | \u001b[39m3.634    \u001b[39m | \u001b[39m79.71    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:27,965 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0595, R²: 0.9973\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[35m734      \u001b[39m | \u001b[35m-0.05951 \u001b[39m | \u001b[35m5.355e+04\u001b[39m | \u001b[35m16.82    \u001b[39m | \u001b[35m0.2664   \u001b[39m | \u001b[35m0.5236   \u001b[39m | \u001b[35m3.185    \u001b[39m | \u001b[35m4.505    \u001b[39m | \u001b[35m2.25     \u001b[39m | \u001b[35m52.57    \u001b[39m | \u001b[35m6.567    \u001b[39m | \u001b[35m28.35    \u001b[39m | \u001b[35m7.784    \u001b[39m | \u001b[35m1.235    \u001b[39m | \u001b[35m40.17    \u001b[39m | \u001b[35m27.96    \u001b[39m | \u001b[35m6.914    \u001b[39m | \u001b[35m11.26    \u001b[39m | \u001b[35m0.8645   \u001b[39m | \u001b[35m0.1933   \u001b[39m | \u001b[35m97.69    \u001b[39m | \u001b[35m16.56    \u001b[39m | \u001b[35m0.8634   \u001b[39m | \u001b[35m0.1827   \u001b[39m | \u001b[35m0.7123   \u001b[39m | \u001b[35m44.03    \u001b[39m | \u001b[35m0.09719  \u001b[39m | \u001b[35m187.9    \u001b[39m | \u001b[35m1.797    \u001b[39m | \u001b[35m15.87    \u001b[39m | \u001b[35m81.94    \u001b[39m | \u001b[35m81.66    \u001b[39m | \u001b[35m21.24    \u001b[39m | \u001b[35m0.7098   \u001b[39m | \u001b[35m0.1117   \u001b[39m | \u001b[35m1.63     \u001b[39m | \u001b[35m9.618    \u001b[39m | \u001b[35m1.608    \u001b[39m | \u001b[35m67.61    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:28,891 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2037, R²: 0.9687\n"
     ]
    },
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      "| \u001b[39m735      \u001b[39m | \u001b[39m-0.2037  \u001b[39m | \u001b[39m5.288e+04\u001b[39m | \u001b[39m27.19    \u001b[39m | \u001b[39m0.2574   \u001b[39m | \u001b[39m0.2491   \u001b[39m | \u001b[39m2.474    \u001b[39m | \u001b[39m4.942    \u001b[39m | \u001b[39m0.6969   \u001b[39m | \u001b[39m51.9     \u001b[39m | \u001b[39m8.619    \u001b[39m | \u001b[39m11.11    \u001b[39m | \u001b[39m2.519    \u001b[39m | \u001b[39m1.774    \u001b[39m | \u001b[39m16.5     \u001b[39m | \u001b[39m25.45    \u001b[39m | \u001b[39m16.77    \u001b[39m | \u001b[39m9.391    \u001b[39m | \u001b[39m0.9168   \u001b[39m | \u001b[39m0.1343   \u001b[39m | \u001b[39m69.55    \u001b[39m | \u001b[39m14.24    \u001b[39m | \u001b[39m0.05558  \u001b[39m | \u001b[39m0.03265  \u001b[39m | \u001b[39m0.7943   \u001b[39m | \u001b[39m129.7    \u001b[39m | \u001b[39m0.5024   \u001b[39m | \u001b[39m91.72    \u001b[39m | \u001b[39m32.62    \u001b[39m | \u001b[39m18.96    \u001b[39m | \u001b[39m85.8     \u001b[39m | \u001b[39m78.19    \u001b[39m | \u001b[39m21.02    \u001b[39m | \u001b[39m0.2804   \u001b[39m | \u001b[39m0.5066   \u001b[39m | \u001b[39m2.251    \u001b[39m | \u001b[39m7.371    \u001b[39m | \u001b[39m1.592    \u001b[39m | \u001b[39m49.65    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:48:31,770 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1540, R²: -0.0031\n"
     ]
    },
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      "| \u001b[39m736      \u001b[39m | \u001b[39m-1.154   \u001b[39m | \u001b[39m5.952e+04\u001b[39m | \u001b[39m43.87    \u001b[39m | \u001b[39m0.2672   \u001b[39m | \u001b[39m0.9006   \u001b[39m | \u001b[39m2.313    \u001b[39m | \u001b[39m2.772    \u001b[39m | \u001b[39m1.53     \u001b[39m | \u001b[39m5.801    \u001b[39m | \u001b[39m1.235    \u001b[39m | \u001b[39m34.17    \u001b[39m | \u001b[39m9.829    \u001b[39m | \u001b[39m1.067    \u001b[39m | \u001b[39m37.9     \u001b[39m | \u001b[39m19.11    \u001b[39m | \u001b[39m25.24    \u001b[39m | \u001b[39m8.776    \u001b[39m | \u001b[39m0.6838   \u001b[39m | \u001b[39m0.1507   \u001b[39m | \u001b[39m95.8     \u001b[39m | \u001b[39m19.77    \u001b[39m | \u001b[39m0.9306   \u001b[39m | \u001b[39m0.5386   \u001b[39m | \u001b[39m0.6891   \u001b[39m | \u001b[39m192.5    \u001b[39m | \u001b[39m0.335    \u001b[39m | \u001b[39m198.1    \u001b[39m | \u001b[39m19.43    \u001b[39m | \u001b[39m7.321    \u001b[39m | \u001b[39m92.86    \u001b[39m | \u001b[39m93.08    \u001b[39m | \u001b[39m8.094    \u001b[39m | \u001b[39m0.8881   \u001b[39m | \u001b[39m0.4604   \u001b[39m | \u001b[39m2.98     \u001b[39m | \u001b[39m8.01     \u001b[39m | \u001b[39m2.719    \u001b[39m | \u001b[39m33.74    \u001b[39m |\n"
     ]
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      "2025-04-09 17:48:32,622 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.9020, R²: 0.3871\n"
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      "| \u001b[39m737      \u001b[39m | \u001b[39m-0.902   \u001b[39m | \u001b[39m5.414e+04\u001b[39m | \u001b[39m29.73    \u001b[39m | \u001b[39m0.2748   \u001b[39m | \u001b[39m0.3937   \u001b[39m | \u001b[39m4.457    \u001b[39m | \u001b[39m3.177    \u001b[39m | \u001b[39m2.326    \u001b[39m | \u001b[39m42.08    \u001b[39m | \u001b[39m4.403    \u001b[39m | \u001b[39m26.5     \u001b[39m | \u001b[39m6.061    \u001b[39m | \u001b[39m0.2521   \u001b[39m | \u001b[39m36.06    \u001b[39m | \u001b[39m28.96    \u001b[39m | \u001b[39m10.17    \u001b[39m | \u001b[39m8.175    \u001b[39m | \u001b[39m0.887    \u001b[39m | \u001b[39m0.2578   \u001b[39m | \u001b[39m83.92    \u001b[39m | \u001b[39m23.54    \u001b[39m | \u001b[39m0.04856  \u001b[39m | \u001b[39m0.8195   \u001b[39m | \u001b[39m0.9218   \u001b[39m | \u001b[39m161.0    \u001b[39m | \u001b[39m0.4888   \u001b[39m | \u001b[39m96.42    \u001b[39m | \u001b[39m95.44    \u001b[39m | \u001b[39m10.99    \u001b[39m | \u001b[39m85.24    \u001b[39m | \u001b[39m90.52    \u001b[39m | \u001b[39m10.76    \u001b[39m | \u001b[39m0.5335   \u001b[39m | \u001b[39m0.4631   \u001b[39m | \u001b[39m2.66     \u001b[39m | \u001b[39m8.341    \u001b[39m | \u001b[39m1.701    \u001b[39m | \u001b[39m94.97    \u001b[39m |\n"
     ]
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      "2025-04-09 17:48:33,524 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.8843, R²: 0.4110\n"
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      "| \u001b[39m738      \u001b[39m | \u001b[39m-0.8843  \u001b[39m | \u001b[39m1.446e+03\u001b[39m | \u001b[39m34.44    \u001b[39m | \u001b[39m0.2369   \u001b[39m | \u001b[39m0.5213   \u001b[39m | \u001b[39m1.489    \u001b[39m | \u001b[39m1.969    \u001b[39m | \u001b[39m0.7756   \u001b[39m | \u001b[39m5.418    \u001b[39m | \u001b[39m1.835    \u001b[39m | \u001b[39m19.27    \u001b[39m | \u001b[39m6.518    \u001b[39m | \u001b[39m2.056    \u001b[39m | \u001b[39m2.447    \u001b[39m | \u001b[39m23.82    \u001b[39m | \u001b[39m12.06    \u001b[39m | \u001b[39m7.728    \u001b[39m | \u001b[39m0.7542   \u001b[39m | \u001b[39m0.09721  \u001b[39m | \u001b[39m27.58    \u001b[39m | \u001b[39m1.545    \u001b[39m | \u001b[39m0.4475   \u001b[39m | \u001b[39m0.4171   \u001b[39m | \u001b[39m0.664    \u001b[39m | \u001b[39m100.4    \u001b[39m | \u001b[39m0.329    \u001b[39m | \u001b[39m143.1    \u001b[39m | \u001b[39m49.12    \u001b[39m | \u001b[39m17.84    \u001b[39m | \u001b[39m85.09    \u001b[39m | \u001b[39m87.9     \u001b[39m | \u001b[39m12.73    \u001b[39m | \u001b[39m0.337    \u001b[39m | \u001b[39m0.01502  \u001b[39m | \u001b[39m2.865    \u001b[39m | \u001b[39m11.88    \u001b[39m | \u001b[39m4.772    \u001b[39m | \u001b[39m51.97    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:48:34,386 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.4338, R²: 0.8583\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m739      \u001b[39m | \u001b[39m-0.4338  \u001b[39m | \u001b[39m1.125e+04\u001b[39m | \u001b[39m24.36    \u001b[39m | \u001b[39m0.1547   \u001b[39m | \u001b[39m0.1899   \u001b[39m | \u001b[39m4.962    \u001b[39m | \u001b[39m4.574    \u001b[39m | \u001b[39m0.6767   \u001b[39m | \u001b[39m76.96    \u001b[39m | \u001b[39m5.704    \u001b[39m | \u001b[39m36.15    \u001b[39m | \u001b[39m2.357    \u001b[39m | \u001b[39m1.394    \u001b[39m | \u001b[39m28.27    \u001b[39m | \u001b[39m5.191    \u001b[39m | \u001b[39m27.14    \u001b[39m | \u001b[39m7.195    \u001b[39m | \u001b[39m0.7487   \u001b[39m | \u001b[39m0.32     \u001b[39m | \u001b[39m42.07    \u001b[39m | \u001b[39m14.64    \u001b[39m | \u001b[39m0.2436   \u001b[39m | \u001b[39m0.1017   \u001b[39m | \u001b[39m0.7849   \u001b[39m | \u001b[39m31.99    \u001b[39m | \u001b[39m0.3981   \u001b[39m | \u001b[39m55.6     \u001b[39m | \u001b[39m51.73    \u001b[39m | \u001b[39m7.218    \u001b[39m | \u001b[39m89.63    \u001b[39m | \u001b[39m81.61    \u001b[39m | \u001b[39m11.51    \u001b[39m | \u001b[39m0.1299   \u001b[39m | \u001b[39m0.7538   \u001b[39m | \u001b[39m1.836    \u001b[39m | \u001b[39m12.64    \u001b[39m | \u001b[39m4.033    \u001b[39m | \u001b[39m6.664    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:36,973 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.1739, R²: 0.9772\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m740      \u001b[39m | \u001b[39m-0.1739  \u001b[39m | \u001b[39m1.252e+04\u001b[39m | \u001b[39m48.04    \u001b[39m | \u001b[39m0.1604   \u001b[39m | \u001b[39m0.1914   \u001b[39m | \u001b[39m4.486    \u001b[39m | \u001b[39m1.053    \u001b[39m | \u001b[39m2.192    \u001b[39m | \u001b[39m60.84    \u001b[39m | \u001b[39m2.356    \u001b[39m | \u001b[39m46.47    \u001b[39m | \u001b[39m0.1087   \u001b[39m | \u001b[39m0.2991   \u001b[39m | \u001b[39m13.28    \u001b[39m | \u001b[39m5.2      \u001b[39m | \u001b[39m11.15    \u001b[39m | \u001b[39m11.17    \u001b[39m | \u001b[39m0.9606   \u001b[39m | \u001b[39m0.3626   \u001b[39m | \u001b[39m20.24    \u001b[39m | \u001b[39m29.82    \u001b[39m | \u001b[39m0.8503   \u001b[39m | \u001b[39m0.4394   \u001b[39m | \u001b[39m0.06451  \u001b[39m | \u001b[39m13.4     \u001b[39m | \u001b[39m0.4685   \u001b[39m | \u001b[39m188.4    \u001b[39m | \u001b[39m2.374    \u001b[39m | \u001b[39m10.91    \u001b[39m | \u001b[39m84.32    \u001b[39m | \u001b[39m76.43    \u001b[39m | \u001b[39m16.73    \u001b[39m | \u001b[39m0.7177   \u001b[39m | \u001b[39m0.4993   \u001b[39m | \u001b[39m2.537    \u001b[39m | \u001b[39m9.457    \u001b[39m | \u001b[39m3.476    \u001b[39m | \u001b[39m57.85    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:37,855 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.4484, R²: 0.8486\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m741      \u001b[39m | \u001b[39m-0.4484  \u001b[39m | \u001b[39m4.795e+03\u001b[39m | \u001b[39m48.67    \u001b[39m | \u001b[39m0.1933   \u001b[39m | \u001b[39m0.07961  \u001b[39m | \u001b[39m1.236    \u001b[39m | \u001b[39m1.659    \u001b[39m | \u001b[39m0.6404   \u001b[39m | \u001b[39m64.59    \u001b[39m | \u001b[39m5.196    \u001b[39m | \u001b[39m13.33    \u001b[39m | \u001b[39m5.451    \u001b[39m | \u001b[39m0.68     \u001b[39m | \u001b[39m20.75    \u001b[39m | \u001b[39m22.56    \u001b[39m | \u001b[39m17.56    \u001b[39m | \u001b[39m12.63    \u001b[39m | \u001b[39m0.8599   \u001b[39m | \u001b[39m0.3988   \u001b[39m | \u001b[39m12.19    \u001b[39m | \u001b[39m23.69    \u001b[39m | \u001b[39m0.7565   \u001b[39m | \u001b[39m0.02368  \u001b[39m | \u001b[39m0.7709   \u001b[39m | \u001b[39m192.3    \u001b[39m | \u001b[39m0.5661   \u001b[39m | \u001b[39m180.6    \u001b[39m | \u001b[39m43.23    \u001b[39m | \u001b[39m6.749    \u001b[39m | \u001b[39m81.46    \u001b[39m | \u001b[39m93.02    \u001b[39m | \u001b[39m23.58    \u001b[39m | \u001b[39m0.01262  \u001b[39m | \u001b[39m0.5197   \u001b[39m | \u001b[39m2.975    \u001b[39m | \u001b[39m9.344    \u001b[39m | \u001b[39m1.902    \u001b[39m | \u001b[39m8.8      \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:38,648 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.1502, R²: 0.9830\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m742      \u001b[39m | \u001b[39m-0.1502  \u001b[39m | \u001b[39m9.529e+04\u001b[39m | \u001b[39m31.64    \u001b[39m | \u001b[39m0.02475  \u001b[39m | \u001b[39m0.2889   \u001b[39m | \u001b[39m2.286    \u001b[39m | \u001b[39m1.599    \u001b[39m | \u001b[39m1.225    \u001b[39m | \u001b[39m38.18    \u001b[39m | \u001b[39m3.792    \u001b[39m | \u001b[39m40.9     \u001b[39m | \u001b[39m7.614    \u001b[39m | \u001b[39m1.232    \u001b[39m | \u001b[39m37.94    \u001b[39m | \u001b[39m25.07    \u001b[39m | \u001b[39m12.5     \u001b[39m | \u001b[39m9.742    \u001b[39m | \u001b[39m0.9854   \u001b[39m | \u001b[39m0.3457   \u001b[39m | \u001b[39m12.38    \u001b[39m | \u001b[39m30.33    \u001b[39m | \u001b[39m0.8005   \u001b[39m | \u001b[39m0.9822   \u001b[39m | \u001b[39m0.3105   \u001b[39m | \u001b[39m162.5    \u001b[39m | \u001b[39m0.3879   \u001b[39m | \u001b[39m175.8    \u001b[39m | \u001b[39m1.359    \u001b[39m | \u001b[39m5.189    \u001b[39m | \u001b[39m88.42    \u001b[39m | \u001b[39m91.41    \u001b[39m | \u001b[39m8.05     \u001b[39m | \u001b[39m0.4018   \u001b[39m | \u001b[39m0.4068   \u001b[39m | \u001b[39m0.3472   \u001b[39m | \u001b[39m11.8     \u001b[39m | \u001b[39m3.552    \u001b[39m | \u001b[39m24.42    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:39,574 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7569, R²: 0.5684\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m743      \u001b[39m | \u001b[39m-0.7569  \u001b[39m | \u001b[39m6.581e+04\u001b[39m | \u001b[39m49.76    \u001b[39m | \u001b[39m0.2462   \u001b[39m | \u001b[39m0.6742   \u001b[39m | \u001b[39m3.037    \u001b[39m | \u001b[39m2.41     \u001b[39m | \u001b[39m1.263    \u001b[39m | \u001b[39m37.32    \u001b[39m | \u001b[39m5.593    \u001b[39m | \u001b[39m39.22    \u001b[39m | \u001b[39m6.785    \u001b[39m | \u001b[39m0.468    \u001b[39m | \u001b[39m37.09    \u001b[39m | \u001b[39m22.53    \u001b[39m | \u001b[39m8.403    \u001b[39m | \u001b[39m10.56    \u001b[39m | \u001b[39m0.7864   \u001b[39m | \u001b[39m0.04614  \u001b[39m | \u001b[39m26.56    \u001b[39m | \u001b[39m33.37    \u001b[39m | \u001b[39m0.8186   \u001b[39m | \u001b[39m0.3742   \u001b[39m | \u001b[39m0.2622   \u001b[39m | \u001b[39m34.35    \u001b[39m | \u001b[39m0.402    \u001b[39m | \u001b[39m167.7    \u001b[39m | \u001b[39m25.22    \u001b[39m | \u001b[39m13.94    \u001b[39m | \u001b[39m88.13    \u001b[39m | \u001b[39m91.64    \u001b[39m | \u001b[39m17.1     \u001b[39m | \u001b[39m0.5799   \u001b[39m | \u001b[39m0.6793   \u001b[39m | \u001b[39m1.049    \u001b[39m | \u001b[39m10.52    \u001b[39m | \u001b[39m1.138    \u001b[39m | \u001b[39m28.92    \u001b[39m |\n"
     ]
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     "output_type": "stream",
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      "2025-04-09 17:48:40,504 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8470, R²: 0.4596\n"
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    },
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      "| \u001b[39m744      \u001b[39m | \u001b[39m-0.847   \u001b[39m | \u001b[39m6.649e+04\u001b[39m | \u001b[39m16.83    \u001b[39m | \u001b[39m0.2177   \u001b[39m | \u001b[39m0.07255  \u001b[39m | \u001b[39m3.13     \u001b[39m | \u001b[39m3.524    \u001b[39m | \u001b[39m0.2357   \u001b[39m | \u001b[39m33.36    \u001b[39m | \u001b[39m1.299    \u001b[39m | \u001b[39m39.64    \u001b[39m | \u001b[39m5.262    \u001b[39m | \u001b[39m2.316    \u001b[39m | \u001b[39m21.39    \u001b[39m | \u001b[39m13.69    \u001b[39m | \u001b[39m15.05    \u001b[39m | \u001b[39m8.455    \u001b[39m | \u001b[39m0.7304   \u001b[39m | \u001b[39m0.2646   \u001b[39m | \u001b[39m31.33    \u001b[39m | \u001b[39m4.866    \u001b[39m | \u001b[39m0.03365  \u001b[39m | \u001b[39m0.1232   \u001b[39m | \u001b[39m0.4717   \u001b[39m | \u001b[39m95.34    \u001b[39m | \u001b[39m0.2422   \u001b[39m | \u001b[39m158.6    \u001b[39m | \u001b[39m95.59    \u001b[39m | \u001b[39m15.13    \u001b[39m | \u001b[39m94.97    \u001b[39m | \u001b[39m86.35    \u001b[39m | \u001b[39m15.82    \u001b[39m | \u001b[39m0.5023   \u001b[39m | \u001b[39m0.599    \u001b[39m | \u001b[39m0.4413   \u001b[39m | \u001b[39m10.93    \u001b[39m | \u001b[39m3.26     \u001b[39m | \u001b[39m35.29    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:48:42,857 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4425, R²: 0.8525\n"
     ]
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      "| \u001b[39m745      \u001b[39m | \u001b[39m-0.4425  \u001b[39m | \u001b[39m4.817e+04\u001b[39m | \u001b[39m13.96    \u001b[39m | \u001b[39m0.2346   \u001b[39m | \u001b[39m0.444    \u001b[39m | \u001b[39m3.752    \u001b[39m | \u001b[39m2.624    \u001b[39m | \u001b[39m1.646    \u001b[39m | \u001b[39m83.77    \u001b[39m | \u001b[39m1.68     \u001b[39m | \u001b[39m29.16    \u001b[39m | \u001b[39m7.385    \u001b[39m | \u001b[39m3.162    \u001b[39m | \u001b[39m14.34    \u001b[39m | \u001b[39m6.408    \u001b[39m | \u001b[39m6.06     \u001b[39m | \u001b[39m10.4     \u001b[39m | \u001b[39m0.8266   \u001b[39m | \u001b[39m0.2388   \u001b[39m | \u001b[39m29.02    \u001b[39m | \u001b[39m23.35    \u001b[39m | \u001b[39m0.6757   \u001b[39m | \u001b[39m0.4893   \u001b[39m | \u001b[39m0.3505   \u001b[39m | \u001b[39m181.3    \u001b[39m | \u001b[39m0.8774   \u001b[39m | \u001b[39m15.73    \u001b[39m | \u001b[39m89.97    \u001b[39m | \u001b[39m5.485    \u001b[39m | \u001b[39m85.09    \u001b[39m | \u001b[39m93.03    \u001b[39m | \u001b[39m14.83    \u001b[39m | \u001b[39m0.3757   \u001b[39m | \u001b[39m0.9201   \u001b[39m | \u001b[39m0.574    \u001b[39m | \u001b[39m9.234    \u001b[39m | \u001b[39m4.888    \u001b[39m | \u001b[39m39.77    \u001b[39m |\n"
     ]
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      "2025-04-09 17:48:43,734 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.8484, R²: 0.4578\n"
     ]
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      "| \u001b[39m746      \u001b[39m | \u001b[39m-0.8484  \u001b[39m | \u001b[39m4.882e+04\u001b[39m | \u001b[39m45.11    \u001b[39m | \u001b[39m0.2523   \u001b[39m | \u001b[39m0.1603   \u001b[39m | \u001b[39m2.909    \u001b[39m | \u001b[39m2.399    \u001b[39m | \u001b[39m0.422    \u001b[39m | \u001b[39m33.96    \u001b[39m | \u001b[39m3.465    \u001b[39m | \u001b[39m21.94    \u001b[39m | \u001b[39m5.081    \u001b[39m | \u001b[39m1.289    \u001b[39m | \u001b[39m31.78    \u001b[39m | \u001b[39m24.12    \u001b[39m | \u001b[39m5.234    \u001b[39m | \u001b[39m10.89    \u001b[39m | \u001b[39m0.9867   \u001b[39m | \u001b[39m0.1885   \u001b[39m | \u001b[39m64.23    \u001b[39m | \u001b[39m10.06    \u001b[39m | \u001b[39m0.6946   \u001b[39m | \u001b[39m0.8324   \u001b[39m | \u001b[39m0.8698   \u001b[39m | \u001b[39m69.42    \u001b[39m | \u001b[39m0.8616   \u001b[39m | \u001b[39m73.05    \u001b[39m | \u001b[39m70.63    \u001b[39m | \u001b[39m15.97    \u001b[39m | \u001b[39m82.59    \u001b[39m | \u001b[39m77.18    \u001b[39m | \u001b[39m6.044    \u001b[39m | \u001b[39m0.737    \u001b[39m | \u001b[39m0.442    \u001b[39m | \u001b[39m1.586    \u001b[39m | \u001b[39m9.194    \u001b[39m | \u001b[39m1.832    \u001b[39m | \u001b[39m89.04    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:48:46,053 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.7433, R²: 0.5838\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m747      \u001b[39m | \u001b[39m-0.7433  \u001b[39m | \u001b[39m5.514e+04\u001b[39m | \u001b[39m45.59    \u001b[39m | \u001b[39m0.02022  \u001b[39m | \u001b[39m0.8642   \u001b[39m | \u001b[39m2.671    \u001b[39m | \u001b[39m4.963    \u001b[39m | \u001b[39m0.4772   \u001b[39m | \u001b[39m85.16    \u001b[39m | \u001b[39m6.0      \u001b[39m | \u001b[39m25.34    \u001b[39m | \u001b[39m3.542    \u001b[39m | \u001b[39m2.376    \u001b[39m | \u001b[39m48.1     \u001b[39m | \u001b[39m5.548    \u001b[39m | \u001b[39m6.686    \u001b[39m | \u001b[39m10.65    \u001b[39m | \u001b[39m0.9178   \u001b[39m | \u001b[39m0.1656   \u001b[39m | \u001b[39m96.73    \u001b[39m | \u001b[39m12.93    \u001b[39m | \u001b[39m0.8537   \u001b[39m | \u001b[39m0.9766   \u001b[39m | \u001b[39m0.8836   \u001b[39m | \u001b[39m189.3    \u001b[39m | \u001b[39m0.04651  \u001b[39m | \u001b[39m47.49    \u001b[39m | \u001b[39m11.42    \u001b[39m | \u001b[39m8.552    \u001b[39m | \u001b[39m80.36    \u001b[39m | \u001b[39m77.84    \u001b[39m | \u001b[39m10.9     \u001b[39m | \u001b[39m0.05344  \u001b[39m | \u001b[39m0.609    \u001b[39m | \u001b[39m2.236    \u001b[39m | \u001b[39m9.687    \u001b[39m | \u001b[39m2.843    \u001b[39m | \u001b[39m79.12    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:48:46,806 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m748      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m7.396e+04\u001b[39m | \u001b[39m22.44    \u001b[39m | \u001b[39m0.1618   \u001b[39m | \u001b[39m0.542    \u001b[39m | \u001b[39m1.684    \u001b[39m | \u001b[39m3.37     \u001b[39m | \u001b[39m1.432    \u001b[39m | \u001b[39m28.83    \u001b[39m | \u001b[39m5.847    \u001b[39m | \u001b[39m41.98    \u001b[39m | \u001b[39m4.779    \u001b[39m | \u001b[39m0.1576   \u001b[39m | \u001b[39m26.76    \u001b[39m | \u001b[39m3.867    \u001b[39m | \u001b[39m12.65    \u001b[39m | \u001b[39m7.566    \u001b[39m | \u001b[39m0.8397   \u001b[39m | \u001b[39m0.3598   \u001b[39m | \u001b[39m97.05    \u001b[39m | \u001b[39m1.058    \u001b[39m | \u001b[39m0.03257  \u001b[39m | \u001b[39m0.1179   \u001b[39m | \u001b[39m0.1825   \u001b[39m | \u001b[39m110.4    \u001b[39m | \u001b[39m0.545    \u001b[39m | \u001b[39m74.96    \u001b[39m | \u001b[39m28.19    \u001b[39m | \u001b[39m5.235    \u001b[39m | \u001b[39m86.69    \u001b[39m | \u001b[39m94.61    \u001b[39m | \u001b[39m15.14    \u001b[39m | \u001b[39m0.8684   \u001b[39m | \u001b[39m0.2913   \u001b[39m | \u001b[39m2.915    \u001b[39m | \u001b[39m10.66    \u001b[39m | \u001b[39m1.216    \u001b[39m | \u001b[39m15.14    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:48:49,074 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.2969, R²: 0.9336\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m749      \u001b[39m | \u001b[39m-0.2969  \u001b[39m | \u001b[39m1.747e+04\u001b[39m | \u001b[39m49.0     \u001b[39m | \u001b[39m0.05533  \u001b[39m | \u001b[39m0.4818   \u001b[39m | \u001b[39m3.72     \u001b[39m | \u001b[39m1.383    \u001b[39m | \u001b[39m1.48     \u001b[39m | \u001b[39m24.12    \u001b[39m | \u001b[39m6.979    \u001b[39m | \u001b[39m33.2     \u001b[39m | \u001b[39m5.33     \u001b[39m | \u001b[39m2.671    \u001b[39m | \u001b[39m4.165    \u001b[39m | \u001b[39m12.39    \u001b[39m | \u001b[39m26.97    \u001b[39m | \u001b[39m10.9     \u001b[39m | \u001b[39m0.623    \u001b[39m | \u001b[39m0.3662   \u001b[39m | \u001b[39m50.08    \u001b[39m | \u001b[39m4.256    \u001b[39m | \u001b[39m0.4575   \u001b[39m | \u001b[39m0.0243   \u001b[39m | \u001b[39m0.4333   \u001b[39m | \u001b[39m10.95    \u001b[39m | \u001b[39m0.4414   \u001b[39m | \u001b[39m188.4    \u001b[39m | \u001b[39m41.14    \u001b[39m | \u001b[39m10.09    \u001b[39m | \u001b[39m86.27    \u001b[39m | \u001b[39m86.79    \u001b[39m | \u001b[39m14.55    \u001b[39m | \u001b[39m0.03154  \u001b[39m | \u001b[39m0.6034   \u001b[39m | \u001b[39m1.432    \u001b[39m | \u001b[39m10.51    \u001b[39m | \u001b[39m4.591    \u001b[39m | \u001b[39m3.94     \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:51,544 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8504, R²: 0.4553\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m750      \u001b[39m | \u001b[39m-0.8504  \u001b[39m | \u001b[39m1.422e+04\u001b[39m | \u001b[39m22.78    \u001b[39m | \u001b[39m0.1664   \u001b[39m | \u001b[39m0.7143   \u001b[39m | \u001b[39m2.782    \u001b[39m | \u001b[39m2.384    \u001b[39m | \u001b[39m2.63     \u001b[39m | \u001b[39m54.36    \u001b[39m | \u001b[39m8.343    \u001b[39m | \u001b[39m49.98    \u001b[39m | \u001b[39m4.58     \u001b[39m | \u001b[39m1.209    \u001b[39m | \u001b[39m40.21    \u001b[39m | \u001b[39m19.15    \u001b[39m | \u001b[39m13.93    \u001b[39m | \u001b[39m9.229    \u001b[39m | \u001b[39m0.7171   \u001b[39m | \u001b[39m0.2276   \u001b[39m | \u001b[39m2.291    \u001b[39m | \u001b[39m5.363    \u001b[39m | \u001b[39m0.09616  \u001b[39m | \u001b[39m0.9297   \u001b[39m | \u001b[39m0.8796   \u001b[39m | \u001b[39m192.9    \u001b[39m | \u001b[39m0.1268   \u001b[39m | \u001b[39m17.23    \u001b[39m | \u001b[39m85.31    \u001b[39m | \u001b[39m17.0     \u001b[39m | \u001b[39m89.49    \u001b[39m | \u001b[39m87.49    \u001b[39m | \u001b[39m15.47    \u001b[39m | \u001b[39m0.2095   \u001b[39m | \u001b[39m0.5416   \u001b[39m | \u001b[39m2.815    \u001b[39m | \u001b[39m7.324    \u001b[39m | \u001b[39m3.163    \u001b[39m | \u001b[39m63.55    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:52,260 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.1800, R²: 0.9756\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m751      \u001b[39m | \u001b[39m-0.18    \u001b[39m | \u001b[39m7.815e+03\u001b[39m | \u001b[39m44.4     \u001b[39m | \u001b[39m0.1787   \u001b[39m | \u001b[39m0.2238   \u001b[39m | \u001b[39m2.677    \u001b[39m | \u001b[39m2.916    \u001b[39m | \u001b[39m2.726    \u001b[39m | \u001b[39m74.33    \u001b[39m | \u001b[39m1.357    \u001b[39m | \u001b[39m36.17    \u001b[39m | \u001b[39m1.629    \u001b[39m | \u001b[39m0.781    \u001b[39m | \u001b[39m15.19    \u001b[39m | \u001b[39m2.267    \u001b[39m | \u001b[39m7.937    \u001b[39m | \u001b[39m9.495    \u001b[39m | \u001b[39m0.7277   \u001b[39m | \u001b[39m0.3321   \u001b[39m | \u001b[39m22.32    \u001b[39m | \u001b[39m3.08     \u001b[39m | \u001b[39m0.9237   \u001b[39m | \u001b[39m0.627    \u001b[39m | \u001b[39m0.01383  \u001b[39m | \u001b[39m120.4    \u001b[39m | \u001b[39m0.2902   \u001b[39m | \u001b[39m138.7    \u001b[39m | \u001b[39m2.739    \u001b[39m | \u001b[39m16.35    \u001b[39m | \u001b[39m89.84    \u001b[39m | \u001b[39m82.15    \u001b[39m | \u001b[39m15.33    \u001b[39m | \u001b[39m0.4192   \u001b[39m | \u001b[39m0.07698  \u001b[39m | \u001b[39m1.918    \u001b[39m | \u001b[39m10.61    \u001b[39m | \u001b[39m3.081    \u001b[39m | \u001b[39m30.84    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:54,623 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2725, R²: 0.9441\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m752      \u001b[39m | \u001b[39m-0.2725  \u001b[39m | \u001b[39m7.098e+04\u001b[39m | \u001b[39m22.66    \u001b[39m | \u001b[39m0.2675   \u001b[39m | \u001b[39m0.114    \u001b[39m | \u001b[39m2.036    \u001b[39m | \u001b[39m2.432    \u001b[39m | \u001b[39m0.7755   \u001b[39m | \u001b[39m9.935    \u001b[39m | \u001b[39m3.687    \u001b[39m | \u001b[39m25.72    \u001b[39m | \u001b[39m1.282    \u001b[39m | \u001b[39m3.69     \u001b[39m | \u001b[39m33.0     \u001b[39m | \u001b[39m2.22     \u001b[39m | \u001b[39m18.45    \u001b[39m | \u001b[39m7.063    \u001b[39m | \u001b[39m0.6419   \u001b[39m | \u001b[39m0.09444  \u001b[39m | \u001b[39m20.03    \u001b[39m | \u001b[39m34.32    \u001b[39m | \u001b[39m0.8204   \u001b[39m | \u001b[39m0.2906   \u001b[39m | \u001b[39m0.2096   \u001b[39m | \u001b[39m11.48    \u001b[39m | \u001b[39m0.0372   \u001b[39m | \u001b[39m19.41    \u001b[39m | \u001b[39m69.87    \u001b[39m | \u001b[39m16.82    \u001b[39m | \u001b[39m90.46    \u001b[39m | \u001b[39m77.3     \u001b[39m | \u001b[39m21.29    \u001b[39m | \u001b[39m0.01071  \u001b[39m | \u001b[39m0.3483   \u001b[39m | \u001b[39m2.107    \u001b[39m | \u001b[39m10.1     \u001b[39m | \u001b[39m3.924    \u001b[39m | \u001b[39m37.08    \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:48:57,399 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1369, R²: 0.0264\n"
     ]
    },
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      "| \u001b[39m753      \u001b[39m | \u001b[39m-1.137   \u001b[39m | \u001b[39m9.945e+04\u001b[39m | \u001b[39m34.39    \u001b[39m | \u001b[39m0.1775   \u001b[39m | \u001b[39m0.5427   \u001b[39m | \u001b[39m1.531    \u001b[39m | \u001b[39m3.747    \u001b[39m | \u001b[39m2.0      \u001b[39m | \u001b[39m84.94    \u001b[39m | \u001b[39m4.115    \u001b[39m | \u001b[39m44.38    \u001b[39m | \u001b[39m8.501    \u001b[39m | \u001b[39m2.062    \u001b[39m | \u001b[39m13.29    \u001b[39m | \u001b[39m20.23    \u001b[39m | \u001b[39m24.74    \u001b[39m | \u001b[39m8.508    \u001b[39m | \u001b[39m0.9634   \u001b[39m | \u001b[39m0.181    \u001b[39m | \u001b[39m58.94    \u001b[39m | \u001b[39m18.85    \u001b[39m | \u001b[39m0.7981   \u001b[39m | \u001b[39m0.2793   \u001b[39m | \u001b[39m0.8183   \u001b[39m | \u001b[39m194.1    \u001b[39m | \u001b[39m0.214    \u001b[39m | \u001b[39m185.1    \u001b[39m | \u001b[39m45.87    \u001b[39m | \u001b[39m14.08    \u001b[39m | \u001b[39m94.01    \u001b[39m | \u001b[39m87.16    \u001b[39m | \u001b[39m8.324    \u001b[39m | \u001b[39m0.1714   \u001b[39m | \u001b[39m0.3814   \u001b[39m | \u001b[39m0.6315   \u001b[39m | \u001b[39m9.942    \u001b[39m | \u001b[39m3.654    \u001b[39m | \u001b[39m73.38    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:49:00,574 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.4313, R²: 0.8599\n"
     ]
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      "| \u001b[39m754      \u001b[39m | \u001b[39m-0.4313  \u001b[39m | \u001b[39m2.168e+04\u001b[39m | \u001b[39m39.47    \u001b[39m | \u001b[39m0.2589   \u001b[39m | \u001b[39m0.4357   \u001b[39m | \u001b[39m1.777    \u001b[39m | \u001b[39m3.806    \u001b[39m | \u001b[39m2.551    \u001b[39m | \u001b[39m68.64    \u001b[39m | \u001b[39m5.734    \u001b[39m | \u001b[39m3.023    \u001b[39m | \u001b[39m4.455    \u001b[39m | \u001b[39m1.437    \u001b[39m | \u001b[39m16.5     \u001b[39m | \u001b[39m16.15    \u001b[39m | \u001b[39m22.28    \u001b[39m | \u001b[39m8.649    \u001b[39m | \u001b[39m0.8233   \u001b[39m | \u001b[39m0.25     \u001b[39m | \u001b[39m38.18    \u001b[39m | \u001b[39m15.27    \u001b[39m | \u001b[39m0.2559   \u001b[39m | \u001b[39m0.9994   \u001b[39m | \u001b[39m0.7554   \u001b[39m | \u001b[39m194.1    \u001b[39m | \u001b[39m0.6671   \u001b[39m | \u001b[39m189.4    \u001b[39m | \u001b[39m50.73    \u001b[39m | \u001b[39m7.162    \u001b[39m | \u001b[39m87.25    \u001b[39m | \u001b[39m76.96    \u001b[39m | \u001b[39m7.306    \u001b[39m | \u001b[39m0.2965   \u001b[39m | \u001b[39m0.444    \u001b[39m | \u001b[39m1.409    \u001b[39m | \u001b[39m11.75    \u001b[39m | \u001b[39m2.677    \u001b[39m | \u001b[39m33.88    \u001b[39m |\n"
     ]
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      "2025-04-09 17:49:03,443 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 0.8352, R²: 0.4746\n"
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      "| \u001b[39m755      \u001b[39m | \u001b[39m-0.8352  \u001b[39m | \u001b[39m9.078e+04\u001b[39m | \u001b[39m33.09    \u001b[39m | \u001b[39m0.1645   \u001b[39m | \u001b[39m0.03985  \u001b[39m | \u001b[39m2.238    \u001b[39m | \u001b[39m4.578    \u001b[39m | \u001b[39m1.285    \u001b[39m | \u001b[39m78.96    \u001b[39m | \u001b[39m4.813    \u001b[39m | \u001b[39m8.72     \u001b[39m | \u001b[39m8.192    \u001b[39m | \u001b[39m0.06973  \u001b[39m | \u001b[39m39.53    \u001b[39m | \u001b[39m26.24    \u001b[39m | \u001b[39m15.02    \u001b[39m | \u001b[39m10.92    \u001b[39m | \u001b[39m0.6686   \u001b[39m | \u001b[39m0.3104   \u001b[39m | \u001b[39m80.24    \u001b[39m | \u001b[39m9.321    \u001b[39m | \u001b[39m0.4642   \u001b[39m | \u001b[39m0.07845  \u001b[39m | \u001b[39m0.07321  \u001b[39m | \u001b[39m15.76    \u001b[39m | \u001b[39m0.3421   \u001b[39m | \u001b[39m184.8    \u001b[39m | \u001b[39m32.13    \u001b[39m | \u001b[39m5.007    \u001b[39m | \u001b[39m85.99    \u001b[39m | \u001b[39m87.84    \u001b[39m | \u001b[39m5.616    \u001b[39m | \u001b[39m0.1839   \u001b[39m | \u001b[39m0.03699  \u001b[39m | \u001b[39m0.4734   \u001b[39m | \u001b[39m7.43     \u001b[39m | \u001b[39m1.876    \u001b[39m | \u001b[39m51.95    \u001b[39m |\n"
     ]
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      "2025-04-09 17:49:04,443 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.1096, R²: 0.9909\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m756      \u001b[39m | \u001b[39m-0.1096  \u001b[39m | \u001b[39m8.742e+04\u001b[39m | \u001b[39m16.51    \u001b[39m | \u001b[39m0.1073   \u001b[39m | \u001b[39m0.7506   \u001b[39m | \u001b[39m2.736    \u001b[39m | \u001b[39m4.149    \u001b[39m | \u001b[39m0.8225   \u001b[39m | \u001b[39m70.42    \u001b[39m | \u001b[39m8.05     \u001b[39m | \u001b[39m45.36    \u001b[39m | \u001b[39m2.23     \u001b[39m | \u001b[39m3.905    \u001b[39m | \u001b[39m16.31    \u001b[39m | \u001b[39m10.32    \u001b[39m | \u001b[39m10.24    \u001b[39m | \u001b[39m7.87     \u001b[39m | \u001b[39m0.7038   \u001b[39m | \u001b[39m0.314    \u001b[39m | \u001b[39m68.96    \u001b[39m | \u001b[39m27.31    \u001b[39m | \u001b[39m0.3516   \u001b[39m | \u001b[39m0.7695   \u001b[39m | \u001b[39m0.7877   \u001b[39m | \u001b[39m132.9    \u001b[39m | \u001b[39m0.6414   \u001b[39m | \u001b[39m108.5    \u001b[39m | \u001b[39m7.101    \u001b[39m | \u001b[39m18.44    \u001b[39m | \u001b[39m88.21    \u001b[39m | \u001b[39m75.65    \u001b[39m | \u001b[39m9.731    \u001b[39m | \u001b[39m0.624    \u001b[39m | \u001b[39m0.029    \u001b[39m | \u001b[39m2.095    \u001b[39m | \u001b[39m7.352    \u001b[39m | \u001b[39m2.915    \u001b[39m | \u001b[39m20.58    \u001b[39m |\n"
     ]
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      "2025-04-09 17:49:07,147 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 1.0603, R²: 0.1532\n"
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      "| \u001b[39m757      \u001b[39m | \u001b[39m-1.06    \u001b[39m | \u001b[39m4.635e+04\u001b[39m | \u001b[39m18.34    \u001b[39m | \u001b[39m0.09946  \u001b[39m | \u001b[39m0.5169   \u001b[39m | \u001b[39m4.863    \u001b[39m | \u001b[39m1.562    \u001b[39m | \u001b[39m0.08321  \u001b[39m | \u001b[39m42.51    \u001b[39m | \u001b[39m5.347    \u001b[39m | \u001b[39m22.28    \u001b[39m | \u001b[39m7.553    \u001b[39m | \u001b[39m0.4899   \u001b[39m | \u001b[39m2.422    \u001b[39m | \u001b[39m23.34    \u001b[39m | \u001b[39m6.832    \u001b[39m | \u001b[39m8.253    \u001b[39m | \u001b[39m0.911    \u001b[39m | \u001b[39m0.2311   \u001b[39m | \u001b[39m71.85    \u001b[39m | \u001b[39m1.582    \u001b[39m | \u001b[39m0.55     \u001b[39m | \u001b[39m0.3467   \u001b[39m | \u001b[39m0.5927   \u001b[39m | \u001b[39m12.42    \u001b[39m | \u001b[39m0.4935   \u001b[39m | \u001b[39m138.6    \u001b[39m | \u001b[39m77.92    \u001b[39m | \u001b[39m8.687    \u001b[39m | \u001b[39m86.62    \u001b[39m | \u001b[39m77.13    \u001b[39m | \u001b[39m23.57    \u001b[39m | \u001b[39m0.3508   \u001b[39m | \u001b[39m0.9519   \u001b[39m | \u001b[39m0.0931   \u001b[39m | \u001b[39m11.89    \u001b[39m | \u001b[39m1.49     \u001b[39m | \u001b[39m93.49    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:49:09,971 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m758      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m8.857e+04\u001b[39m | \u001b[39m26.06    \u001b[39m | \u001b[39m0.2573   \u001b[39m | \u001b[39m0.5948   \u001b[39m | \u001b[39m1.359    \u001b[39m | \u001b[39m2.23     \u001b[39m | \u001b[39m1.262    \u001b[39m | \u001b[39m98.28    \u001b[39m | \u001b[39m6.318    \u001b[39m | \u001b[39m2.611    \u001b[39m | \u001b[39m8.022    \u001b[39m | \u001b[39m1.609    \u001b[39m | \u001b[39m38.19    \u001b[39m | \u001b[39m13.05    \u001b[39m | \u001b[39m28.43    \u001b[39m | \u001b[39m7.059    \u001b[39m | \u001b[39m0.9879   \u001b[39m | \u001b[39m0.3015   \u001b[39m | \u001b[39m4.584    \u001b[39m | \u001b[39m15.62    \u001b[39m | \u001b[39m0.2795   \u001b[39m | \u001b[39m0.3548   \u001b[39m | \u001b[39m0.8663   \u001b[39m | \u001b[39m114.8    \u001b[39m | \u001b[39m0.1281   \u001b[39m | \u001b[39m194.2    \u001b[39m | \u001b[39m92.3     \u001b[39m | \u001b[39m16.52    \u001b[39m | \u001b[39m89.79    \u001b[39m | \u001b[39m81.43    \u001b[39m | \u001b[39m15.42    \u001b[39m | \u001b[39m0.6985   \u001b[39m | \u001b[39m0.01832  \u001b[39m | \u001b[39m2.861    \u001b[39m | \u001b[39m9.668    \u001b[39m | \u001b[39m2.006    \u001b[39m | \u001b[39m98.64    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:49:12,349 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2817, R²: 0.9402\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m759      \u001b[39m | \u001b[39m-0.2817  \u001b[39m | \u001b[39m4.516e+04\u001b[39m | \u001b[39m14.63    \u001b[39m | \u001b[39m0.2457   \u001b[39m | \u001b[39m0.7594   \u001b[39m | \u001b[39m1.233    \u001b[39m | \u001b[39m3.955    \u001b[39m | \u001b[39m2.275    \u001b[39m | \u001b[39m7.143    \u001b[39m | \u001b[39m7.429    \u001b[39m | \u001b[39m32.82    \u001b[39m | \u001b[39m1.725    \u001b[39m | \u001b[39m3.909    \u001b[39m | \u001b[39m25.55    \u001b[39m | \u001b[39m9.038    \u001b[39m | \u001b[39m5.588    \u001b[39m | \u001b[39m8.42     \u001b[39m | \u001b[39m0.6563   \u001b[39m | \u001b[39m0.3502   \u001b[39m | \u001b[39m23.45    \u001b[39m | \u001b[39m34.25    \u001b[39m | \u001b[39m0.5028   \u001b[39m | \u001b[39m0.6772   \u001b[39m | \u001b[39m0.6452   \u001b[39m | \u001b[39m30.33    \u001b[39m | \u001b[39m0.9495   \u001b[39m | \u001b[39m182.5    \u001b[39m | \u001b[39m85.73    \u001b[39m | \u001b[39m19.35    \u001b[39m | \u001b[39m94.38    \u001b[39m | \u001b[39m89.6     \u001b[39m | \u001b[39m21.6     \u001b[39m | \u001b[39m0.4553   \u001b[39m | \u001b[39m0.04446  \u001b[39m | \u001b[39m2.748    \u001b[39m | \u001b[39m12.96    \u001b[39m | \u001b[39m4.19     \u001b[39m | \u001b[39m24.27    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:49:13,167 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2900, R²: 0.9366\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m760      \u001b[39m | \u001b[39m-0.29    \u001b[39m | \u001b[39m1.255e+04\u001b[39m | \u001b[39m11.55    \u001b[39m | \u001b[39m0.02892  \u001b[39m | \u001b[39m0.962    \u001b[39m | \u001b[39m4.371    \u001b[39m | \u001b[39m1.487    \u001b[39m | \u001b[39m1.487    \u001b[39m | \u001b[39m40.66    \u001b[39m | \u001b[39m6.463    \u001b[39m | \u001b[39m14.83    \u001b[39m | \u001b[39m7.483    \u001b[39m | \u001b[39m2.909    \u001b[39m | \u001b[39m19.44    \u001b[39m | \u001b[39m24.75    \u001b[39m | \u001b[39m17.87    \u001b[39m | \u001b[39m9.449    \u001b[39m | \u001b[39m0.6338   \u001b[39m | \u001b[39m0.3432   \u001b[39m | \u001b[39m19.39    \u001b[39m | \u001b[39m33.64    \u001b[39m | \u001b[39m0.6094   \u001b[39m | \u001b[39m0.3167   \u001b[39m | \u001b[39m0.5784   \u001b[39m | \u001b[39m191.1    \u001b[39m | \u001b[39m0.1036   \u001b[39m | \u001b[39m21.4     \u001b[39m | \u001b[39m95.0     \u001b[39m | \u001b[39m19.99    \u001b[39m | \u001b[39m89.68    \u001b[39m | \u001b[39m81.52    \u001b[39m | \u001b[39m24.85    \u001b[39m | \u001b[39m0.4675   \u001b[39m | \u001b[39m0.6951   \u001b[39m | \u001b[39m1.139    \u001b[39m | \u001b[39m11.99    \u001b[39m | \u001b[39m1.347    \u001b[39m | \u001b[39m82.97    \u001b[39m |\n"
     ]
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     "output_type": "stream",
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      "2025-04-09 17:49:14,128 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.0960, R²: 0.9931\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m761      \u001b[39m | \u001b[39m-0.09603 \u001b[39m | \u001b[39m1.761e+04\u001b[39m | \u001b[39m22.52    \u001b[39m | \u001b[39m0.1863   \u001b[39m | \u001b[39m0.5053   \u001b[39m | \u001b[39m2.299    \u001b[39m | \u001b[39m1.825    \u001b[39m | \u001b[39m0.1592   \u001b[39m | \u001b[39m90.93    \u001b[39m | \u001b[39m1.061    \u001b[39m | \u001b[39m21.86    \u001b[39m | \u001b[39m0.09178  \u001b[39m | \u001b[39m1.557    \u001b[39m | \u001b[39m28.15    \u001b[39m | \u001b[39m24.31    \u001b[39m | \u001b[39m9.118    \u001b[39m | \u001b[39m9.993    \u001b[39m | \u001b[39m0.6532   \u001b[39m | \u001b[39m0.2798   \u001b[39m | \u001b[39m28.32    \u001b[39m | \u001b[39m22.88    \u001b[39m | \u001b[39m0.01679  \u001b[39m | \u001b[39m0.8264   \u001b[39m | \u001b[39m0.07681  \u001b[39m | \u001b[39m167.5    \u001b[39m | \u001b[39m0.1631   \u001b[39m | \u001b[39m175.0    \u001b[39m | \u001b[39m3.136    \u001b[39m | \u001b[39m5.619    \u001b[39m | \u001b[39m80.45    \u001b[39m | \u001b[39m87.9     \u001b[39m | \u001b[39m7.73     \u001b[39m | \u001b[39m0.878    \u001b[39m | \u001b[39m0.662    \u001b[39m | \u001b[39m1.629    \u001b[39m | \u001b[39m12.38    \u001b[39m | \u001b[39m1.947    \u001b[39m | \u001b[39m46.06    \u001b[39m |\n"
     ]
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:49:17,326 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.0757, R²: 0.9957\n"
     ]
    },
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      "| \u001b[39m762      \u001b[39m | \u001b[39m-0.07569 \u001b[39m | \u001b[39m5.02e+04 \u001b[39m | \u001b[39m34.16    \u001b[39m | \u001b[39m0.1913   \u001b[39m | \u001b[39m0.1822   \u001b[39m | \u001b[39m3.037    \u001b[39m | \u001b[39m4.472    \u001b[39m | \u001b[39m0.6043   \u001b[39m | \u001b[39m36.63    \u001b[39m | \u001b[39m1.62     \u001b[39m | \u001b[39m3.423    \u001b[39m | \u001b[39m1.323    \u001b[39m | \u001b[39m1.83     \u001b[39m | \u001b[39m8.719    \u001b[39m | \u001b[39m19.9     \u001b[39m | \u001b[39m7.378    \u001b[39m | \u001b[39m10.87    \u001b[39m | \u001b[39m0.7404   \u001b[39m | \u001b[39m0.3019   \u001b[39m | \u001b[39m82.86    \u001b[39m | \u001b[39m18.41    \u001b[39m | \u001b[39m0.4118   \u001b[39m | \u001b[39m0.8437   \u001b[39m | \u001b[39m0.5763   \u001b[39m | \u001b[39m183.2    \u001b[39m | \u001b[39m0.1385   \u001b[39m | \u001b[39m52.71    \u001b[39m | \u001b[39m2.503    \u001b[39m | \u001b[39m19.21    \u001b[39m | \u001b[39m89.64    \u001b[39m | \u001b[39m86.46    \u001b[39m | \u001b[39m16.55    \u001b[39m | \u001b[39m0.5936   \u001b[39m | \u001b[39m0.5744   \u001b[39m | \u001b[39m0.8086   \u001b[39m | \u001b[39m8.57     \u001b[39m | \u001b[39m2.616    \u001b[39m | \u001b[39m4.203    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:49:19,429 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.8591, R²: 0.4440\n"
     ]
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     "text": [
      "| \u001b[39m763      \u001b[39m | \u001b[39m-0.8591  \u001b[39m | \u001b[39m6.757e+04\u001b[39m | \u001b[39m47.95    \u001b[39m | \u001b[39m0.2445   \u001b[39m | \u001b[39m0.3841   \u001b[39m | \u001b[39m1.825    \u001b[39m | \u001b[39m2.109    \u001b[39m | \u001b[39m1.877    \u001b[39m | \u001b[39m88.63    \u001b[39m | \u001b[39m3.1      \u001b[39m | \u001b[39m38.58    \u001b[39m | \u001b[39m7.583    \u001b[39m | \u001b[39m0.2637   \u001b[39m | \u001b[39m23.78    \u001b[39m | \u001b[39m29.63    \u001b[39m | \u001b[39m26.0     \u001b[39m | \u001b[39m7.2      \u001b[39m | \u001b[39m0.6633   \u001b[39m | \u001b[39m0.3643   \u001b[39m | \u001b[39m82.36    \u001b[39m | \u001b[39m32.02    \u001b[39m | \u001b[39m0.6019   \u001b[39m | \u001b[39m0.2064   \u001b[39m | \u001b[39m0.8343   \u001b[39m | \u001b[39m10.33    \u001b[39m | \u001b[39m0.03885  \u001b[39m | \u001b[39m194.6    \u001b[39m | \u001b[39m92.72    \u001b[39m | \u001b[39m6.898    \u001b[39m | \u001b[39m87.71    \u001b[39m | \u001b[39m88.32    \u001b[39m | \u001b[39m21.65    \u001b[39m | \u001b[39m0.5256   \u001b[39m | \u001b[39m0.2554   \u001b[39m | \u001b[39m0.7342   \u001b[39m | \u001b[39m12.21    \u001b[39m | \u001b[39m2.866    \u001b[39m | \u001b[39m57.48    \u001b[39m |\n"
     ]
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      "2025-04-09 17:49:20,441 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2963, R²: 0.9339\n"
     ]
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      "| \u001b[39m764      \u001b[39m | \u001b[39m-0.2963  \u001b[39m | \u001b[39m1.865e+04\u001b[39m | \u001b[39m31.74    \u001b[39m | \u001b[39m0.08769  \u001b[39m | \u001b[39m0.2079   \u001b[39m | \u001b[39m2.827    \u001b[39m | \u001b[39m4.802    \u001b[39m | \u001b[39m0.3846   \u001b[39m | \u001b[39m48.2     \u001b[39m | \u001b[39m4.569    \u001b[39m | \u001b[39m23.68    \u001b[39m | \u001b[39m1.796    \u001b[39m | \u001b[39m1.981    \u001b[39m | \u001b[39m15.45    \u001b[39m | \u001b[39m18.13    \u001b[39m | \u001b[39m25.9     \u001b[39m | \u001b[39m7.818    \u001b[39m | \u001b[39m0.8607   \u001b[39m | \u001b[39m0.04418  \u001b[39m | \u001b[39m8.611    \u001b[39m | \u001b[39m34.48    \u001b[39m | \u001b[39m0.4519   \u001b[39m | \u001b[39m0.8406   \u001b[39m | \u001b[39m0.1117   \u001b[39m | \u001b[39m44.75    \u001b[39m | \u001b[39m0.9686   \u001b[39m | \u001b[39m195.7    \u001b[39m | \u001b[39m85.7     \u001b[39m | \u001b[39m5.694    \u001b[39m | \u001b[39m81.74    \u001b[39m | \u001b[39m79.63    \u001b[39m | \u001b[39m12.97    \u001b[39m | \u001b[39m0.9017   \u001b[39m | \u001b[39m0.1468   \u001b[39m | \u001b[39m1.734    \u001b[39m | \u001b[39m10.69    \u001b[39m | \u001b[39m3.049    \u001b[39m | \u001b[39m77.5     \u001b[39m |\n"
     ]
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      "2025-04-09 17:49:23,188 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2875, R²: 0.9377\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m765      \u001b[39m | \u001b[39m-0.2875  \u001b[39m | \u001b[39m2.937e+04\u001b[39m | \u001b[39m32.8     \u001b[39m | \u001b[39m0.2762   \u001b[39m | \u001b[39m0.6268   \u001b[39m | \u001b[39m1.771    \u001b[39m | \u001b[39m4.026    \u001b[39m | \u001b[39m1.956    \u001b[39m | \u001b[39m52.96    \u001b[39m | \u001b[39m4.325    \u001b[39m | \u001b[39m14.94    \u001b[39m | \u001b[39m5.533    \u001b[39m | \u001b[39m2.804    \u001b[39m | \u001b[39m15.22    \u001b[39m | \u001b[39m23.97    \u001b[39m | \u001b[39m14.39    \u001b[39m | \u001b[39m8.448    \u001b[39m | \u001b[39m0.8303   \u001b[39m | \u001b[39m0.3667   \u001b[39m | \u001b[39m7.968    \u001b[39m | \u001b[39m30.26    \u001b[39m | \u001b[39m0.4107   \u001b[39m | \u001b[39m0.9343   \u001b[39m | \u001b[39m0.3526   \u001b[39m | \u001b[39m191.0    \u001b[39m | \u001b[39m0.7672   \u001b[39m | \u001b[39m16.92    \u001b[39m | \u001b[39m76.36    \u001b[39m | \u001b[39m13.44    \u001b[39m | \u001b[39m83.09    \u001b[39m | \u001b[39m76.09    \u001b[39m | \u001b[39m5.541    \u001b[39m | \u001b[39m0.04497  \u001b[39m | \u001b[39m0.522    \u001b[39m | \u001b[39m2.244    \u001b[39m | \u001b[39m9.304    \u001b[39m | \u001b[39m2.031    \u001b[39m | \u001b[39m37.72    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:49:25,343 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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     "text": [
      "| \u001b[39m766      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m7.175e+04\u001b[39m | \u001b[39m31.34    \u001b[39m | \u001b[39m0.2795   \u001b[39m | \u001b[39m0.5899   \u001b[39m | \u001b[39m1.097    \u001b[39m | \u001b[39m4.897    \u001b[39m | \u001b[39m0.002217 \u001b[39m | \u001b[39m85.98    \u001b[39m | \u001b[39m4.848    \u001b[39m | \u001b[39m25.68    \u001b[39m | \u001b[39m7.006    \u001b[39m | \u001b[39m0.1525   \u001b[39m | \u001b[39m2.902    \u001b[39m | \u001b[39m2.463    \u001b[39m | \u001b[39m11.23    \u001b[39m | \u001b[39m11.02    \u001b[39m | \u001b[39m0.8908   \u001b[39m | \u001b[39m0.3027   \u001b[39m | \u001b[39m95.51    \u001b[39m | \u001b[39m22.42    \u001b[39m | \u001b[39m0.8502   \u001b[39m | \u001b[39m0.5659   \u001b[39m | \u001b[39m0.4619   \u001b[39m | \u001b[39m11.51    \u001b[39m | \u001b[39m0.749    \u001b[39m | \u001b[39m34.7     \u001b[39m | \u001b[39m69.24    \u001b[39m | \u001b[39m8.676    \u001b[39m | \u001b[39m85.69    \u001b[39m | \u001b[39m76.45    \u001b[39m | \u001b[39m5.031    \u001b[39m | \u001b[39m0.5924   \u001b[39m | \u001b[39m0.7928   \u001b[39m | \u001b[39m2.549    \u001b[39m | \u001b[39m10.64    \u001b[39m | \u001b[39m1.437    \u001b[39m | \u001b[39m96.15    \u001b[39m |\n"
     ]
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      "2025-04-09 17:49:28,438 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.3869, R²: 0.8872\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m767      \u001b[39m | \u001b[39m-0.3869  \u001b[39m | \u001b[39m7.003e+04\u001b[39m | \u001b[39m21.43    \u001b[39m | \u001b[39m0.0342   \u001b[39m | \u001b[39m0.4576   \u001b[39m | \u001b[39m2.248    \u001b[39m | \u001b[39m3.899    \u001b[39m | \u001b[39m2.285    \u001b[39m | \u001b[39m18.27    \u001b[39m | \u001b[39m9.955    \u001b[39m | \u001b[39m7.434    \u001b[39m | \u001b[39m7.499    \u001b[39m | \u001b[39m0.05626  \u001b[39m | \u001b[39m6.642    \u001b[39m | \u001b[39m12.68    \u001b[39m | \u001b[39m9.341    \u001b[39m | \u001b[39m8.08     \u001b[39m | \u001b[39m0.6639   \u001b[39m | \u001b[39m0.08539  \u001b[39m | \u001b[39m99.02    \u001b[39m | \u001b[39m15.28    \u001b[39m | \u001b[39m0.8549   \u001b[39m | \u001b[39m0.3096   \u001b[39m | \u001b[39m0.5935   \u001b[39m | \u001b[39m23.49    \u001b[39m | \u001b[39m0.1486   \u001b[39m | \u001b[39m22.3     \u001b[39m | \u001b[39m94.68    \u001b[39m | \u001b[39m12.84    \u001b[39m | \u001b[39m84.74    \u001b[39m | \u001b[39m77.86    \u001b[39m | \u001b[39m21.31    \u001b[39m | \u001b[39m0.1488   \u001b[39m | \u001b[39m0.6425   \u001b[39m | \u001b[39m1.225    \u001b[39m | \u001b[39m12.54    \u001b[39m | \u001b[39m1.948    \u001b[39m | \u001b[39m85.83    \u001b[39m |\n"
     ]
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:49:29,505 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.9908, R²: 0.2605\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m768      \u001b[39m | \u001b[39m-0.9908  \u001b[39m | \u001b[39m8.711e+03\u001b[39m | \u001b[39m44.34    \u001b[39m | \u001b[39m0.2565   \u001b[39m | \u001b[39m0.7756   \u001b[39m | \u001b[39m4.98     \u001b[39m | \u001b[39m2.045    \u001b[39m | \u001b[39m2.492    \u001b[39m | \u001b[39m45.0     \u001b[39m | \u001b[39m5.997    \u001b[39m | \u001b[39m39.38    \u001b[39m | \u001b[39m3.899    \u001b[39m | \u001b[39m1.077    \u001b[39m | \u001b[39m39.08    \u001b[39m | \u001b[39m19.75    \u001b[39m | \u001b[39m11.49    \u001b[39m | \u001b[39m12.63    \u001b[39m | \u001b[39m0.6648   \u001b[39m | \u001b[39m0.3178   \u001b[39m | \u001b[39m53.03    \u001b[39m | \u001b[39m1.877    \u001b[39m | \u001b[39m0.6582   \u001b[39m | \u001b[39m0.2197   \u001b[39m | \u001b[39m0.5106   \u001b[39m | \u001b[39m108.9    \u001b[39m | \u001b[39m0.5842   \u001b[39m | \u001b[39m188.8    \u001b[39m | \u001b[39m8.489    \u001b[39m | \u001b[39m10.51    \u001b[39m | \u001b[39m87.0     \u001b[39m | \u001b[39m80.04    \u001b[39m | \u001b[39m22.22    \u001b[39m | \u001b[39m0.4447   \u001b[39m | \u001b[39m0.9233   \u001b[39m | \u001b[39m1.776    \u001b[39m | \u001b[39m12.94    \u001b[39m | \u001b[39m3.109    \u001b[39m | \u001b[39m50.92    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:49:30,295 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2728, R²: 0.9439\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m769      \u001b[39m | \u001b[39m-0.2728  \u001b[39m | \u001b[39m7.67e+04 \u001b[39m | \u001b[39m42.11    \u001b[39m | \u001b[39m0.1133   \u001b[39m | \u001b[39m0.6445   \u001b[39m | \u001b[39m4.757    \u001b[39m | \u001b[39m4.55     \u001b[39m | \u001b[39m0.3941   \u001b[39m | \u001b[39m22.85    \u001b[39m | \u001b[39m8.676    \u001b[39m | \u001b[39m41.09    \u001b[39m | \u001b[39m2.717    \u001b[39m | \u001b[39m0.5117   \u001b[39m | \u001b[39m34.46    \u001b[39m | \u001b[39m5.133    \u001b[39m | \u001b[39m25.27    \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m0.8579   \u001b[39m | \u001b[39m0.2165   \u001b[39m | \u001b[39m34.0     \u001b[39m | \u001b[39m2.807    \u001b[39m | \u001b[39m0.6729   \u001b[39m | \u001b[39m0.3586   \u001b[39m | \u001b[39m0.5746   \u001b[39m | \u001b[39m125.2    \u001b[39m | \u001b[39m0.4838   \u001b[39m | \u001b[39m138.9    \u001b[39m | \u001b[39m50.85    \u001b[39m | \u001b[39m17.63    \u001b[39m | \u001b[39m84.94    \u001b[39m | \u001b[39m78.79    \u001b[39m | \u001b[39m21.18    \u001b[39m | \u001b[39m0.4333   \u001b[39m | \u001b[39m0.104    \u001b[39m | \u001b[39m1.528    \u001b[39m | \u001b[39m12.46    \u001b[39m | \u001b[39m3.467    \u001b[39m | \u001b[39m56.77    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:49:31,019 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.2316, R²: 0.9596\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m770      \u001b[39m | \u001b[39m-0.2316  \u001b[39m | \u001b[39m4.78e+04 \u001b[39m | \u001b[39m46.83    \u001b[39m | \u001b[39m0.2999   \u001b[39m | \u001b[39m0.6461   \u001b[39m | \u001b[39m3.328    \u001b[39m | \u001b[39m4.856    \u001b[39m | \u001b[39m1.052    \u001b[39m | \u001b[39m92.61    \u001b[39m | \u001b[39m3.915    \u001b[39m | \u001b[39m31.6     \u001b[39m | \u001b[39m6.26     \u001b[39m | \u001b[39m2.977    \u001b[39m | \u001b[39m18.65    \u001b[39m | \u001b[39m8.193    \u001b[39m | \u001b[39m15.79    \u001b[39m | \u001b[39m8.748    \u001b[39m | \u001b[39m0.9705   \u001b[39m | \u001b[39m0.01503  \u001b[39m | \u001b[39m49.82    \u001b[39m | \u001b[39m21.38    \u001b[39m | \u001b[39m0.2014   \u001b[39m | \u001b[39m0.5612   \u001b[39m | \u001b[39m0.1265   \u001b[39m | \u001b[39m161.2    \u001b[39m | \u001b[39m0.8581   \u001b[39m | \u001b[39m37.66    \u001b[39m | \u001b[39m9.688    \u001b[39m | \u001b[39m11.92    \u001b[39m | \u001b[39m93.59    \u001b[39m | \u001b[39m89.45    \u001b[39m | \u001b[39m13.05    \u001b[39m | \u001b[39m0.2336   \u001b[39m | \u001b[39m0.6683   \u001b[39m | \u001b[39m0.01063  \u001b[39m | \u001b[39m11.03    \u001b[39m | \u001b[39m1.956    \u001b[39m | \u001b[39m20.99    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:49:33,576 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 0.8753, R²: 0.4229\n"
     ]
    },
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      "| \u001b[39m771      \u001b[39m | \u001b[39m-0.8753  \u001b[39m | \u001b[39m4.271e+04\u001b[39m | \u001b[39m47.4     \u001b[39m | \u001b[39m0.1347   \u001b[39m | \u001b[39m0.8515   \u001b[39m | \u001b[39m3.445    \u001b[39m | \u001b[39m3.7      \u001b[39m | \u001b[39m1.886    \u001b[39m | \u001b[39m87.67    \u001b[39m | \u001b[39m1.358    \u001b[39m | \u001b[39m2.984    \u001b[39m | \u001b[39m1.103    \u001b[39m | \u001b[39m2.936    \u001b[39m | \u001b[39m25.0     \u001b[39m | \u001b[39m22.39    \u001b[39m | \u001b[39m7.125    \u001b[39m | \u001b[39m11.93    \u001b[39m | \u001b[39m0.8699   \u001b[39m | \u001b[39m0.0776   \u001b[39m | \u001b[39m6.454    \u001b[39m | \u001b[39m8.522    \u001b[39m | \u001b[39m0.7921   \u001b[39m | \u001b[39m0.1263   \u001b[39m | \u001b[39m0.3125   \u001b[39m | \u001b[39m189.2    \u001b[39m | \u001b[39m0.3492   \u001b[39m | \u001b[39m190.9    \u001b[39m | \u001b[39m66.22    \u001b[39m | \u001b[39m13.58    \u001b[39m | \u001b[39m88.45    \u001b[39m | \u001b[39m88.08    \u001b[39m | \u001b[39m7.731    \u001b[39m | \u001b[39m0.5994   \u001b[39m | \u001b[39m0.7064   \u001b[39m | \u001b[39m0.2612   \u001b[39m | \u001b[39m12.76    \u001b[39m | \u001b[39m2.244    \u001b[39m | \u001b[39m8.566    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:49:36,050 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.2390, R²: 0.9570\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m772      \u001b[39m | \u001b[39m-0.239   \u001b[39m | \u001b[39m2.001e+04\u001b[39m | \u001b[39m12.9     \u001b[39m | \u001b[39m0.181    \u001b[39m | \u001b[39m0.7941   \u001b[39m | \u001b[39m1.19     \u001b[39m | \u001b[39m4.598    \u001b[39m | \u001b[39m1.345    \u001b[39m | \u001b[39m25.35    \u001b[39m | \u001b[39m7.074    \u001b[39m | \u001b[39m12.29    \u001b[39m | \u001b[39m5.122    \u001b[39m | \u001b[39m1.63     \u001b[39m | \u001b[39m30.18    \u001b[39m | \u001b[39m20.88    \u001b[39m | \u001b[39m16.23    \u001b[39m | \u001b[39m12.66    \u001b[39m | \u001b[39m0.849    \u001b[39m | \u001b[39m0.2873   \u001b[39m | \u001b[39m82.6     \u001b[39m | \u001b[39m23.99    \u001b[39m | \u001b[39m0.1468   \u001b[39m | \u001b[39m0.3162   \u001b[39m | \u001b[39m0.09926  \u001b[39m | \u001b[39m182.1    \u001b[39m | \u001b[39m0.7021   \u001b[39m | \u001b[39m24.78    \u001b[39m | \u001b[39m48.6     \u001b[39m | \u001b[39m10.02    \u001b[39m | \u001b[39m90.41    \u001b[39m | \u001b[39m83.31    \u001b[39m | \u001b[39m18.87    \u001b[39m | \u001b[39m0.01582  \u001b[39m | \u001b[39m0.5085   \u001b[39m | \u001b[39m2.816    \u001b[39m | \u001b[39m8.124    \u001b[39m | \u001b[39m3.158    \u001b[39m | \u001b[39m19.84    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:49:38,718 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.0112, R²: 0.2298\n"
     ]
    },
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      "| \u001b[39m773      \u001b[39m | \u001b[39m-1.011   \u001b[39m | \u001b[39m5.326e+04\u001b[39m | \u001b[39m13.69    \u001b[39m | \u001b[39m0.0603   \u001b[39m | \u001b[39m0.5609   \u001b[39m | \u001b[39m4.6      \u001b[39m | \u001b[39m4.541    \u001b[39m | \u001b[39m0.6487   \u001b[39m | \u001b[39m26.12    \u001b[39m | \u001b[39m2.472    \u001b[39m | \u001b[39m3.809    \u001b[39m | \u001b[39m0.9662   \u001b[39m | \u001b[39m0.9465   \u001b[39m | \u001b[39m6.955    \u001b[39m | \u001b[39m24.64    \u001b[39m | \u001b[39m11.31    \u001b[39m | \u001b[39m11.88    \u001b[39m | \u001b[39m0.6533   \u001b[39m | \u001b[39m0.1819   \u001b[39m | \u001b[39m83.38    \u001b[39m | \u001b[39m15.58    \u001b[39m | \u001b[39m0.8596   \u001b[39m | \u001b[39m0.08525  \u001b[39m | \u001b[39m0.7221   \u001b[39m | \u001b[39m19.69    \u001b[39m | \u001b[39m0.4484   \u001b[39m | \u001b[39m28.95    \u001b[39m | \u001b[39m12.74    \u001b[39m | \u001b[39m7.453    \u001b[39m | \u001b[39m90.75    \u001b[39m | \u001b[39m84.14    \u001b[39m | \u001b[39m22.96    \u001b[39m | \u001b[39m0.9423   \u001b[39m | \u001b[39m0.5384   \u001b[39m | \u001b[39m0.2111   \u001b[39m | \u001b[39m10.61    \u001b[39m | \u001b[39m4.278    \u001b[39m | \u001b[39m84.57    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:49:39,486 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2882, R²: 0.9374\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m774      \u001b[39m | \u001b[39m-0.2882  \u001b[39m | \u001b[39m9.026e+04\u001b[39m | \u001b[39m27.77    \u001b[39m | \u001b[39m0.1288   \u001b[39m | \u001b[39m0.1563   \u001b[39m | \u001b[39m3.028    \u001b[39m | \u001b[39m3.192    \u001b[39m | \u001b[39m0.8105   \u001b[39m | \u001b[39m76.47    \u001b[39m | \u001b[39m8.403    \u001b[39m | \u001b[39m9.106    \u001b[39m | \u001b[39m3.287    \u001b[39m | \u001b[39m1.723    \u001b[39m | \u001b[39m27.33    \u001b[39m | \u001b[39m27.98    \u001b[39m | \u001b[39m22.06    \u001b[39m | \u001b[39m8.757    \u001b[39m | \u001b[39m0.7809   \u001b[39m | \u001b[39m0.3307   \u001b[39m | \u001b[39m50.13    \u001b[39m | \u001b[39m29.72    \u001b[39m | \u001b[39m0.6137   \u001b[39m | \u001b[39m0.03127  \u001b[39m | \u001b[39m0.5366   \u001b[39m | \u001b[39m175.0    \u001b[39m | \u001b[39m0.6356   \u001b[39m | \u001b[39m186.7    \u001b[39m | \u001b[39m77.62    \u001b[39m | \u001b[39m10.3     \u001b[39m | \u001b[39m81.41    \u001b[39m | \u001b[39m94.09    \u001b[39m | \u001b[39m22.26    \u001b[39m | \u001b[39m0.6146   \u001b[39m | \u001b[39m0.2915   \u001b[39m | \u001b[39m2.387    \u001b[39m | \u001b[39m7.733    \u001b[39m | \u001b[39m2.817    \u001b[39m | \u001b[39m54.38    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:49:42,656 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0937, R²: 0.9934\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m775      \u001b[39m | \u001b[39m-0.0937  \u001b[39m | \u001b[39m9.762e+04\u001b[39m | \u001b[39m40.0     \u001b[39m | \u001b[39m0.2468   \u001b[39m | \u001b[39m0.7017   \u001b[39m | \u001b[39m1.687    \u001b[39m | \u001b[39m4.433    \u001b[39m | \u001b[39m1.716    \u001b[39m | \u001b[39m84.52    \u001b[39m | \u001b[39m1.974    \u001b[39m | \u001b[39m21.66    \u001b[39m | \u001b[39m4.184    \u001b[39m | \u001b[39m2.35     \u001b[39m | \u001b[39m5.129    \u001b[39m | \u001b[39m12.04    \u001b[39m | \u001b[39m8.339    \u001b[39m | \u001b[39m12.93    \u001b[39m | \u001b[39m0.7246   \u001b[39m | \u001b[39m0.02001  \u001b[39m | \u001b[39m37.53    \u001b[39m | \u001b[39m16.97    \u001b[39m | \u001b[39m0.5744   \u001b[39m | \u001b[39m0.3701   \u001b[39m | \u001b[39m0.828    \u001b[39m | \u001b[39m24.19    \u001b[39m | \u001b[39m0.7895   \u001b[39m | \u001b[39m183.2    \u001b[39m | \u001b[39m40.44    \u001b[39m | \u001b[39m7.141    \u001b[39m | \u001b[39m80.33    \u001b[39m | \u001b[39m85.43    \u001b[39m | \u001b[39m19.23    \u001b[39m | \u001b[39m0.7524   \u001b[39m | \u001b[39m0.6042   \u001b[39m | \u001b[39m1.953    \u001b[39m | \u001b[39m11.89    \u001b[39m | \u001b[39m4.461    \u001b[39m | \u001b[39m59.4     \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:49:45,373 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2237, R²: 0.9623\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m776      \u001b[39m | \u001b[39m-0.2237  \u001b[39m | \u001b[39m7.196e+04\u001b[39m | \u001b[39m25.26    \u001b[39m | \u001b[39m0.1232   \u001b[39m | \u001b[39m0.951    \u001b[39m | \u001b[39m3.023    \u001b[39m | \u001b[39m2.849    \u001b[39m | \u001b[39m0.4759   \u001b[39m | \u001b[39m96.34    \u001b[39m | \u001b[39m6.333    \u001b[39m | \u001b[39m20.69    \u001b[39m | \u001b[39m9.214    \u001b[39m | \u001b[39m1.061    \u001b[39m | \u001b[39m13.02    \u001b[39m | \u001b[39m17.51    \u001b[39m | \u001b[39m11.74    \u001b[39m | \u001b[39m8.873    \u001b[39m | \u001b[39m0.884    \u001b[39m | \u001b[39m0.2198   \u001b[39m | \u001b[39m87.99    \u001b[39m | \u001b[39m13.8     \u001b[39m | \u001b[39m0.8922   \u001b[39m | \u001b[39m0.9679   \u001b[39m | \u001b[39m0.1641   \u001b[39m | \u001b[39m24.55    \u001b[39m | \u001b[39m0.7669   \u001b[39m | \u001b[39m183.0    \u001b[39m | \u001b[39m54.11    \u001b[39m | \u001b[39m19.61    \u001b[39m | \u001b[39m80.7     \u001b[39m | \u001b[39m77.09    \u001b[39m | \u001b[39m20.2     \u001b[39m | \u001b[39m0.7237   \u001b[39m | \u001b[39m0.4271   \u001b[39m | \u001b[39m0.2917   \u001b[39m | \u001b[39m12.72    \u001b[39m | \u001b[39m3.967    \u001b[39m | \u001b[39m90.76    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:49:48,281 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:49:48,370 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:49:48,459 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:49:48,459 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m777      \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m2.976e+04\u001b[39m | \u001b[39m10.89    \u001b[39m | \u001b[39m0.01552  \u001b[39m | \u001b[39m0.1024   \u001b[39m | \u001b[39m3.801    \u001b[39m | \u001b[39m3.311    \u001b[39m | \u001b[39m2.943    \u001b[39m | \u001b[39m51.28    \u001b[39m | \u001b[39m1.542    \u001b[39m | \u001b[39m9.081    \u001b[39m | \u001b[39m2.244    \u001b[39m | \u001b[39m3.188    \u001b[39m | \u001b[39m8.568    \u001b[39m | \u001b[39m10.86    \u001b[39m | \u001b[39m22.44    \u001b[39m | \u001b[39m11.88    \u001b[39m | \u001b[39m0.8156   \u001b[39m | \u001b[39m0.1205   \u001b[39m | \u001b[39m98.38    \u001b[39m | \u001b[39m27.49    \u001b[39m | \u001b[39m0.4882   \u001b[39m | \u001b[39m0.5404   \u001b[39m | \u001b[39m0.332    \u001b[39m | \u001b[39m15.17    \u001b[39m | \u001b[39m0.7111   \u001b[39m | \u001b[39m12.53    \u001b[39m | \u001b[39m19.72    \u001b[39m | \u001b[39m5.876    \u001b[39m | \u001b[39m89.12    \u001b[39m | \u001b[39m75.78    \u001b[39m | \u001b[39m20.52    \u001b[39m | \u001b[39m0.2784   \u001b[39m | \u001b[39m0.09062  \u001b[39m | \u001b[39m2.432    \u001b[39m | \u001b[39m11.18    \u001b[39m | \u001b[39m1.336    \u001b[39m | \u001b[39m69.36    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:49:49,375 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.2716, R²: 0.9444\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m778      \u001b[39m | \u001b[39m-0.2716  \u001b[39m | \u001b[39m8.602e+04\u001b[39m | \u001b[39m24.01    \u001b[39m | \u001b[39m0.2984   \u001b[39m | \u001b[39m0.02763  \u001b[39m | \u001b[39m3.235    \u001b[39m | \u001b[39m4.416    \u001b[39m | \u001b[39m2.654    \u001b[39m | \u001b[39m78.89    \u001b[39m | \u001b[39m9.251    \u001b[39m | \u001b[39m44.97    \u001b[39m | \u001b[39m0.5485   \u001b[39m | \u001b[39m2.149    \u001b[39m | \u001b[39m36.77    \u001b[39m | \u001b[39m13.19    \u001b[39m | \u001b[39m27.21    \u001b[39m | \u001b[39m10.26    \u001b[39m | \u001b[39m0.9357   \u001b[39m | \u001b[39m0.2654   \u001b[39m | \u001b[39m51.81    \u001b[39m | \u001b[39m24.32    \u001b[39m | \u001b[39m0.3025   \u001b[39m | \u001b[39m0.1801   \u001b[39m | \u001b[39m0.301    \u001b[39m | \u001b[39m66.64    \u001b[39m | \u001b[39m0.5867   \u001b[39m | \u001b[39m164.3    \u001b[39m | \u001b[39m1.528    \u001b[39m | \u001b[39m8.53     \u001b[39m | \u001b[39m86.72    \u001b[39m | \u001b[39m90.74    \u001b[39m | \u001b[39m10.53    \u001b[39m | \u001b[39m0.6233   \u001b[39m | \u001b[39m0.8928   \u001b[39m | \u001b[39m1.538    \u001b[39m | \u001b[39m12.44    \u001b[39m | \u001b[39m4.866    \u001b[39m | \u001b[39m85.67    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:49:50,249 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1289, R²: 0.0401\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m779      \u001b[39m | \u001b[39m-1.129   \u001b[39m | \u001b[39m5.685e+04\u001b[39m | \u001b[39m46.29    \u001b[39m | \u001b[39m0.0654   \u001b[39m | \u001b[39m0.4221   \u001b[39m | \u001b[39m3.797    \u001b[39m | \u001b[39m1.618    \u001b[39m | \u001b[39m0.4986   \u001b[39m | \u001b[39m29.51    \u001b[39m | \u001b[39m9.5      \u001b[39m | \u001b[39m48.06    \u001b[39m | \u001b[39m7.683    \u001b[39m | \u001b[39m2.08     \u001b[39m | \u001b[39m9.358    \u001b[39m | \u001b[39m8.975    \u001b[39m | \u001b[39m7.906    \u001b[39m | \u001b[39m10.64    \u001b[39m | \u001b[39m0.9163   \u001b[39m | \u001b[39m0.1192   \u001b[39m | \u001b[39m50.33    \u001b[39m | \u001b[39m19.46    \u001b[39m | \u001b[39m0.8209   \u001b[39m | \u001b[39m0.09153  \u001b[39m | \u001b[39m0.5123   \u001b[39m | \u001b[39m116.9    \u001b[39m | \u001b[39m0.09857  \u001b[39m | \u001b[39m14.78    \u001b[39m | \u001b[39m32.04    \u001b[39m | \u001b[39m7.785    \u001b[39m | \u001b[39m83.57    \u001b[39m | \u001b[39m92.38    \u001b[39m | \u001b[39m18.87    \u001b[39m | \u001b[39m0.7806   \u001b[39m | \u001b[39m0.1997   \u001b[39m | \u001b[39m1.241    \u001b[39m | \u001b[39m7.502    \u001b[39m | \u001b[39m4.136    \u001b[39m | \u001b[39m11.89    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:49:52,647 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2589, R²: 0.9495\n"
     ]
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      "| \u001b[39m780      \u001b[39m | \u001b[39m-0.2589  \u001b[39m | \u001b[39m2.938e+04\u001b[39m | \u001b[39m40.83    \u001b[39m | \u001b[39m0.267    \u001b[39m | \u001b[39m0.7258   \u001b[39m | \u001b[39m4.021    \u001b[39m | \u001b[39m1.666    \u001b[39m | \u001b[39m2.105    \u001b[39m | \u001b[39m60.29    \u001b[39m | \u001b[39m9.65     \u001b[39m | \u001b[39m9.899    \u001b[39m | \u001b[39m2.853    \u001b[39m | \u001b[39m1.772    \u001b[39m | \u001b[39m10.47    \u001b[39m | \u001b[39m16.35    \u001b[39m | \u001b[39m20.42    \u001b[39m | \u001b[39m7.833    \u001b[39m | \u001b[39m0.9694   \u001b[39m | \u001b[39m0.2296   \u001b[39m | \u001b[39m82.63    \u001b[39m | \u001b[39m33.53    \u001b[39m | \u001b[39m0.1821   \u001b[39m | \u001b[39m0.389    \u001b[39m | \u001b[39m0.819    \u001b[39m | \u001b[39m108.0    \u001b[39m | \u001b[39m0.6505   \u001b[39m | \u001b[39m199.5    \u001b[39m | \u001b[39m45.99    \u001b[39m | \u001b[39m8.931    \u001b[39m | \u001b[39m82.95    \u001b[39m | \u001b[39m90.07    \u001b[39m | \u001b[39m24.17    \u001b[39m | \u001b[39m0.277    \u001b[39m | \u001b[39m0.5887   \u001b[39m | \u001b[39m2.263    \u001b[39m | \u001b[39m11.65    \u001b[39m | \u001b[39m3.096    \u001b[39m | \u001b[39m97.61    \u001b[39m |\n"
     ]
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      "2025-04-09 17:49:55,726 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.3543, R²: 0.9054\n"
     ]
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      "| \u001b[39m781      \u001b[39m | \u001b[39m-0.3543  \u001b[39m | \u001b[39m6.271e+04\u001b[39m | \u001b[39m45.55    \u001b[39m | \u001b[39m0.1273   \u001b[39m | \u001b[39m0.7816   \u001b[39m | \u001b[39m2.061    \u001b[39m | \u001b[39m4.885    \u001b[39m | \u001b[39m2.084    \u001b[39m | \u001b[39m99.67    \u001b[39m | \u001b[39m3.844    \u001b[39m | \u001b[39m15.02    \u001b[39m | \u001b[39m9.489    \u001b[39m | \u001b[39m0.2733   \u001b[39m | \u001b[39m7.279    \u001b[39m | \u001b[39m14.72    \u001b[39m | \u001b[39m7.381    \u001b[39m | \u001b[39m12.44    \u001b[39m | \u001b[39m0.9372   \u001b[39m | \u001b[39m0.04967  \u001b[39m | \u001b[39m48.02    \u001b[39m | \u001b[39m3.99     \u001b[39m | \u001b[39m0.07508  \u001b[39m | \u001b[39m0.8003   \u001b[39m | \u001b[39m0.5877   \u001b[39m | \u001b[39m12.76    \u001b[39m | \u001b[39m0.03859  \u001b[39m | \u001b[39m112.4    \u001b[39m | \u001b[39m96.17    \u001b[39m | \u001b[39m9.173    \u001b[39m | \u001b[39m84.4     \u001b[39m | \u001b[39m84.09    \u001b[39m | \u001b[39m16.6     \u001b[39m | \u001b[39m0.9596   \u001b[39m | \u001b[39m0.563    \u001b[39m | \u001b[39m1.793    \u001b[39m | \u001b[39m11.95    \u001b[39m | \u001b[39m2.402    \u001b[39m | \u001b[39m19.92    \u001b[39m |\n"
     ]
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      "2025-04-09 17:49:56,643 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8579, R²: 0.4457\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m782      \u001b[39m | \u001b[39m-0.8579  \u001b[39m | \u001b[39m1.978e+03\u001b[39m | \u001b[39m43.16    \u001b[39m | \u001b[39m0.0183   \u001b[39m | \u001b[39m0.009862 \u001b[39m | \u001b[39m3.42     \u001b[39m | \u001b[39m2.843    \u001b[39m | \u001b[39m0.94     \u001b[39m | \u001b[39m96.49    \u001b[39m | \u001b[39m5.673    \u001b[39m | \u001b[39m12.15    \u001b[39m | \u001b[39m0.691    \u001b[39m | \u001b[39m1.83     \u001b[39m | \u001b[39m34.17    \u001b[39m | \u001b[39m3.558    \u001b[39m | \u001b[39m13.43    \u001b[39m | \u001b[39m12.21    \u001b[39m | \u001b[39m0.9023   \u001b[39m | \u001b[39m0.1287   \u001b[39m | \u001b[39m35.7     \u001b[39m | \u001b[39m5.114    \u001b[39m | \u001b[39m0.8199   \u001b[39m | \u001b[39m0.8859   \u001b[39m | \u001b[39m0.9988   \u001b[39m | \u001b[39m150.9    \u001b[39m | \u001b[39m0.3618   \u001b[39m | \u001b[39m29.58    \u001b[39m | \u001b[39m92.38    \u001b[39m | \u001b[39m15.49    \u001b[39m | \u001b[39m85.05    \u001b[39m | \u001b[39m86.15    \u001b[39m | \u001b[39m17.82    \u001b[39m | \u001b[39m0.9593   \u001b[39m | \u001b[39m0.3087   \u001b[39m | \u001b[39m0.9723   \u001b[39m | \u001b[39m11.74    \u001b[39m | \u001b[39m4.279    \u001b[39m | \u001b[39m66.43    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:49:57,449 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7846, R²: 0.5363\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m783      \u001b[39m | \u001b[39m-0.7846  \u001b[39m | \u001b[39m8.469e+04\u001b[39m | \u001b[39m17.82    \u001b[39m | \u001b[39m0.1102   \u001b[39m | \u001b[39m0.04524  \u001b[39m | \u001b[39m1.278    \u001b[39m | \u001b[39m1.021    \u001b[39m | \u001b[39m1.57     \u001b[39m | \u001b[39m44.55    \u001b[39m | \u001b[39m6.612    \u001b[39m | \u001b[39m9.184    \u001b[39m | \u001b[39m2.454    \u001b[39m | \u001b[39m3.143    \u001b[39m | \u001b[39m44.99    \u001b[39m | \u001b[39m16.41    \u001b[39m | \u001b[39m27.78    \u001b[39m | \u001b[39m7.568    \u001b[39m | \u001b[39m0.9586   \u001b[39m | \u001b[39m0.1069   \u001b[39m | \u001b[39m61.71    \u001b[39m | \u001b[39m32.8     \u001b[39m | \u001b[39m0.202    \u001b[39m | \u001b[39m0.6351   \u001b[39m | \u001b[39m0.05409  \u001b[39m | \u001b[39m116.0    \u001b[39m | \u001b[39m0.9014   \u001b[39m | \u001b[39m134.3    \u001b[39m | \u001b[39m30.55    \u001b[39m | \u001b[39m7.229    \u001b[39m | \u001b[39m93.57    \u001b[39m | \u001b[39m85.93    \u001b[39m | \u001b[39m10.92    \u001b[39m | \u001b[39m0.9903   \u001b[39m | \u001b[39m0.07748  \u001b[39m | \u001b[39m1.195    \u001b[39m | \u001b[39m12.02    \u001b[39m | \u001b[39m3.967    \u001b[39m | \u001b[39m80.26    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:50:00,340 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.9541, R²: 0.3143\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m784      \u001b[39m | \u001b[39m-0.9541  \u001b[39m | \u001b[39m9.395e+04\u001b[39m | \u001b[39m20.93    \u001b[39m | \u001b[39m0.1757   \u001b[39m | \u001b[39m0.5357   \u001b[39m | \u001b[39m3.123    \u001b[39m | \u001b[39m1.85     \u001b[39m | \u001b[39m2.292    \u001b[39m | \u001b[39m88.3     \u001b[39m | \u001b[39m3.609    \u001b[39m | \u001b[39m24.37    \u001b[39m | \u001b[39m1.773    \u001b[39m | \u001b[39m3.381    \u001b[39m | \u001b[39m11.58    \u001b[39m | \u001b[39m17.7     \u001b[39m | \u001b[39m29.84    \u001b[39m | \u001b[39m12.01    \u001b[39m | \u001b[39m0.943    \u001b[39m | \u001b[39m0.006127 \u001b[39m | \u001b[39m83.83    \u001b[39m | \u001b[39m1.655    \u001b[39m | \u001b[39m0.5476   \u001b[39m | \u001b[39m0.9037   \u001b[39m | \u001b[39m0.1054   \u001b[39m | \u001b[39m21.56    \u001b[39m | \u001b[39m0.1021   \u001b[39m | \u001b[39m12.25    \u001b[39m | \u001b[39m7.33     \u001b[39m | \u001b[39m11.11    \u001b[39m | \u001b[39m81.65    \u001b[39m | \u001b[39m86.22    \u001b[39m | \u001b[39m17.24    \u001b[39m | \u001b[39m0.2212   \u001b[39m | \u001b[39m0.667    \u001b[39m | \u001b[39m0.09918  \u001b[39m | \u001b[39m9.47     \u001b[39m | \u001b[39m4.038    \u001b[39m | \u001b[39m31.35    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:50:01,316 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8482, R²: 0.4581\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m785      \u001b[39m | \u001b[39m-0.8482  \u001b[39m | \u001b[39m4.323e+04\u001b[39m | \u001b[39m12.17    \u001b[39m | \u001b[39m0.04493  \u001b[39m | \u001b[39m0.2697   \u001b[39m | \u001b[39m1.626    \u001b[39m | \u001b[39m4.363    \u001b[39m | \u001b[39m2.962    \u001b[39m | \u001b[39m51.67    \u001b[39m | \u001b[39m3.701    \u001b[39m | \u001b[39m37.33    \u001b[39m | \u001b[39m1.487    \u001b[39m | \u001b[39m0.7088   \u001b[39m | \u001b[39m22.81    \u001b[39m | \u001b[39m19.24    \u001b[39m | \u001b[39m8.043    \u001b[39m | \u001b[39m9.356    \u001b[39m | \u001b[39m0.9588   \u001b[39m | \u001b[39m0.1832   \u001b[39m | \u001b[39m41.78    \u001b[39m | \u001b[39m33.39    \u001b[39m | \u001b[39m0.3058   \u001b[39m | \u001b[39m0.3657   \u001b[39m | \u001b[39m0.09861  \u001b[39m | \u001b[39m87.2     \u001b[39m | \u001b[39m0.5279   \u001b[39m | \u001b[39m182.8    \u001b[39m | \u001b[39m96.91    \u001b[39m | \u001b[39m7.205    \u001b[39m | \u001b[39m80.07    \u001b[39m | \u001b[39m78.01    \u001b[39m | \u001b[39m16.92    \u001b[39m | \u001b[39m0.4733   \u001b[39m | \u001b[39m0.8224   \u001b[39m | \u001b[39m1.412    \u001b[39m | \u001b[39m7.924    \u001b[39m | \u001b[39m1.531    \u001b[39m | \u001b[39m36.67    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:50:03,342 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4412, R²: 0.8534\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m786      \u001b[39m | \u001b[39m-0.4412  \u001b[39m | \u001b[39m3.423e+04\u001b[39m | \u001b[39m49.92    \u001b[39m | \u001b[39m0.2845   \u001b[39m | \u001b[39m0.4211   \u001b[39m | \u001b[39m1.616    \u001b[39m | \u001b[39m4.364    \u001b[39m | \u001b[39m0.9212   \u001b[39m | \u001b[39m42.48    \u001b[39m | \u001b[39m2.269    \u001b[39m | \u001b[39m39.73    \u001b[39m | \u001b[39m2.812    \u001b[39m | \u001b[39m2.077    \u001b[39m | \u001b[39m19.65    \u001b[39m | \u001b[39m14.97    \u001b[39m | \u001b[39m12.2     \u001b[39m | \u001b[39m11.21    \u001b[39m | \u001b[39m0.6758   \u001b[39m | \u001b[39m0.2097   \u001b[39m | \u001b[39m5.538    \u001b[39m | \u001b[39m22.83    \u001b[39m | \u001b[39m0.1673   \u001b[39m | \u001b[39m0.703    \u001b[39m | \u001b[39m0.02332  \u001b[39m | \u001b[39m16.39    \u001b[39m | \u001b[39m0.7251   \u001b[39m | \u001b[39m177.8    \u001b[39m | \u001b[39m88.61    \u001b[39m | \u001b[39m6.908    \u001b[39m | \u001b[39m87.12    \u001b[39m | \u001b[39m82.16    \u001b[39m | \u001b[39m13.37    \u001b[39m | \u001b[39m0.03016  \u001b[39m | \u001b[39m0.7924   \u001b[39m | \u001b[39m0.7344   \u001b[39m | \u001b[39m12.61    \u001b[39m | \u001b[39m2.579    \u001b[39m | \u001b[39m19.52    \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:50:04,134 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.1831, R²: 0.9747\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m787      \u001b[39m | \u001b[39m-0.1831  \u001b[39m | \u001b[39m4.729e+04\u001b[39m | \u001b[39m12.53    \u001b[39m | \u001b[39m0.03466  \u001b[39m | \u001b[39m0.1964   \u001b[39m | \u001b[39m2.474    \u001b[39m | \u001b[39m2.197    \u001b[39m | \u001b[39m2.726    \u001b[39m | \u001b[39m59.86    \u001b[39m | \u001b[39m5.871    \u001b[39m | \u001b[39m38.55    \u001b[39m | \u001b[39m5.553    \u001b[39m | \u001b[39m1.837    \u001b[39m | \u001b[39m10.81    \u001b[39m | \u001b[39m16.74    \u001b[39m | \u001b[39m24.32    \u001b[39m | \u001b[39m11.78    \u001b[39m | \u001b[39m0.6462   \u001b[39m | \u001b[39m0.223    \u001b[39m | \u001b[39m81.19    \u001b[39m | \u001b[39m7.109    \u001b[39m | \u001b[39m0.4485   \u001b[39m | \u001b[39m0.9255   \u001b[39m | \u001b[39m0.4642   \u001b[39m | \u001b[39m136.1    \u001b[39m | \u001b[39m0.841    \u001b[39m | \u001b[39m56.96    \u001b[39m | \u001b[39m2.942    \u001b[39m | \u001b[39m18.62    \u001b[39m | \u001b[39m94.2     \u001b[39m | \u001b[39m84.91    \u001b[39m | \u001b[39m15.2     \u001b[39m | \u001b[39m0.7502   \u001b[39m | \u001b[39m0.7523   \u001b[39m | \u001b[39m0.9027   \u001b[39m | \u001b[39m11.79    \u001b[39m | \u001b[39m1.674    \u001b[39m | \u001b[39m94.66    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:50:06,606 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.0903, R²: 0.9939\n"
     ]
    },
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      "| \u001b[39m788      \u001b[39m | \u001b[39m-0.09034 \u001b[39m | \u001b[39m2.39e+04 \u001b[39m | \u001b[39m42.64    \u001b[39m | \u001b[39m0.2072   \u001b[39m | \u001b[39m0.3189   \u001b[39m | \u001b[39m4.892    \u001b[39m | \u001b[39m1.023    \u001b[39m | \u001b[39m1.75     \u001b[39m | \u001b[39m28.49    \u001b[39m | \u001b[39m1.667    \u001b[39m | \u001b[39m47.41    \u001b[39m | \u001b[39m0.7238   \u001b[39m | \u001b[39m3.26     \u001b[39m | \u001b[39m44.21    \u001b[39m | \u001b[39m16.83    \u001b[39m | \u001b[39m26.44    \u001b[39m | \u001b[39m8.2      \u001b[39m | \u001b[39m0.8046   \u001b[39m | \u001b[39m0.375    \u001b[39m | \u001b[39m96.99    \u001b[39m | \u001b[39m30.43    \u001b[39m | \u001b[39m0.3643   \u001b[39m | \u001b[39m0.173    \u001b[39m | \u001b[39m0.3214   \u001b[39m | \u001b[39m16.81    \u001b[39m | \u001b[39m0.5667   \u001b[39m | \u001b[39m187.5    \u001b[39m | \u001b[39m0.09057  \u001b[39m | \u001b[39m7.219    \u001b[39m | \u001b[39m89.68    \u001b[39m | \u001b[39m76.85    \u001b[39m | \u001b[39m18.72    \u001b[39m | \u001b[39m0.3639   \u001b[39m | \u001b[39m0.8385   \u001b[39m | \u001b[39m2.534    \u001b[39m | \u001b[39m12.54    \u001b[39m | \u001b[39m1.868    \u001b[39m | \u001b[39m11.17    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:50:07,566 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1554, R²: -0.0055\n"
     ]
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      "| \u001b[39m789      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m9.273e+04\u001b[39m | \u001b[39m38.4     \u001b[39m | \u001b[39m0.08495  \u001b[39m | \u001b[39m0.6689   \u001b[39m | \u001b[39m4.018    \u001b[39m | \u001b[39m4.085    \u001b[39m | \u001b[39m2.075    \u001b[39m | \u001b[39m96.43    \u001b[39m | \u001b[39m6.149    \u001b[39m | \u001b[39m19.36    \u001b[39m | \u001b[39m9.257    \u001b[39m | \u001b[39m0.6465   \u001b[39m | \u001b[39m47.61    \u001b[39m | \u001b[39m29.65    \u001b[39m | \u001b[39m19.51    \u001b[39m | \u001b[39m11.09    \u001b[39m | \u001b[39m0.6538   \u001b[39m | \u001b[39m0.2313   \u001b[39m | \u001b[39m36.23    \u001b[39m | \u001b[39m8.586    \u001b[39m | \u001b[39m0.2356   \u001b[39m | \u001b[39m0.3101   \u001b[39m | \u001b[39m0.5801   \u001b[39m | \u001b[39m45.87    \u001b[39m | \u001b[39m0.9641   \u001b[39m | \u001b[39m103.1    \u001b[39m | \u001b[39m92.03    \u001b[39m | \u001b[39m17.92    \u001b[39m | \u001b[39m91.13    \u001b[39m | \u001b[39m75.72    \u001b[39m | \u001b[39m14.05    \u001b[39m | \u001b[39m0.6847   \u001b[39m | \u001b[39m0.2724   \u001b[39m | \u001b[39m1.589    \u001b[39m | \u001b[39m9.939    \u001b[39m | \u001b[39m1.086    \u001b[39m | \u001b[39m62.82    \u001b[39m |\n"
     ]
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      "2025-04-09 17:50:08,447 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.4941, R²: 0.8161\n"
     ]
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      "| \u001b[39m790      \u001b[39m | \u001b[39m-0.4941  \u001b[39m | \u001b[39m5.002e+04\u001b[39m | \u001b[39m13.21    \u001b[39m | \u001b[39m0.2898   \u001b[39m | \u001b[39m0.03329  \u001b[39m | \u001b[39m1.865    \u001b[39m | \u001b[39m4.274    \u001b[39m | \u001b[39m2.235    \u001b[39m | \u001b[39m40.05    \u001b[39m | \u001b[39m4.438    \u001b[39m | \u001b[39m46.12    \u001b[39m | \u001b[39m9.773    \u001b[39m | \u001b[39m0.3963   \u001b[39m | \u001b[39m49.29    \u001b[39m | \u001b[39m28.56    \u001b[39m | \u001b[39m11.89    \u001b[39m | \u001b[39m11.91    \u001b[39m | \u001b[39m0.9633   \u001b[39m | \u001b[39m0.3571   \u001b[39m | \u001b[39m17.36    \u001b[39m | \u001b[39m15.04    \u001b[39m | \u001b[39m0.2108   \u001b[39m | \u001b[39m0.4466   \u001b[39m | \u001b[39m0.8195   \u001b[39m | \u001b[39m42.1     \u001b[39m | \u001b[39m0.02542  \u001b[39m | \u001b[39m21.28    \u001b[39m | \u001b[39m35.36    \u001b[39m | \u001b[39m19.0     \u001b[39m | \u001b[39m84.03    \u001b[39m | \u001b[39m85.27    \u001b[39m | \u001b[39m15.12    \u001b[39m | \u001b[39m0.5318   \u001b[39m | \u001b[39m0.4336   \u001b[39m | \u001b[39m2.661    \u001b[39m | \u001b[39m10.7     \u001b[39m | \u001b[39m3.901    \u001b[39m | \u001b[39m87.07    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:50:09,394 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.8153, R²: 0.4993\n"
     ]
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     "text": [
      "| \u001b[39m791      \u001b[39m | \u001b[39m-0.8153  \u001b[39m | \u001b[39m8.086e+04\u001b[39m | \u001b[39m31.41    \u001b[39m | \u001b[39m0.1045   \u001b[39m | \u001b[39m0.9049   \u001b[39m | \u001b[39m3.384    \u001b[39m | \u001b[39m1.737    \u001b[39m | \u001b[39m2.546    \u001b[39m | \u001b[39m89.12    \u001b[39m | \u001b[39m3.657    \u001b[39m | \u001b[39m14.5     \u001b[39m | \u001b[39m7.951    \u001b[39m | \u001b[39m1.648    \u001b[39m | \u001b[39m11.24    \u001b[39m | \u001b[39m24.21    \u001b[39m | \u001b[39m15.3     \u001b[39m | \u001b[39m8.864    \u001b[39m | \u001b[39m0.7454   \u001b[39m | \u001b[39m0.216    \u001b[39m | \u001b[39m78.32    \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m0.9204   \u001b[39m | \u001b[39m0.003352 \u001b[39m | \u001b[39m0.04279  \u001b[39m | \u001b[39m46.42    \u001b[39m | \u001b[39m0.9774   \u001b[39m | \u001b[39m190.6    \u001b[39m | \u001b[39m24.19    \u001b[39m | \u001b[39m11.65    \u001b[39m | \u001b[39m93.39    \u001b[39m | \u001b[39m81.46    \u001b[39m | \u001b[39m9.185    \u001b[39m | \u001b[39m0.6015   \u001b[39m | \u001b[39m0.4623   \u001b[39m | \u001b[39m0.1494   \u001b[39m | \u001b[39m12.76    \u001b[39m | \u001b[39m1.641    \u001b[39m | \u001b[39m2.653    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:50:10,380 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7647, R²: 0.5595\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m792      \u001b[39m | \u001b[39m-0.7647  \u001b[39m | \u001b[39m5.748e+04\u001b[39m | \u001b[39m14.75    \u001b[39m | \u001b[39m0.03075  \u001b[39m | \u001b[39m0.7446   \u001b[39m | \u001b[39m1.896    \u001b[39m | \u001b[39m3.85     \u001b[39m | \u001b[39m0.904    \u001b[39m | \u001b[39m69.96    \u001b[39m | \u001b[39m9.436    \u001b[39m | \u001b[39m11.47    \u001b[39m | \u001b[39m1.997    \u001b[39m | \u001b[39m3.148    \u001b[39m | \u001b[39m27.94    \u001b[39m | \u001b[39m3.727    \u001b[39m | \u001b[39m23.66    \u001b[39m | \u001b[39m8.327    \u001b[39m | \u001b[39m0.6567   \u001b[39m | \u001b[39m0.3471   \u001b[39m | \u001b[39m31.41    \u001b[39m | \u001b[39m33.41    \u001b[39m | \u001b[39m0.8696   \u001b[39m | \u001b[39m0.02619  \u001b[39m | \u001b[39m0.6074   \u001b[39m | \u001b[39m21.01    \u001b[39m | \u001b[39m0.1826   \u001b[39m | \u001b[39m28.69    \u001b[39m | \u001b[39m27.62    \u001b[39m | \u001b[39m8.339    \u001b[39m | \u001b[39m94.69    \u001b[39m | \u001b[39m75.12    \u001b[39m | \u001b[39m7.984    \u001b[39m | \u001b[39m0.3093   \u001b[39m | \u001b[39m0.2264   \u001b[39m | \u001b[39m0.272    \u001b[39m | \u001b[39m10.41    \u001b[39m | \u001b[39m4.247    \u001b[39m | \u001b[39m36.23    \u001b[39m |\n"
     ]
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    {
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     "text": [
      "2025-04-09 17:50:11,336 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1489, R²: 0.0058\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m793      \u001b[39m | \u001b[39m-1.149   \u001b[39m | \u001b[39m7.123e+04\u001b[39m | \u001b[39m42.79    \u001b[39m | \u001b[39m0.1281   \u001b[39m | \u001b[39m0.7433   \u001b[39m | \u001b[39m2.357    \u001b[39m | \u001b[39m2.201    \u001b[39m | \u001b[39m1.157    \u001b[39m | \u001b[39m7.815    \u001b[39m | \u001b[39m9.55     \u001b[39m | \u001b[39m40.12    \u001b[39m | \u001b[39m2.776    \u001b[39m | \u001b[39m0.3226   \u001b[39m | \u001b[39m28.1     \u001b[39m | \u001b[39m17.43    \u001b[39m | \u001b[39m26.31    \u001b[39m | \u001b[39m9.529    \u001b[39m | \u001b[39m0.9973   \u001b[39m | \u001b[39m0.05867  \u001b[39m | \u001b[39m72.84    \u001b[39m | \u001b[39m9.064    \u001b[39m | \u001b[39m0.3423   \u001b[39m | \u001b[39m0.6717   \u001b[39m | \u001b[39m0.005582 \u001b[39m | \u001b[39m91.55    \u001b[39m | \u001b[39m0.78     \u001b[39m | \u001b[39m79.37    \u001b[39m | \u001b[39m22.4     \u001b[39m | \u001b[39m8.524    \u001b[39m | \u001b[39m89.41    \u001b[39m | \u001b[39m87.42    \u001b[39m | \u001b[39m13.31    \u001b[39m | \u001b[39m0.4739   \u001b[39m | \u001b[39m0.1996   \u001b[39m | \u001b[39m2.667    \u001b[39m | \u001b[39m9.037    \u001b[39m | \u001b[39m4.562    \u001b[39m | \u001b[39m85.82    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:50:13,673 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.2562, R²: 0.9506\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m794      \u001b[39m | \u001b[39m-0.2562  \u001b[39m | \u001b[39m9.254e+04\u001b[39m | \u001b[39m48.68    \u001b[39m | \u001b[39m0.08478  \u001b[39m | \u001b[39m0.8855   \u001b[39m | \u001b[39m3.617    \u001b[39m | \u001b[39m4.193    \u001b[39m | \u001b[39m2.813    \u001b[39m | \u001b[39m87.51    \u001b[39m | \u001b[39m4.344    \u001b[39m | \u001b[39m35.43    \u001b[39m | \u001b[39m6.426    \u001b[39m | \u001b[39m0.5005   \u001b[39m | \u001b[39m7.686    \u001b[39m | \u001b[39m29.98    \u001b[39m | \u001b[39m17.98    \u001b[39m | \u001b[39m12.42    \u001b[39m | \u001b[39m0.896    \u001b[39m | \u001b[39m0.3258   \u001b[39m | \u001b[39m2.235    \u001b[39m | \u001b[39m32.27    \u001b[39m | \u001b[39m0.687    \u001b[39m | \u001b[39m0.9149   \u001b[39m | \u001b[39m0.6271   \u001b[39m | \u001b[39m196.0    \u001b[39m | \u001b[39m0.1842   \u001b[39m | \u001b[39m11.58    \u001b[39m | \u001b[39m13.28    \u001b[39m | \u001b[39m8.117    \u001b[39m | \u001b[39m85.53    \u001b[39m | \u001b[39m83.5     \u001b[39m | \u001b[39m20.61    \u001b[39m | \u001b[39m0.9257   \u001b[39m | \u001b[39m0.733    \u001b[39m | \u001b[39m2.7      \u001b[39m | \u001b[39m9.932    \u001b[39m | \u001b[39m3.582    \u001b[39m | \u001b[39m37.03    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:50:16,147 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.7740, R²: 0.5487\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m795      \u001b[39m | \u001b[39m-0.774   \u001b[39m | \u001b[39m9.331e+04\u001b[39m | \u001b[39m35.97    \u001b[39m | \u001b[39m0.2896   \u001b[39m | \u001b[39m0.3544   \u001b[39m | \u001b[39m2.445    \u001b[39m | \u001b[39m2.231    \u001b[39m | \u001b[39m0.02938  \u001b[39m | \u001b[39m92.44    \u001b[39m | \u001b[39m1.57     \u001b[39m | \u001b[39m14.45    \u001b[39m | \u001b[39m9.764    \u001b[39m | \u001b[39m1.73     \u001b[39m | \u001b[39m9.245    \u001b[39m | \u001b[39m5.315    \u001b[39m | \u001b[39m9.574    \u001b[39m | \u001b[39m7.077    \u001b[39m | \u001b[39m0.6734   \u001b[39m | \u001b[39m0.1733   \u001b[39m | \u001b[39m90.5     \u001b[39m | \u001b[39m11.68    \u001b[39m | \u001b[39m0.1925   \u001b[39m | \u001b[39m0.4393   \u001b[39m | \u001b[39m0.8998   \u001b[39m | \u001b[39m18.16    \u001b[39m | \u001b[39m0.7535   \u001b[39m | \u001b[39m180.1    \u001b[39m | \u001b[39m15.1     \u001b[39m | \u001b[39m18.33    \u001b[39m | \u001b[39m80.4     \u001b[39m | \u001b[39m82.04    \u001b[39m | \u001b[39m10.13    \u001b[39m | \u001b[39m0.09972  \u001b[39m | \u001b[39m0.03159  \u001b[39m | \u001b[39m2.212    \u001b[39m | \u001b[39m12.98    \u001b[39m | \u001b[39m1.673    \u001b[39m | \u001b[39m11.04    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:50:19,048 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.2071, R²: 0.9677\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m796      \u001b[39m | \u001b[39m-0.2071  \u001b[39m | \u001b[39m8.834e+04\u001b[39m | \u001b[39m11.9     \u001b[39m | \u001b[39m0.03753  \u001b[39m | \u001b[39m0.02556  \u001b[39m | \u001b[39m4.325    \u001b[39m | \u001b[39m3.136    \u001b[39m | \u001b[39m1.99     \u001b[39m | \u001b[39m17.48    \u001b[39m | \u001b[39m2.612    \u001b[39m | \u001b[39m3.676    \u001b[39m | \u001b[39m6.311    \u001b[39m | \u001b[39m1.086    \u001b[39m | \u001b[39m25.07    \u001b[39m | \u001b[39m25.35    \u001b[39m | \u001b[39m22.65    \u001b[39m | \u001b[39m8.476    \u001b[39m | \u001b[39m0.8961   \u001b[39m | \u001b[39m0.3225   \u001b[39m | \u001b[39m76.97    \u001b[39m | \u001b[39m31.0     \u001b[39m | \u001b[39m0.5193   \u001b[39m | \u001b[39m0.2349   \u001b[39m | \u001b[39m0.6789   \u001b[39m | \u001b[39m197.8    \u001b[39m | \u001b[39m0.3995   \u001b[39m | \u001b[39m187.4    \u001b[39m | \u001b[39m1.941    \u001b[39m | \u001b[39m12.19    \u001b[39m | \u001b[39m86.76    \u001b[39m | \u001b[39m84.02    \u001b[39m | \u001b[39m6.216    \u001b[39m | \u001b[39m0.3054   \u001b[39m | \u001b[39m0.9379   \u001b[39m | \u001b[39m1.672    \u001b[39m | \u001b[39m10.73    \u001b[39m | \u001b[39m1.634    \u001b[39m | \u001b[39m35.0     \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:50:20,267 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.3233, R²: 0.9213\n"
     ]
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      "| \u001b[39m797      \u001b[39m | \u001b[39m-0.3233  \u001b[39m | \u001b[39m4.947e+04\u001b[39m | \u001b[39m22.7     \u001b[39m | \u001b[39m0.1715   \u001b[39m | \u001b[39m0.08368  \u001b[39m | \u001b[39m4.152    \u001b[39m | \u001b[39m4.807    \u001b[39m | \u001b[39m2.928    \u001b[39m | \u001b[39m11.4     \u001b[39m | \u001b[39m8.469    \u001b[39m | \u001b[39m37.8     \u001b[39m | \u001b[39m5.174    \u001b[39m | \u001b[39m0.1031   \u001b[39m | \u001b[39m5.806    \u001b[39m | \u001b[39m19.29    \u001b[39m | \u001b[39m7.499    \u001b[39m | \u001b[39m11.26    \u001b[39m | \u001b[39m0.7683   \u001b[39m | \u001b[39m0.02642  \u001b[39m | \u001b[39m89.28    \u001b[39m | \u001b[39m31.09    \u001b[39m | \u001b[39m0.7171   \u001b[39m | \u001b[39m0.9951   \u001b[39m | \u001b[39m0.388    \u001b[39m | \u001b[39m18.13    \u001b[39m | \u001b[39m0.4834   \u001b[39m | \u001b[39m21.86    \u001b[39m | \u001b[39m62.78    \u001b[39m | \u001b[39m18.96    \u001b[39m | \u001b[39m87.25    \u001b[39m | \u001b[39m76.79    \u001b[39m | \u001b[39m15.89    \u001b[39m | \u001b[39m0.9324   \u001b[39m | \u001b[39m0.9891   \u001b[39m | \u001b[39m2.326    \u001b[39m | \u001b[39m11.97    \u001b[39m | \u001b[39m1.465    \u001b[39m | \u001b[39m53.16    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:50:22,589 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1550, R²: -0.0049\n"
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    },
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      "| \u001b[39m798      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m1.807e+04\u001b[39m | \u001b[39m30.35    \u001b[39m | \u001b[39m0.2833   \u001b[39m | \u001b[39m0.9862   \u001b[39m | \u001b[39m2.897    \u001b[39m | \u001b[39m4.658    \u001b[39m | \u001b[39m0.7448   \u001b[39m | \u001b[39m21.03    \u001b[39m | \u001b[39m5.527    \u001b[39m | \u001b[39m17.07    \u001b[39m | \u001b[39m1.297    \u001b[39m | \u001b[39m0.1691   \u001b[39m | \u001b[39m32.48    \u001b[39m | \u001b[39m22.52    \u001b[39m | \u001b[39m14.88    \u001b[39m | \u001b[39m9.472    \u001b[39m | \u001b[39m0.615    \u001b[39m | \u001b[39m0.02495  \u001b[39m | \u001b[39m90.88    \u001b[39m | \u001b[39m0.772    \u001b[39m | \u001b[39m0.2301   \u001b[39m | \u001b[39m0.9775   \u001b[39m | \u001b[39m0.7357   \u001b[39m | \u001b[39m75.72    \u001b[39m | \u001b[39m0.01988  \u001b[39m | \u001b[39m11.25    \u001b[39m | \u001b[39m82.27    \u001b[39m | \u001b[39m15.67    \u001b[39m | \u001b[39m88.1     \u001b[39m | \u001b[39m85.04    \u001b[39m | \u001b[39m21.12    \u001b[39m | \u001b[39m0.448    \u001b[39m | \u001b[39m0.2744   \u001b[39m | \u001b[39m2.601    \u001b[39m | \u001b[39m9.926    \u001b[39m | \u001b[39m3.472    \u001b[39m | \u001b[39m41.41    \u001b[39m |\n"
     ]
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      "2025-04-09 17:50:25,440 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 0.7885, R²: 0.5317\n"
     ]
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      "| \u001b[39m799      \u001b[39m | \u001b[39m-0.7885  \u001b[39m | \u001b[39m8.68e+04 \u001b[39m | \u001b[39m27.3     \u001b[39m | \u001b[39m0.1012   \u001b[39m | \u001b[39m0.93     \u001b[39m | \u001b[39m2.448    \u001b[39m | \u001b[39m3.144    \u001b[39m | \u001b[39m0.2327   \u001b[39m | \u001b[39m57.42    \u001b[39m | \u001b[39m2.999    \u001b[39m | \u001b[39m31.84    \u001b[39m | \u001b[39m8.647    \u001b[39m | \u001b[39m0.05795  \u001b[39m | \u001b[39m8.215    \u001b[39m | \u001b[39m6.107    \u001b[39m | \u001b[39m12.03    \u001b[39m | \u001b[39m8.381    \u001b[39m | \u001b[39m0.6866   \u001b[39m | \u001b[39m0.08085  \u001b[39m | \u001b[39m95.37    \u001b[39m | \u001b[39m18.62    \u001b[39m | \u001b[39m0.1268   \u001b[39m | \u001b[39m0.6456   \u001b[39m | \u001b[39m0.6102   \u001b[39m | \u001b[39m39.15    \u001b[39m | \u001b[39m0.07037  \u001b[39m | \u001b[39m189.8    \u001b[39m | \u001b[39m37.48    \u001b[39m | \u001b[39m6.642    \u001b[39m | \u001b[39m85.56    \u001b[39m | \u001b[39m87.06    \u001b[39m | \u001b[39m23.64    \u001b[39m | \u001b[39m0.1105   \u001b[39m | \u001b[39m0.5558   \u001b[39m | \u001b[39m0.4038   \u001b[39m | \u001b[39m10.42    \u001b[39m | \u001b[39m4.458    \u001b[39m | \u001b[39m84.05    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:50:26,245 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.6957, R²: 0.6354\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m800      \u001b[39m | \u001b[39m-0.6957  \u001b[39m | \u001b[39m3.647e+04\u001b[39m | \u001b[39m16.0     \u001b[39m | \u001b[39m0.2294   \u001b[39m | \u001b[39m0.9699   \u001b[39m | \u001b[39m4.961    \u001b[39m | \u001b[39m4.224    \u001b[39m | \u001b[39m2.256    \u001b[39m | \u001b[39m81.3     \u001b[39m | \u001b[39m2.595    \u001b[39m | \u001b[39m22.39    \u001b[39m | \u001b[39m2.892    \u001b[39m | \u001b[39m1.687    \u001b[39m | \u001b[39m46.45    \u001b[39m | \u001b[39m13.74    \u001b[39m | \u001b[39m20.93    \u001b[39m | \u001b[39m11.52    \u001b[39m | \u001b[39m0.8628   \u001b[39m | \u001b[39m0.009604 \u001b[39m | \u001b[39m82.8     \u001b[39m | \u001b[39m5.557    \u001b[39m | \u001b[39m0.4744   \u001b[39m | \u001b[39m0.1105   \u001b[39m | \u001b[39m0.9344   \u001b[39m | \u001b[39m69.66    \u001b[39m | \u001b[39m0.5277   \u001b[39m | \u001b[39m16.07    \u001b[39m | \u001b[39m9.75     \u001b[39m | \u001b[39m18.73    \u001b[39m | \u001b[39m83.19    \u001b[39m | \u001b[39m75.7     \u001b[39m | \u001b[39m24.74    \u001b[39m | \u001b[39m0.502    \u001b[39m | \u001b[39m0.2567   \u001b[39m | \u001b[39m0.4751   \u001b[39m | \u001b[39m9.46     \u001b[39m | \u001b[39m2.298    \u001b[39m | \u001b[39m87.79    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:50:28,475 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.8936, R²: 0.3985\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m801      \u001b[39m | \u001b[39m-0.8936  \u001b[39m | \u001b[39m7.729e+04\u001b[39m | \u001b[39m33.61    \u001b[39m | \u001b[39m0.2944   \u001b[39m | \u001b[39m0.1857   \u001b[39m | \u001b[39m1.419    \u001b[39m | \u001b[39m2.122    \u001b[39m | \u001b[39m2.883    \u001b[39m | \u001b[39m23.72    \u001b[39m | \u001b[39m1.272    \u001b[39m | \u001b[39m38.43    \u001b[39m | \u001b[39m2.062    \u001b[39m | \u001b[39m2.651    \u001b[39m | \u001b[39m9.025    \u001b[39m | \u001b[39m26.97    \u001b[39m | \u001b[39m27.01    \u001b[39m | \u001b[39m9.171    \u001b[39m | \u001b[39m0.8841   \u001b[39m | \u001b[39m0.2034   \u001b[39m | \u001b[39m72.16    \u001b[39m | \u001b[39m15.25    \u001b[39m | \u001b[39m0.281    \u001b[39m | \u001b[39m0.3639   \u001b[39m | \u001b[39m0.9951   \u001b[39m | \u001b[39m30.61    \u001b[39m | \u001b[39m0.3789   \u001b[39m | \u001b[39m183.5    \u001b[39m | \u001b[39m95.71    \u001b[39m | \u001b[39m16.23    \u001b[39m | \u001b[39m90.88    \u001b[39m | \u001b[39m90.41    \u001b[39m | \u001b[39m17.07    \u001b[39m | \u001b[39m0.5645   \u001b[39m | \u001b[39m0.381    \u001b[39m | \u001b[39m0.1769   \u001b[39m | \u001b[39m11.83    \u001b[39m | \u001b[39m1.094    \u001b[39m | \u001b[39m85.8     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:50:29,320 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.5128, R²: 0.8019\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m802      \u001b[39m | \u001b[39m-0.5128  \u001b[39m | \u001b[39m5.192e+04\u001b[39m | \u001b[39m10.58    \u001b[39m | \u001b[39m0.2379   \u001b[39m | \u001b[39m0.2759   \u001b[39m | \u001b[39m1.329    \u001b[39m | \u001b[39m1.798    \u001b[39m | \u001b[39m0.7367   \u001b[39m | \u001b[39m36.63    \u001b[39m | \u001b[39m6.279    \u001b[39m | \u001b[39m36.9     \u001b[39m | \u001b[39m3.536    \u001b[39m | \u001b[39m2.361    \u001b[39m | \u001b[39m15.04    \u001b[39m | \u001b[39m4.124    \u001b[39m | \u001b[39m10.42    \u001b[39m | \u001b[39m11.12    \u001b[39m | \u001b[39m0.9656   \u001b[39m | \u001b[39m0.08584  \u001b[39m | \u001b[39m13.72    \u001b[39m | \u001b[39m7.722    \u001b[39m | \u001b[39m0.9724   \u001b[39m | \u001b[39m0.329    \u001b[39m | \u001b[39m0.7585   \u001b[39m | \u001b[39m159.0    \u001b[39m | \u001b[39m0.5186   \u001b[39m | \u001b[39m133.5    \u001b[39m | \u001b[39m92.6     \u001b[39m | \u001b[39m16.35    \u001b[39m | \u001b[39m94.48    \u001b[39m | \u001b[39m79.31    \u001b[39m | \u001b[39m24.15    \u001b[39m | \u001b[39m0.1628   \u001b[39m | \u001b[39m0.226    \u001b[39m | \u001b[39m2.153    \u001b[39m | \u001b[39m9.466    \u001b[39m | \u001b[39m2.365    \u001b[39m | \u001b[39m40.56    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:50:30,219 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2474, R²: 0.9539\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m803      \u001b[39m | \u001b[39m-0.2474  \u001b[39m | \u001b[39m9.959e+04\u001b[39m | \u001b[39m14.11    \u001b[39m | \u001b[39m0.05122  \u001b[39m | \u001b[39m0.9377   \u001b[39m | \u001b[39m2.501    \u001b[39m | \u001b[39m1.769    \u001b[39m | \u001b[39m0.5869   \u001b[39m | \u001b[39m94.1     \u001b[39m | \u001b[39m6.634    \u001b[39m | \u001b[39m29.54    \u001b[39m | \u001b[39m9.876    \u001b[39m | \u001b[39m1.392    \u001b[39m | \u001b[39m30.09    \u001b[39m | \u001b[39m18.91    \u001b[39m | \u001b[39m16.74    \u001b[39m | \u001b[39m7.428    \u001b[39m | \u001b[39m0.8536   \u001b[39m | \u001b[39m0.2078   \u001b[39m | \u001b[39m96.22    \u001b[39m | \u001b[39m33.75    \u001b[39m | \u001b[39m0.4847   \u001b[39m | \u001b[39m0.8847   \u001b[39m | \u001b[39m0.663    \u001b[39m | \u001b[39m129.2    \u001b[39m | \u001b[39m0.4551   \u001b[39m | \u001b[39m17.73    \u001b[39m | \u001b[39m30.21    \u001b[39m | \u001b[39m14.18    \u001b[39m | \u001b[39m82.85    \u001b[39m | \u001b[39m75.93    \u001b[39m | \u001b[39m16.0     \u001b[39m | \u001b[39m0.9637   \u001b[39m | \u001b[39m0.163    \u001b[39m | \u001b[39m0.5443   \u001b[39m | \u001b[39m9.615    \u001b[39m | \u001b[39m1.087    \u001b[39m | \u001b[39m94.68    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:50:33,237 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.0582, R²: 0.1565\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m804      \u001b[39m | \u001b[39m-1.058   \u001b[39m | \u001b[39m5.177e+04\u001b[39m | \u001b[39m42.02    \u001b[39m | \u001b[39m0.04066  \u001b[39m | \u001b[39m0.1322   \u001b[39m | \u001b[39m2.276    \u001b[39m | \u001b[39m2.262    \u001b[39m | \u001b[39m0.5188   \u001b[39m | \u001b[39m21.29    \u001b[39m | \u001b[39m6.178    \u001b[39m | \u001b[39m9.597    \u001b[39m | \u001b[39m8.649    \u001b[39m | \u001b[39m1.767    \u001b[39m | \u001b[39m35.18    \u001b[39m | \u001b[39m16.51    \u001b[39m | \u001b[39m28.79    \u001b[39m | \u001b[39m8.667    \u001b[39m | \u001b[39m0.7948   \u001b[39m | \u001b[39m0.2925   \u001b[39m | \u001b[39m57.07    \u001b[39m | \u001b[39m21.53    \u001b[39m | \u001b[39m0.3781   \u001b[39m | \u001b[39m0.01928  \u001b[39m | \u001b[39m0.1813   \u001b[39m | \u001b[39m93.15    \u001b[39m | \u001b[39m0.7231   \u001b[39m | \u001b[39m55.06    \u001b[39m | \u001b[39m90.78    \u001b[39m | \u001b[39m11.06    \u001b[39m | \u001b[39m85.64    \u001b[39m | \u001b[39m85.86    \u001b[39m | \u001b[39m19.68    \u001b[39m | \u001b[39m0.7749   \u001b[39m | \u001b[39m0.2864   \u001b[39m | \u001b[39m1.121    \u001b[39m | \u001b[39m10.29    \u001b[39m | \u001b[39m4.152    \u001b[39m | \u001b[39m25.42    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:50:34,261 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.3974, R²: 0.8810\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m805      \u001b[39m | \u001b[39m-0.3974  \u001b[39m | \u001b[39m4.964e+03\u001b[39m | \u001b[39m40.77    \u001b[39m | \u001b[39m0.1154   \u001b[39m | \u001b[39m0.6035   \u001b[39m | \u001b[39m2.252    \u001b[39m | \u001b[39m4.471    \u001b[39m | \u001b[39m1.674    \u001b[39m | \u001b[39m76.74    \u001b[39m | \u001b[39m5.544    \u001b[39m | \u001b[39m46.9     \u001b[39m | \u001b[39m5.97     \u001b[39m | \u001b[39m2.031    \u001b[39m | \u001b[39m19.34    \u001b[39m | \u001b[39m13.44    \u001b[39m | \u001b[39m9.626    \u001b[39m | \u001b[39m11.15    \u001b[39m | \u001b[39m0.8958   \u001b[39m | \u001b[39m0.3626   \u001b[39m | \u001b[39m80.49    \u001b[39m | \u001b[39m15.35    \u001b[39m | \u001b[39m0.8782   \u001b[39m | \u001b[39m0.7881   \u001b[39m | \u001b[39m0.7647   \u001b[39m | \u001b[39m165.6    \u001b[39m | \u001b[39m0.09348  \u001b[39m | \u001b[39m177.4    \u001b[39m | \u001b[39m37.82    \u001b[39m | \u001b[39m11.86    \u001b[39m | \u001b[39m82.28    \u001b[39m | \u001b[39m75.67    \u001b[39m | \u001b[39m19.02    \u001b[39m | \u001b[39m0.996    \u001b[39m | \u001b[39m0.4692   \u001b[39m | \u001b[39m0.1498   \u001b[39m | \u001b[39m8.511    \u001b[39m | \u001b[39m2.687    \u001b[39m | \u001b[39m88.7     \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:50:37,264 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.1922, R²: 0.9722\n"
     ]
    },
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      "| \u001b[39m806      \u001b[39m | \u001b[39m-0.1922  \u001b[39m | \u001b[39m5.948e+04\u001b[39m | \u001b[39m39.45    \u001b[39m | \u001b[39m0.1436   \u001b[39m | \u001b[39m0.6697   \u001b[39m | \u001b[39m1.879    \u001b[39m | \u001b[39m1.2      \u001b[39m | \u001b[39m0.517    \u001b[39m | \u001b[39m20.94    \u001b[39m | \u001b[39m8.97     \u001b[39m | \u001b[39m29.56    \u001b[39m | \u001b[39m1.985    \u001b[39m | \u001b[39m0.7401   \u001b[39m | \u001b[39m42.52    \u001b[39m | \u001b[39m28.63    \u001b[39m | \u001b[39m13.01    \u001b[39m | \u001b[39m9.325    \u001b[39m | \u001b[39m0.8788   \u001b[39m | \u001b[39m0.08479  \u001b[39m | \u001b[39m87.75    \u001b[39m | \u001b[39m22.98    \u001b[39m | \u001b[39m0.8394   \u001b[39m | \u001b[39m0.9872   \u001b[39m | \u001b[39m0.1709   \u001b[39m | \u001b[39m22.28    \u001b[39m | \u001b[39m0.501    \u001b[39m | \u001b[39m14.72    \u001b[39m | \u001b[39m75.65    \u001b[39m | \u001b[39m7.321    \u001b[39m | \u001b[39m86.88    \u001b[39m | \u001b[39m84.2     \u001b[39m | \u001b[39m5.797    \u001b[39m | \u001b[39m0.4582   \u001b[39m | \u001b[39m0.811    \u001b[39m | \u001b[39m2.922    \u001b[39m | \u001b[39m12.47    \u001b[39m | \u001b[39m4.392    \u001b[39m | \u001b[39m57.82    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:50:38,230 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8189, R²: 0.4948\n"
     ]
    },
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     "text": [
      "| \u001b[39m807      \u001b[39m | \u001b[39m-0.8189  \u001b[39m | \u001b[39m6.601e+04\u001b[39m | \u001b[39m29.08    \u001b[39m | \u001b[39m0.2276   \u001b[39m | \u001b[39m0.9738   \u001b[39m | \u001b[39m3.872    \u001b[39m | \u001b[39m4.006    \u001b[39m | \u001b[39m2.267    \u001b[39m | \u001b[39m68.76    \u001b[39m | \u001b[39m4.659    \u001b[39m | \u001b[39m33.68    \u001b[39m | \u001b[39m9.98     \u001b[39m | \u001b[39m1.143    \u001b[39m | \u001b[39m7.688    \u001b[39m | \u001b[39m12.62    \u001b[39m | \u001b[39m13.78    \u001b[39m | \u001b[39m8.778    \u001b[39m | \u001b[39m0.7307   \u001b[39m | \u001b[39m0.02341  \u001b[39m | \u001b[39m19.38    \u001b[39m | \u001b[39m13.21    \u001b[39m | \u001b[39m0.7052   \u001b[39m | \u001b[39m0.9      \u001b[39m | \u001b[39m0.9235   \u001b[39m | \u001b[39m165.2    \u001b[39m | \u001b[39m0.9286   \u001b[39m | \u001b[39m19.97    \u001b[39m | \u001b[39m25.39    \u001b[39m | \u001b[39m7.919    \u001b[39m | \u001b[39m92.71    \u001b[39m | \u001b[39m76.7     \u001b[39m | \u001b[39m12.12    \u001b[39m | \u001b[39m0.4306   \u001b[39m | \u001b[39m0.9306   \u001b[39m | \u001b[39m0.474    \u001b[39m | \u001b[39m7.327    \u001b[39m | \u001b[39m4.982    \u001b[39m | \u001b[39m57.31    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:50:41,001 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0954, R²: 0.9932\n"
     ]
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      "| \u001b[39m808      \u001b[39m | \u001b[39m-0.09535 \u001b[39m | \u001b[39m6.894e+04\u001b[39m | \u001b[39m14.76    \u001b[39m | \u001b[39m0.2743   \u001b[39m | \u001b[39m0.0785   \u001b[39m | \u001b[39m4.886    \u001b[39m | \u001b[39m3.802    \u001b[39m | \u001b[39m2.805    \u001b[39m | \u001b[39m53.89    \u001b[39m | \u001b[39m3.975    \u001b[39m | \u001b[39m29.29    \u001b[39m | \u001b[39m8.861    \u001b[39m | \u001b[39m1.997    \u001b[39m | \u001b[39m40.7     \u001b[39m | \u001b[39m12.43    \u001b[39m | \u001b[39m12.12    \u001b[39m | \u001b[39m8.934    \u001b[39m | \u001b[39m0.8242   \u001b[39m | \u001b[39m0.1496   \u001b[39m | \u001b[39m99.95    \u001b[39m | \u001b[39m16.54    \u001b[39m | \u001b[39m0.4778   \u001b[39m | \u001b[39m0.1221   \u001b[39m | \u001b[39m0.1468   \u001b[39m | \u001b[39m31.46    \u001b[39m | \u001b[39m0.861    \u001b[39m | \u001b[39m196.0    \u001b[39m | \u001b[39m93.41    \u001b[39m | \u001b[39m14.2     \u001b[39m | \u001b[39m81.33    \u001b[39m | \u001b[39m82.8     \u001b[39m | \u001b[39m24.83    \u001b[39m | \u001b[39m0.2278   \u001b[39m | \u001b[39m0.2107   \u001b[39m | \u001b[39m0.7233   \u001b[39m | \u001b[39m10.05    \u001b[39m | \u001b[39m3.919    \u001b[39m | \u001b[39m34.85    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:50:43,725 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0922, R²: 0.9936\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m809      \u001b[39m | \u001b[39m-0.0922  \u001b[39m | \u001b[39m6.054e+04\u001b[39m | \u001b[39m34.0     \u001b[39m | \u001b[39m0.02957  \u001b[39m | \u001b[39m0.2019   \u001b[39m | \u001b[39m4.899    \u001b[39m | \u001b[39m2.002    \u001b[39m | \u001b[39m2.121    \u001b[39m | \u001b[39m93.72    \u001b[39m | \u001b[39m2.424    \u001b[39m | \u001b[39m41.67    \u001b[39m | \u001b[39m4.901    \u001b[39m | \u001b[39m3.849    \u001b[39m | \u001b[39m45.99    \u001b[39m | \u001b[39m26.16    \u001b[39m | \u001b[39m27.66    \u001b[39m | \u001b[39m8.312    \u001b[39m | \u001b[39m0.7997   \u001b[39m | \u001b[39m0.3502   \u001b[39m | \u001b[39m61.83    \u001b[39m | \u001b[39m20.83    \u001b[39m | \u001b[39m0.8077   \u001b[39m | \u001b[39m0.1363   \u001b[39m | \u001b[39m0.5851   \u001b[39m | \u001b[39m13.9     \u001b[39m | \u001b[39m0.2151   \u001b[39m | \u001b[39m14.11    \u001b[39m | \u001b[39m60.73    \u001b[39m | \u001b[39m5.875    \u001b[39m | \u001b[39m83.09    \u001b[39m | \u001b[39m87.18    \u001b[39m | \u001b[39m12.42    \u001b[39m | \u001b[39m0.009476 \u001b[39m | \u001b[39m0.9904   \u001b[39m | \u001b[39m0.7024   \u001b[39m | \u001b[39m9.61     \u001b[39m | \u001b[39m3.589    \u001b[39m | \u001b[39m79.64    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:50:46,093 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.4708, R²: 0.8330\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m810      \u001b[39m | \u001b[39m-0.4708  \u001b[39m | \u001b[39m5.318e+04\u001b[39m | \u001b[39m16.34    \u001b[39m | \u001b[39m0.2348   \u001b[39m | \u001b[39m0.5462   \u001b[39m | \u001b[39m2.9      \u001b[39m | \u001b[39m4.742    \u001b[39m | \u001b[39m1.095    \u001b[39m | \u001b[39m6.756    \u001b[39m | \u001b[39m6.642    \u001b[39m | \u001b[39m19.58    \u001b[39m | \u001b[39m7.525    \u001b[39m | \u001b[39m0.1258   \u001b[39m | \u001b[39m2.666    \u001b[39m | \u001b[39m24.64    \u001b[39m | \u001b[39m28.3     \u001b[39m | \u001b[39m7.225    \u001b[39m | \u001b[39m0.6496   \u001b[39m | \u001b[39m0.09058  \u001b[39m | \u001b[39m4.438    \u001b[39m | \u001b[39m7.713    \u001b[39m | \u001b[39m0.3428   \u001b[39m | \u001b[39m0.9265   \u001b[39m | \u001b[39m0.001046 \u001b[39m | \u001b[39m183.5    \u001b[39m | \u001b[39m0.8619   \u001b[39m | \u001b[39m186.6    \u001b[39m | \u001b[39m94.28    \u001b[39m | \u001b[39m12.09    \u001b[39m | \u001b[39m81.56    \u001b[39m | \u001b[39m90.39    \u001b[39m | \u001b[39m24.41    \u001b[39m | \u001b[39m0.8461   \u001b[39m | \u001b[39m0.4681   \u001b[39m | \u001b[39m2.278    \u001b[39m | \u001b[39m11.01    \u001b[39m | \u001b[39m3.153    \u001b[39m | \u001b[39m37.47    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:50:47,158 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 1.0409, R²: 0.1839\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m811      \u001b[39m | \u001b[39m-1.041   \u001b[39m | \u001b[39m5.176e+04\u001b[39m | \u001b[39m33.89    \u001b[39m | \u001b[39m0.09958  \u001b[39m | \u001b[39m0.6273   \u001b[39m | \u001b[39m1.619    \u001b[39m | \u001b[39m4.345    \u001b[39m | \u001b[39m2.607    \u001b[39m | \u001b[39m75.46    \u001b[39m | \u001b[39m6.209    \u001b[39m | \u001b[39m38.77    \u001b[39m | \u001b[39m4.154    \u001b[39m | \u001b[39m0.5499   \u001b[39m | \u001b[39m29.41    \u001b[39m | \u001b[39m5.514    \u001b[39m | \u001b[39m5.429    \u001b[39m | \u001b[39m10.54    \u001b[39m | \u001b[39m0.9675   \u001b[39m | \u001b[39m0.1215   \u001b[39m | \u001b[39m49.7     \u001b[39m | \u001b[39m24.43    \u001b[39m | \u001b[39m0.5894   \u001b[39m | \u001b[39m0.1658   \u001b[39m | \u001b[39m0.3286   \u001b[39m | \u001b[39m51.31    \u001b[39m | \u001b[39m0.5525   \u001b[39m | \u001b[39m25.84    \u001b[39m | \u001b[39m78.32    \u001b[39m | \u001b[39m14.56    \u001b[39m | \u001b[39m90.45    \u001b[39m | \u001b[39m93.17    \u001b[39m | \u001b[39m8.571    \u001b[39m | \u001b[39m0.8203   \u001b[39m | \u001b[39m0.1737   \u001b[39m | \u001b[39m2.126    \u001b[39m | \u001b[39m10.99    \u001b[39m | \u001b[39m4.203    \u001b[39m | \u001b[39m60.05    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:50:47,930 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.8633, R²: 0.4386\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m812      \u001b[39m | \u001b[39m-0.8633  \u001b[39m | \u001b[39m5.732e+04\u001b[39m | \u001b[39m14.85    \u001b[39m | \u001b[39m0.1536   \u001b[39m | \u001b[39m0.3384   \u001b[39m | \u001b[39m1.288    \u001b[39m | \u001b[39m2.955    \u001b[39m | \u001b[39m2.691    \u001b[39m | \u001b[39m22.47    \u001b[39m | \u001b[39m2.135    \u001b[39m | \u001b[39m46.54    \u001b[39m | \u001b[39m5.159    \u001b[39m | \u001b[39m3.002    \u001b[39m | \u001b[39m26.22    \u001b[39m | \u001b[39m7.275    \u001b[39m | \u001b[39m8.606    \u001b[39m | \u001b[39m12.24    \u001b[39m | \u001b[39m0.6268   \u001b[39m | \u001b[39m0.3254   \u001b[39m | \u001b[39m86.95    \u001b[39m | \u001b[39m31.98    \u001b[39m | \u001b[39m0.2018   \u001b[39m | \u001b[39m0.5891   \u001b[39m | \u001b[39m0.473    \u001b[39m | \u001b[39m63.11    \u001b[39m | \u001b[39m0.06919  \u001b[39m | \u001b[39m112.3    \u001b[39m | \u001b[39m99.2     \u001b[39m | \u001b[39m13.93    \u001b[39m | \u001b[39m90.37    \u001b[39m | \u001b[39m81.36    \u001b[39m | \u001b[39m14.14    \u001b[39m | \u001b[39m0.4133   \u001b[39m | \u001b[39m0.3547   \u001b[39m | \u001b[39m1.399    \u001b[39m | \u001b[39m12.58    \u001b[39m | \u001b[39m2.42     \u001b[39m | \u001b[39m64.27    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:50:48,898 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8042, R²: 0.5129\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m813      \u001b[39m | \u001b[39m-0.8042  \u001b[39m | \u001b[39m9.698e+04\u001b[39m | \u001b[39m26.01    \u001b[39m | \u001b[39m0.1351   \u001b[39m | \u001b[39m1.868e-05\u001b[39m | \u001b[39m1.724    \u001b[39m | \u001b[39m2.54     \u001b[39m | \u001b[39m2.871    \u001b[39m | \u001b[39m82.89    \u001b[39m | \u001b[39m7.038    \u001b[39m | \u001b[39m27.24    \u001b[39m | \u001b[39m8.137    \u001b[39m | \u001b[39m0.1524   \u001b[39m | \u001b[39m21.13    \u001b[39m | \u001b[39m24.22    \u001b[39m | \u001b[39m6.529    \u001b[39m | \u001b[39m11.62    \u001b[39m | \u001b[39m0.912    \u001b[39m | \u001b[39m0.1608   \u001b[39m | \u001b[39m76.47    \u001b[39m | \u001b[39m32.83    \u001b[39m | \u001b[39m0.6309   \u001b[39m | \u001b[39m0.8102   \u001b[39m | \u001b[39m0.1825   \u001b[39m | \u001b[39m195.2    \u001b[39m | \u001b[39m0.4195   \u001b[39m | \u001b[39m59.5     \u001b[39m | \u001b[39m47.45    \u001b[39m | \u001b[39m5.95     \u001b[39m | \u001b[39m93.12    \u001b[39m | \u001b[39m79.56    \u001b[39m | \u001b[39m16.34    \u001b[39m | \u001b[39m0.9804   \u001b[39m | \u001b[39m0.7341   \u001b[39m | \u001b[39m0.8005   \u001b[39m | \u001b[39m12.73    \u001b[39m | \u001b[39m2.779    \u001b[39m | \u001b[39m77.92    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:50:49,712 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1462, R²: 0.0104\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m814      \u001b[39m | \u001b[39m-1.146   \u001b[39m | \u001b[39m3.49e+04 \u001b[39m | \u001b[39m13.06    \u001b[39m | \u001b[39m0.2924   \u001b[39m | \u001b[39m0.7133   \u001b[39m | \u001b[39m2.955    \u001b[39m | \u001b[39m4.261    \u001b[39m | \u001b[39m2.246    \u001b[39m | \u001b[39m41.26    \u001b[39m | \u001b[39m3.308    \u001b[39m | \u001b[39m36.21    \u001b[39m | \u001b[39m7.49     \u001b[39m | \u001b[39m3.483    \u001b[39m | \u001b[39m5.386    \u001b[39m | \u001b[39m13.24    \u001b[39m | \u001b[39m18.94    \u001b[39m | \u001b[39m10.81    \u001b[39m | \u001b[39m0.6921   \u001b[39m | \u001b[39m0.2482   \u001b[39m | \u001b[39m86.64    \u001b[39m | \u001b[39m19.54    \u001b[39m | \u001b[39m0.4336   \u001b[39m | \u001b[39m0.4887   \u001b[39m | \u001b[39m0.9746   \u001b[39m | \u001b[39m188.2    \u001b[39m | \u001b[39m0.4511   \u001b[39m | \u001b[39m88.71    \u001b[39m | \u001b[39m71.74    \u001b[39m | \u001b[39m14.78    \u001b[39m | \u001b[39m91.63    \u001b[39m | \u001b[39m93.12    \u001b[39m | \u001b[39m16.67    \u001b[39m | \u001b[39m0.9912   \u001b[39m | \u001b[39m0.7626   \u001b[39m | \u001b[39m0.7595   \u001b[39m | \u001b[39m8.815    \u001b[39m | \u001b[39m1.248    \u001b[39m | \u001b[39m5.291    \u001b[39m |\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "2025-04-09 17:50:52,532 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2327, R²: 0.9592\n"
     ]
    },
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      "| \u001b[39m815      \u001b[39m | \u001b[39m-0.2327  \u001b[39m | \u001b[39m9.678e+04\u001b[39m | \u001b[39m18.51    \u001b[39m | \u001b[39m0.0163   \u001b[39m | \u001b[39m0.1515   \u001b[39m | \u001b[39m1.563    \u001b[39m | \u001b[39m1.221    \u001b[39m | \u001b[39m0.03845  \u001b[39m | \u001b[39m32.33    \u001b[39m | \u001b[39m2.581    \u001b[39m | \u001b[39m37.62    \u001b[39m | \u001b[39m9.016    \u001b[39m | \u001b[39m1.403    \u001b[39m | \u001b[39m44.29    \u001b[39m | \u001b[39m26.56    \u001b[39m | \u001b[39m28.93    \u001b[39m | \u001b[39m10.49    \u001b[39m | \u001b[39m0.8694   \u001b[39m | \u001b[39m0.3574   \u001b[39m | \u001b[39m15.98    \u001b[39m | \u001b[39m30.36    \u001b[39m | \u001b[39m0.4865   \u001b[39m | \u001b[39m0.06049  \u001b[39m | \u001b[39m0.09025  \u001b[39m | \u001b[39m19.96    \u001b[39m | \u001b[39m0.1147   \u001b[39m | \u001b[39m28.14    \u001b[39m | \u001b[39m11.76    \u001b[39m | \u001b[39m9.96     \u001b[39m | \u001b[39m87.87    \u001b[39m | \u001b[39m82.85    \u001b[39m | \u001b[39m19.43    \u001b[39m | \u001b[39m0.2841   \u001b[39m | \u001b[39m0.08557  \u001b[39m | \u001b[39m1.587    \u001b[39m | \u001b[39m9.051    \u001b[39m | \u001b[39m4.519    \u001b[39m | \u001b[39m43.9     \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:50:55,446 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.8563, R²: 0.4477\n"
     ]
    },
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      "| \u001b[39m816      \u001b[39m | \u001b[39m-0.8563  \u001b[39m | \u001b[39m6.132e+04\u001b[39m | \u001b[39m48.42    \u001b[39m | \u001b[39m0.2684   \u001b[39m | \u001b[39m0.2052   \u001b[39m | \u001b[39m1.095    \u001b[39m | \u001b[39m4.844    \u001b[39m | \u001b[39m1.997    \u001b[39m | \u001b[39m56.96    \u001b[39m | \u001b[39m3.568    \u001b[39m | \u001b[39m9.941    \u001b[39m | \u001b[39m3.777    \u001b[39m | \u001b[39m2.458    \u001b[39m | \u001b[39m9.388    \u001b[39m | \u001b[39m3.871    \u001b[39m | \u001b[39m21.39    \u001b[39m | \u001b[39m9.502    \u001b[39m | \u001b[39m0.6713   \u001b[39m | \u001b[39m0.195    \u001b[39m | \u001b[39m24.97    \u001b[39m | \u001b[39m0.2946   \u001b[39m | \u001b[39m0.08367  \u001b[39m | \u001b[39m0.7146   \u001b[39m | \u001b[39m0.7342   \u001b[39m | \u001b[39m16.91    \u001b[39m | \u001b[39m0.7778   \u001b[39m | \u001b[39m194.2    \u001b[39m | \u001b[39m46.62    \u001b[39m | \u001b[39m10.47    \u001b[39m | \u001b[39m83.62    \u001b[39m | \u001b[39m81.82    \u001b[39m | \u001b[39m18.2     \u001b[39m | \u001b[39m0.7916   \u001b[39m | \u001b[39m0.9274   \u001b[39m | \u001b[39m1.187    \u001b[39m | \u001b[39m8.287    \u001b[39m | \u001b[39m4.881    \u001b[39m | \u001b[39m57.2     \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:50:58,278 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2611, R²: 0.9487\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m817      \u001b[39m | \u001b[39m-0.2611  \u001b[39m | \u001b[39m1.959e+04\u001b[39m | \u001b[39m17.24    \u001b[39m | \u001b[39m0.02823  \u001b[39m | \u001b[39m0.1325   \u001b[39m | \u001b[39m4.986    \u001b[39m | \u001b[39m1.468    \u001b[39m | \u001b[39m0.3651   \u001b[39m | \u001b[39m89.44    \u001b[39m | \u001b[39m1.377    \u001b[39m | \u001b[39m31.23    \u001b[39m | \u001b[39m7.437    \u001b[39m | \u001b[39m1.533    \u001b[39m | \u001b[39m28.94    \u001b[39m | \u001b[39m7.093    \u001b[39m | \u001b[39m19.16    \u001b[39m | \u001b[39m11.89    \u001b[39m | \u001b[39m0.679    \u001b[39m | \u001b[39m0.3539   \u001b[39m | \u001b[39m24.21    \u001b[39m | \u001b[39m29.77    \u001b[39m | \u001b[39m0.8002   \u001b[39m | \u001b[39m0.247    \u001b[39m | \u001b[39m0.2651   \u001b[39m | \u001b[39m31.45    \u001b[39m | \u001b[39m0.2262   \u001b[39m | \u001b[39m31.8     \u001b[39m | \u001b[39m34.33    \u001b[39m | \u001b[39m12.24    \u001b[39m | \u001b[39m93.83    \u001b[39m | \u001b[39m83.8     \u001b[39m | \u001b[39m24.21    \u001b[39m | \u001b[39m0.3431   \u001b[39m | \u001b[39m0.6814   \u001b[39m | \u001b[39m0.8128   \u001b[39m | \u001b[39m11.01    \u001b[39m | \u001b[39m3.941    \u001b[39m | \u001b[39m7.562    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:51:01,368 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.6737, R²: 0.6581\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m818      \u001b[39m | \u001b[39m-0.6737  \u001b[39m | \u001b[39m3.84e+04 \u001b[39m | \u001b[39m29.25    \u001b[39m | \u001b[39m0.03531  \u001b[39m | \u001b[39m0.6035   \u001b[39m | \u001b[39m2.966    \u001b[39m | \u001b[39m4.804    \u001b[39m | \u001b[39m1.512    \u001b[39m | \u001b[39m56.21    \u001b[39m | \u001b[39m9.652    \u001b[39m | \u001b[39m24.1     \u001b[39m | \u001b[39m4.672    \u001b[39m | \u001b[39m1.586    \u001b[39m | \u001b[39m47.28    \u001b[39m | \u001b[39m16.54    \u001b[39m | \u001b[39m29.45    \u001b[39m | \u001b[39m12.15    \u001b[39m | \u001b[39m0.9844   \u001b[39m | \u001b[39m0.2271   \u001b[39m | \u001b[39m83.83    \u001b[39m | \u001b[39m12.88    \u001b[39m | \u001b[39m0.8827   \u001b[39m | \u001b[39m0.02752  \u001b[39m | \u001b[39m0.4072   \u001b[39m | \u001b[39m14.13    \u001b[39m | \u001b[39m0.9027   \u001b[39m | \u001b[39m188.7    \u001b[39m | \u001b[39m6.813    \u001b[39m | \u001b[39m19.16    \u001b[39m | \u001b[39m87.92    \u001b[39m | \u001b[39m87.17    \u001b[39m | \u001b[39m22.78    \u001b[39m | \u001b[39m0.1416   \u001b[39m | \u001b[39m0.8612   \u001b[39m | \u001b[39m1.579    \u001b[39m | \u001b[39m7.71     \u001b[39m | \u001b[39m4.503    \u001b[39m | \u001b[39m57.7     \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:51:04,729 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1445, R²: 0.0133\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m819      \u001b[39m | \u001b[39m-1.145   \u001b[39m | \u001b[39m4.256e+04\u001b[39m | \u001b[39m15.05    \u001b[39m | \u001b[39m0.1277   \u001b[39m | \u001b[39m0.4179   \u001b[39m | \u001b[39m4.898    \u001b[39m | \u001b[39m3.018    \u001b[39m | \u001b[39m0.1496   \u001b[39m | \u001b[39m6.953    \u001b[39m | \u001b[39m5.675    \u001b[39m | \u001b[39m30.6     \u001b[39m | \u001b[39m1.318    \u001b[39m | \u001b[39m1.947    \u001b[39m | \u001b[39m3.576    \u001b[39m | \u001b[39m29.96    \u001b[39m | \u001b[39m22.0     \u001b[39m | \u001b[39m11.3     \u001b[39m | \u001b[39m0.9366   \u001b[39m | \u001b[39m0.3184   \u001b[39m | \u001b[39m8.89     \u001b[39m | \u001b[39m9.044    \u001b[39m | \u001b[39m0.2957   \u001b[39m | \u001b[39m0.7947   \u001b[39m | \u001b[39m0.1825   \u001b[39m | \u001b[39m173.8    \u001b[39m | \u001b[39m0.4662   \u001b[39m | \u001b[39m27.47    \u001b[39m | \u001b[39m89.81    \u001b[39m | \u001b[39m14.71    \u001b[39m | \u001b[39m85.18    \u001b[39m | \u001b[39m89.85    \u001b[39m | \u001b[39m5.096    \u001b[39m | \u001b[39m0.3612   \u001b[39m | \u001b[39m0.7664   \u001b[39m | \u001b[39m0.874    \u001b[39m | \u001b[39m12.32    \u001b[39m | \u001b[39m4.363    \u001b[39m | \u001b[39m38.44    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:51:07,306 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.3885, R²: 0.8863\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m820      \u001b[39m | \u001b[39m-0.3885  \u001b[39m | \u001b[39m7.418e+04\u001b[39m | \u001b[39m47.67    \u001b[39m | \u001b[39m0.2497   \u001b[39m | \u001b[39m0.7061   \u001b[39m | \u001b[39m4.153    \u001b[39m | \u001b[39m4.609    \u001b[39m | \u001b[39m1.707    \u001b[39m | \u001b[39m88.02    \u001b[39m | \u001b[39m9.067    \u001b[39m | \u001b[39m22.9     \u001b[39m | \u001b[39m5.404    \u001b[39m | \u001b[39m1.345    \u001b[39m | \u001b[39m30.66    \u001b[39m | \u001b[39m29.65    \u001b[39m | \u001b[39m6.628    \u001b[39m | \u001b[39m7.863    \u001b[39m | \u001b[39m0.893    \u001b[39m | \u001b[39m0.2425   \u001b[39m | \u001b[39m59.39    \u001b[39m | \u001b[39m7.963    \u001b[39m | \u001b[39m0.9919   \u001b[39m | \u001b[39m0.06051  \u001b[39m | \u001b[39m0.7035   \u001b[39m | \u001b[39m198.5    \u001b[39m | \u001b[39m0.5378   \u001b[39m | \u001b[39m16.32    \u001b[39m | \u001b[39m79.87    \u001b[39m | \u001b[39m5.881    \u001b[39m | \u001b[39m90.1     \u001b[39m | \u001b[39m91.43    \u001b[39m | \u001b[39m6.179    \u001b[39m | \u001b[39m0.1996   \u001b[39m | \u001b[39m0.09664  \u001b[39m | \u001b[39m2.614    \u001b[39m | \u001b[39m11.52    \u001b[39m | \u001b[39m1.329    \u001b[39m | \u001b[39m66.95    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:51:10,489 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 1.0397, R²: 0.1858\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m821      \u001b[39m | \u001b[39m-1.04    \u001b[39m | \u001b[39m8.67e+04 \u001b[39m | \u001b[39m11.4     \u001b[39m | \u001b[39m0.02452  \u001b[39m | \u001b[39m0.8096   \u001b[39m | \u001b[39m3.982    \u001b[39m | \u001b[39m4.865    \u001b[39m | \u001b[39m1.548    \u001b[39m | \u001b[39m33.61    \u001b[39m | \u001b[39m9.804    \u001b[39m | \u001b[39m11.58    \u001b[39m | \u001b[39m8.456    \u001b[39m | \u001b[39m3.02     \u001b[39m | \u001b[39m14.53    \u001b[39m | \u001b[39m21.44    \u001b[39m | \u001b[39m13.48    \u001b[39m | \u001b[39m10.28    \u001b[39m | \u001b[39m0.7141   \u001b[39m | \u001b[39m0.2508   \u001b[39m | \u001b[39m30.29    \u001b[39m | \u001b[39m10.11    \u001b[39m | \u001b[39m0.5786   \u001b[39m | \u001b[39m0.8795   \u001b[39m | \u001b[39m0.02021  \u001b[39m | \u001b[39m181.6    \u001b[39m | \u001b[39m0.4665   \u001b[39m | \u001b[39m23.81    \u001b[39m | \u001b[39m87.41    \u001b[39m | \u001b[39m15.59    \u001b[39m | \u001b[39m89.11    \u001b[39m | \u001b[39m92.17    \u001b[39m | \u001b[39m18.77    \u001b[39m | \u001b[39m0.7559   \u001b[39m | \u001b[39m0.234    \u001b[39m | \u001b[39m2.696    \u001b[39m | \u001b[39m7.95     \u001b[39m | \u001b[39m2.682    \u001b[39m | \u001b[39m92.73    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:51:13,509 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m822      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m3.021e+04\u001b[39m | \u001b[39m42.24    \u001b[39m | \u001b[39m0.2661   \u001b[39m | \u001b[39m0.9199   \u001b[39m | \u001b[39m3.305    \u001b[39m | \u001b[39m4.907    \u001b[39m | \u001b[39m1.552    \u001b[39m | \u001b[39m84.24    \u001b[39m | \u001b[39m9.592    \u001b[39m | \u001b[39m21.43    \u001b[39m | \u001b[39m8.58     \u001b[39m | \u001b[39m2.417    \u001b[39m | \u001b[39m24.0     \u001b[39m | \u001b[39m23.7     \u001b[39m | \u001b[39m7.793    \u001b[39m | \u001b[39m8.868    \u001b[39m | \u001b[39m0.6044   \u001b[39m | \u001b[39m0.3362   \u001b[39m | \u001b[39m80.01    \u001b[39m | \u001b[39m19.45    \u001b[39m | \u001b[39m0.9525   \u001b[39m | \u001b[39m0.4133   \u001b[39m | \u001b[39m0.434    \u001b[39m | \u001b[39m15.94    \u001b[39m | \u001b[39m0.5149   \u001b[39m | \u001b[39m188.7    \u001b[39m | \u001b[39m55.48    \u001b[39m | \u001b[39m8.41     \u001b[39m | \u001b[39m93.71    \u001b[39m | \u001b[39m88.47    \u001b[39m | \u001b[39m6.847    \u001b[39m | \u001b[39m0.6956   \u001b[39m | \u001b[39m0.6314   \u001b[39m | \u001b[39m2.829    \u001b[39m | \u001b[39m8.576    \u001b[39m | \u001b[39m1.029    \u001b[39m | \u001b[39m27.91    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:51:16,071 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8349, R²: 0.4750\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m823      \u001b[39m | \u001b[39m-0.8349  \u001b[39m | \u001b[39m7.644e+04\u001b[39m | \u001b[39m15.48    \u001b[39m | \u001b[39m0.0835   \u001b[39m | \u001b[39m0.0361   \u001b[39m | \u001b[39m2.772    \u001b[39m | \u001b[39m1.095    \u001b[39m | \u001b[39m2.168    \u001b[39m | \u001b[39m10.35    \u001b[39m | \u001b[39m2.872    \u001b[39m | \u001b[39m4.411    \u001b[39m | \u001b[39m3.731    \u001b[39m | \u001b[39m0.3794   \u001b[39m | \u001b[39m37.96    \u001b[39m | \u001b[39m22.63    \u001b[39m | \u001b[39m10.39    \u001b[39m | \u001b[39m11.07    \u001b[39m | \u001b[39m0.944    \u001b[39m | \u001b[39m0.3758   \u001b[39m | \u001b[39m45.48    \u001b[39m | \u001b[39m4.756    \u001b[39m | \u001b[39m0.2944   \u001b[39m | \u001b[39m0.2304   \u001b[39m | \u001b[39m0.6529   \u001b[39m | \u001b[39m190.0    \u001b[39m | \u001b[39m0.6182   \u001b[39m | \u001b[39m160.0    \u001b[39m | \u001b[39m67.38    \u001b[39m | \u001b[39m18.29    \u001b[39m | \u001b[39m84.95    \u001b[39m | \u001b[39m80.38    \u001b[39m | \u001b[39m11.94    \u001b[39m | \u001b[39m0.7681   \u001b[39m | \u001b[39m0.659    \u001b[39m | \u001b[39m2.016    \u001b[39m | \u001b[39m7.928    \u001b[39m | \u001b[39m1.475    \u001b[39m | \u001b[39m97.74    \u001b[39m |\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:51:19,829 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2887, R²: 0.9372\n"
     ]
    },
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      "| \u001b[39m824      \u001b[39m | \u001b[39m-0.2887  \u001b[39m | \u001b[39m5.192e+04\u001b[39m | \u001b[39m27.5     \u001b[39m | \u001b[39m0.244    \u001b[39m | \u001b[39m0.5876   \u001b[39m | \u001b[39m3.517    \u001b[39m | \u001b[39m2.233    \u001b[39m | \u001b[39m0.1483   \u001b[39m | \u001b[39m27.23    \u001b[39m | \u001b[39m3.246    \u001b[39m | \u001b[39m22.85    \u001b[39m | \u001b[39m6.947    \u001b[39m | \u001b[39m0.0567   \u001b[39m | \u001b[39m8.055    \u001b[39m | \u001b[39m7.307    \u001b[39m | \u001b[39m19.04    \u001b[39m | \u001b[39m12.27    \u001b[39m | \u001b[39m0.9495   \u001b[39m | \u001b[39m0.0748   \u001b[39m | \u001b[39m13.38    \u001b[39m | \u001b[39m6.96     \u001b[39m | \u001b[39m0.0718   \u001b[39m | \u001b[39m0.615    \u001b[39m | \u001b[39m0.5685   \u001b[39m | \u001b[39m10.96    \u001b[39m | \u001b[39m0.8941   \u001b[39m | \u001b[39m31.02    \u001b[39m | \u001b[39m78.59    \u001b[39m | \u001b[39m9.856    \u001b[39m | \u001b[39m82.7     \u001b[39m | \u001b[39m94.07    \u001b[39m | \u001b[39m10.12    \u001b[39m | \u001b[39m0.1986   \u001b[39m | \u001b[39m0.4534   \u001b[39m | \u001b[39m2.722    \u001b[39m | \u001b[39m10.74    \u001b[39m | \u001b[39m1.791    \u001b[39m | \u001b[39m11.98    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:51:23,663 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.8005, R²: 0.5173\n"
     ]
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     "text": [
      "| \u001b[39m825      \u001b[39m | \u001b[39m-0.8005  \u001b[39m | \u001b[39m4.95e+04 \u001b[39m | \u001b[39m22.16    \u001b[39m | \u001b[39m0.03198  \u001b[39m | \u001b[39m0.03449  \u001b[39m | \u001b[39m3.682    \u001b[39m | \u001b[39m2.637    \u001b[39m | \u001b[39m2.086    \u001b[39m | \u001b[39m69.91    \u001b[39m | \u001b[39m3.942    \u001b[39m | \u001b[39m10.3     \u001b[39m | \u001b[39m3.391    \u001b[39m | \u001b[39m2.693    \u001b[39m | \u001b[39m28.95    \u001b[39m | \u001b[39m24.78    \u001b[39m | \u001b[39m13.0     \u001b[39m | \u001b[39m7.403    \u001b[39m | \u001b[39m0.9747   \u001b[39m | \u001b[39m0.05068  \u001b[39m | \u001b[39m17.81    \u001b[39m | \u001b[39m30.6     \u001b[39m | \u001b[39m0.6844   \u001b[39m | \u001b[39m0.5722   \u001b[39m | \u001b[39m0.1493   \u001b[39m | \u001b[39m195.1    \u001b[39m | \u001b[39m0.343    \u001b[39m | \u001b[39m181.5    \u001b[39m | \u001b[39m18.1     \u001b[39m | \u001b[39m14.92    \u001b[39m | \u001b[39m83.94    \u001b[39m | \u001b[39m90.54    \u001b[39m | \u001b[39m14.21    \u001b[39m | \u001b[39m0.6368   \u001b[39m | \u001b[39m0.3976   \u001b[39m | \u001b[39m0.4153   \u001b[39m | \u001b[39m11.32    \u001b[39m | \u001b[39m1.641    \u001b[39m | \u001b[39m97.94    \u001b[39m |\n"
     ]
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      "2025-04-09 17:51:26,108 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4513, R²: 0.8466\n"
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      "| \u001b[39m826      \u001b[39m | \u001b[39m-0.4513  \u001b[39m | \u001b[39m9.182e+04\u001b[39m | \u001b[39m39.56    \u001b[39m | \u001b[39m0.1242   \u001b[39m | \u001b[39m0.1222   \u001b[39m | \u001b[39m2.503    \u001b[39m | \u001b[39m3.863    \u001b[39m | \u001b[39m0.7576   \u001b[39m | \u001b[39m91.84    \u001b[39m | \u001b[39m2.96     \u001b[39m | \u001b[39m14.51    \u001b[39m | \u001b[39m2.313    \u001b[39m | \u001b[39m1.642    \u001b[39m | \u001b[39m46.81    \u001b[39m | \u001b[39m11.05    \u001b[39m | \u001b[39m18.44    \u001b[39m | \u001b[39m8.834    \u001b[39m | \u001b[39m0.627    \u001b[39m | \u001b[39m0.1506   \u001b[39m | \u001b[39m68.41    \u001b[39m | \u001b[39m23.4     \u001b[39m | \u001b[39m0.2129   \u001b[39m | \u001b[39m0.6133   \u001b[39m | \u001b[39m0.7409   \u001b[39m | \u001b[39m184.2    \u001b[39m | \u001b[39m0.9814   \u001b[39m | \u001b[39m12.69    \u001b[39m | \u001b[39m99.91    \u001b[39m | \u001b[39m11.49    \u001b[39m | \u001b[39m87.35    \u001b[39m | \u001b[39m93.58    \u001b[39m | \u001b[39m14.42    \u001b[39m | \u001b[39m0.4412   \u001b[39m | \u001b[39m0.8758   \u001b[39m | \u001b[39m1.161    \u001b[39m | \u001b[39m12.68    \u001b[39m | \u001b[39m3.052    \u001b[39m | \u001b[39m73.93    \u001b[39m |\n"
     ]
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      "2025-04-09 17:51:29,063 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.1972, R²: 0.9707\n"
     ]
    },
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     "text": [
      "| \u001b[39m827      \u001b[39m | \u001b[39m-0.1972  \u001b[39m | \u001b[39m5.868e+04\u001b[39m | \u001b[39m32.89    \u001b[39m | \u001b[39m0.2875   \u001b[39m | \u001b[39m0.7992   \u001b[39m | \u001b[39m2.079    \u001b[39m | \u001b[39m2.036    \u001b[39m | \u001b[39m1.349    \u001b[39m | \u001b[39m28.7     \u001b[39m | \u001b[39m1.161    \u001b[39m | \u001b[39m29.92    \u001b[39m | \u001b[39m4.813    \u001b[39m | \u001b[39m0.9102   \u001b[39m | \u001b[39m4.212    \u001b[39m | \u001b[39m9.132    \u001b[39m | \u001b[39m7.705    \u001b[39m | \u001b[39m10.89    \u001b[39m | \u001b[39m0.8091   \u001b[39m | \u001b[39m0.2517   \u001b[39m | \u001b[39m87.84    \u001b[39m | \u001b[39m36.45    \u001b[39m | \u001b[39m0.2771   \u001b[39m | \u001b[39m0.308    \u001b[39m | \u001b[39m0.6975   \u001b[39m | \u001b[39m19.71    \u001b[39m | \u001b[39m0.6598   \u001b[39m | \u001b[39m11.39    \u001b[39m | \u001b[39m4.14     \u001b[39m | \u001b[39m7.645    \u001b[39m | \u001b[39m85.72    \u001b[39m | \u001b[39m81.17    \u001b[39m | \u001b[39m11.66    \u001b[39m | \u001b[39m0.6469   \u001b[39m | \u001b[39m0.03173  \u001b[39m | \u001b[39m0.5535   \u001b[39m | \u001b[39m11.01    \u001b[39m | \u001b[39m1.551    \u001b[39m | \u001b[39m97.95    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:51:30,046 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.7143, R²: 0.6157\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m828      \u001b[39m | \u001b[39m-0.7143  \u001b[39m | \u001b[39m3.109e+04\u001b[39m | \u001b[39m18.41    \u001b[39m | \u001b[39m0.1216   \u001b[39m | \u001b[39m0.2601   \u001b[39m | \u001b[39m4.21     \u001b[39m | \u001b[39m2.044    \u001b[39m | \u001b[39m0.3069   \u001b[39m | \u001b[39m91.23    \u001b[39m | \u001b[39m2.656    \u001b[39m | \u001b[39m14.59    \u001b[39m | \u001b[39m1.654    \u001b[39m | \u001b[39m2.248    \u001b[39m | \u001b[39m13.93    \u001b[39m | \u001b[39m7.3      \u001b[39m | \u001b[39m29.84    \u001b[39m | \u001b[39m10.88    \u001b[39m | \u001b[39m0.7597   \u001b[39m | \u001b[39m0.1802   \u001b[39m | \u001b[39m82.99    \u001b[39m | \u001b[39m15.24    \u001b[39m | \u001b[39m0.5351   \u001b[39m | \u001b[39m0.6158   \u001b[39m | \u001b[39m0.3459   \u001b[39m | \u001b[39m126.4    \u001b[39m | \u001b[39m0.5154   \u001b[39m | \u001b[39m170.7    \u001b[39m | \u001b[39m81.68    \u001b[39m | \u001b[39m11.93    \u001b[39m | \u001b[39m92.58    \u001b[39m | \u001b[39m76.1     \u001b[39m | \u001b[39m24.05    \u001b[39m | \u001b[39m0.3797   \u001b[39m | \u001b[39m0.9455   \u001b[39m | \u001b[39m1.571    \u001b[39m | \u001b[39m9.165    \u001b[39m | \u001b[39m3.579    \u001b[39m | \u001b[39m87.09    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:51:30,975 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2765, R²: 0.9424\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m829      \u001b[39m | \u001b[39m-0.2765  \u001b[39m | \u001b[39m7.253e+04\u001b[39m | \u001b[39m24.53    \u001b[39m | \u001b[39m0.1551   \u001b[39m | \u001b[39m0.3663   \u001b[39m | \u001b[39m1.145    \u001b[39m | \u001b[39m1.137    \u001b[39m | \u001b[39m0.2065   \u001b[39m | \u001b[39m56.6     \u001b[39m | \u001b[39m3.227    \u001b[39m | \u001b[39m44.43    \u001b[39m | \u001b[39m4.803    \u001b[39m | \u001b[39m3.321    \u001b[39m | \u001b[39m12.28    \u001b[39m | \u001b[39m7.778    \u001b[39m | \u001b[39m28.89    \u001b[39m | \u001b[39m12.01    \u001b[39m | \u001b[39m0.8003   \u001b[39m | \u001b[39m0.211    \u001b[39m | \u001b[39m31.05    \u001b[39m | \u001b[39m33.86    \u001b[39m | \u001b[39m0.7398   \u001b[39m | \u001b[39m0.8897   \u001b[39m | \u001b[39m0.4001   \u001b[39m | \u001b[39m149.9    \u001b[39m | \u001b[39m0.6844   \u001b[39m | \u001b[39m119.9    \u001b[39m | \u001b[39m66.48    \u001b[39m | \u001b[39m12.63    \u001b[39m | \u001b[39m84.79    \u001b[39m | \u001b[39m92.84    \u001b[39m | \u001b[39m12.66    \u001b[39m | \u001b[39m0.8835   \u001b[39m | \u001b[39m0.6383   \u001b[39m | \u001b[39m1.971    \u001b[39m | \u001b[39m11.83    \u001b[39m | \u001b[39m4.15     \u001b[39m | \u001b[39m23.37    \u001b[39m |\n"
     ]
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:51:34,362 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1528, R²: -0.0011\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m830      \u001b[39m | \u001b[39m-1.153   \u001b[39m | \u001b[39m1.777e+04\u001b[39m | \u001b[39m26.36    \u001b[39m | \u001b[39m0.02029  \u001b[39m | \u001b[39m0.8919   \u001b[39m | \u001b[39m4.381    \u001b[39m | \u001b[39m3.842    \u001b[39m | \u001b[39m1.916    \u001b[39m | \u001b[39m72.89    \u001b[39m | \u001b[39m6.143    \u001b[39m | \u001b[39m3.183    \u001b[39m | \u001b[39m6.093    \u001b[39m | \u001b[39m2.352    \u001b[39m | \u001b[39m28.2     \u001b[39m | \u001b[39m18.6     \u001b[39m | \u001b[39m16.75    \u001b[39m | \u001b[39m11.79    \u001b[39m | \u001b[39m0.8519   \u001b[39m | \u001b[39m0.1273   \u001b[39m | \u001b[39m6.373    \u001b[39m | \u001b[39m16.34    \u001b[39m | \u001b[39m0.1824   \u001b[39m | \u001b[39m0.001147 \u001b[39m | \u001b[39m0.3304   \u001b[39m | \u001b[39m11.21    \u001b[39m | \u001b[39m0.3723   \u001b[39m | \u001b[39m13.2     \u001b[39m | \u001b[39m28.75    \u001b[39m | \u001b[39m5.934    \u001b[39m | \u001b[39m87.7     \u001b[39m | \u001b[39m77.83    \u001b[39m | \u001b[39m6.172    \u001b[39m | \u001b[39m0.7779   \u001b[39m | \u001b[39m0.3524   \u001b[39m | \u001b[39m2.022    \u001b[39m | \u001b[39m8.55     \u001b[39m | \u001b[39m2.137    \u001b[39m | \u001b[39m55.49    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:51:36,719 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8543, R²: 0.4503\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m831      \u001b[39m | \u001b[39m-0.8543  \u001b[39m | \u001b[39m2.706e+04\u001b[39m | \u001b[39m18.43    \u001b[39m | \u001b[39m0.1957   \u001b[39m | \u001b[39m0.09225  \u001b[39m | \u001b[39m4.602    \u001b[39m | \u001b[39m3.43     \u001b[39m | \u001b[39m2.482    \u001b[39m | \u001b[39m99.15    \u001b[39m | \u001b[39m8.446    \u001b[39m | \u001b[39m13.8     \u001b[39m | \u001b[39m5.475    \u001b[39m | \u001b[39m0.9422   \u001b[39m | \u001b[39m3.52     \u001b[39m | \u001b[39m29.35    \u001b[39m | \u001b[39m17.69    \u001b[39m | \u001b[39m12.21    \u001b[39m | \u001b[39m0.8893   \u001b[39m | \u001b[39m0.2811   \u001b[39m | \u001b[39m42.97    \u001b[39m | \u001b[39m4.616    \u001b[39m | \u001b[39m0.8304   \u001b[39m | \u001b[39m0.146    \u001b[39m | \u001b[39m0.1027   \u001b[39m | \u001b[39m12.3     \u001b[39m | \u001b[39m0.2107   \u001b[39m | \u001b[39m156.3    \u001b[39m | \u001b[39m88.82    \u001b[39m | \u001b[39m7.438    \u001b[39m | \u001b[39m84.85    \u001b[39m | \u001b[39m88.68    \u001b[39m | \u001b[39m15.21    \u001b[39m | \u001b[39m0.5418   \u001b[39m | \u001b[39m0.5102   \u001b[39m | \u001b[39m2.29     \u001b[39m | \u001b[39m7.092    \u001b[39m | \u001b[39m2.112    \u001b[39m | \u001b[39m31.15    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:51:39,461 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.4280, R²: 0.8620\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m832      \u001b[39m | \u001b[39m-0.428   \u001b[39m | \u001b[39m9.931e+04\u001b[39m | \u001b[39m12.06    \u001b[39m | \u001b[39m0.14     \u001b[39m | \u001b[39m0.8482   \u001b[39m | \u001b[39m1.507    \u001b[39m | \u001b[39m2.864    \u001b[39m | \u001b[39m0.2727   \u001b[39m | \u001b[39m18.74    \u001b[39m | \u001b[39m6.961    \u001b[39m | \u001b[39m18.03    \u001b[39m | \u001b[39m5.055    \u001b[39m | \u001b[39m1.469    \u001b[39m | \u001b[39m37.25    \u001b[39m | \u001b[39m23.45    \u001b[39m | \u001b[39m11.39    \u001b[39m | \u001b[39m8.974    \u001b[39m | \u001b[39m0.8996   \u001b[39m | \u001b[39m0.3513   \u001b[39m | \u001b[39m3.381    \u001b[39m | \u001b[39m15.07    \u001b[39m | \u001b[39m0.1626   \u001b[39m | \u001b[39m0.4549   \u001b[39m | \u001b[39m0.3614   \u001b[39m | \u001b[39m18.77    \u001b[39m | \u001b[39m0.6432   \u001b[39m | \u001b[39m13.3     \u001b[39m | \u001b[39m67.24    \u001b[39m | \u001b[39m17.69    \u001b[39m | \u001b[39m89.79    \u001b[39m | \u001b[39m82.75    \u001b[39m | \u001b[39m10.27    \u001b[39m | \u001b[39m0.4591   \u001b[39m | \u001b[39m0.9183   \u001b[39m | \u001b[39m1.386    \u001b[39m | \u001b[39m7.637    \u001b[39m | \u001b[39m4.586    \u001b[39m | \u001b[39m98.24    \u001b[39m |\n"
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      "2025-04-09 17:51:40,259 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.3487, R²: 0.9084\n"
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    },
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      "| \u001b[39m833      \u001b[39m | \u001b[39m-0.3487  \u001b[39m | \u001b[39m8.63e+04 \u001b[39m | \u001b[39m27.41    \u001b[39m | \u001b[39m0.1734   \u001b[39m | \u001b[39m0.191    \u001b[39m | \u001b[39m1.877    \u001b[39m | \u001b[39m1.12     \u001b[39m | \u001b[39m1.805    \u001b[39m | \u001b[39m28.46    \u001b[39m | \u001b[39m4.07     \u001b[39m | \u001b[39m6.207    \u001b[39m | \u001b[39m6.747    \u001b[39m | \u001b[39m2.292    \u001b[39m | \u001b[39m46.73    \u001b[39m | \u001b[39m12.68    \u001b[39m | \u001b[39m28.15    \u001b[39m | \u001b[39m10.36    \u001b[39m | \u001b[39m0.7649   \u001b[39m | \u001b[39m0.135    \u001b[39m | \u001b[39m7.536    \u001b[39m | \u001b[39m7.643    \u001b[39m | \u001b[39m0.08452  \u001b[39m | \u001b[39m0.7542   \u001b[39m | \u001b[39m0.307    \u001b[39m | \u001b[39m183.7    \u001b[39m | \u001b[39m0.3924   \u001b[39m | \u001b[39m14.35    \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m9.002    \u001b[39m | \u001b[39m88.23    \u001b[39m | \u001b[39m84.63    \u001b[39m | \u001b[39m9.673    \u001b[39m | \u001b[39m0.2737   \u001b[39m | \u001b[39m0.5239   \u001b[39m | \u001b[39m0.3084   \u001b[39m | \u001b[39m12.74    \u001b[39m | \u001b[39m1.156    \u001b[39m | \u001b[39m74.76    \u001b[39m |\n"
     ]
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      "2025-04-09 17:51:43,368 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.8548, R²: 0.4496\n"
     ]
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      "| \u001b[39m834      \u001b[39m | \u001b[39m-0.8548  \u001b[39m | \u001b[39m2.452e+04\u001b[39m | \u001b[39m49.77    \u001b[39m | \u001b[39m0.05202  \u001b[39m | \u001b[39m0.442    \u001b[39m | \u001b[39m1.32     \u001b[39m | \u001b[39m1.167    \u001b[39m | \u001b[39m1.356    \u001b[39m | \u001b[39m42.87    \u001b[39m | \u001b[39m5.243    \u001b[39m | \u001b[39m33.51    \u001b[39m | \u001b[39m0.2849   \u001b[39m | \u001b[39m1.824    \u001b[39m | \u001b[39m3.568    \u001b[39m | \u001b[39m13.58    \u001b[39m | \u001b[39m16.21    \u001b[39m | \u001b[39m11.44    \u001b[39m | \u001b[39m0.8469   \u001b[39m | \u001b[39m0.286    \u001b[39m | \u001b[39m99.15    \u001b[39m | \u001b[39m4.411    \u001b[39m | \u001b[39m0.3878   \u001b[39m | \u001b[39m0.5942   \u001b[39m | \u001b[39m0.05762  \u001b[39m | \u001b[39m15.52    \u001b[39m | \u001b[39m0.8512   \u001b[39m | \u001b[39m10.59    \u001b[39m | \u001b[39m86.33    \u001b[39m | \u001b[39m15.92    \u001b[39m | \u001b[39m85.24    \u001b[39m | \u001b[39m83.09    \u001b[39m | \u001b[39m6.0      \u001b[39m | \u001b[39m0.9798   \u001b[39m | \u001b[39m0.3991   \u001b[39m | \u001b[39m1.86     \u001b[39m | \u001b[39m9.222    \u001b[39m | \u001b[39m3.155    \u001b[39m | \u001b[39m69.0     \u001b[39m |\n"
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      "2025-04-09 17:51:44,328 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2001, R²: 0.9698\n"
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      "| \u001b[39m835      \u001b[39m | \u001b[39m-0.2001  \u001b[39m | \u001b[39m6.6e+04  \u001b[39m | \u001b[39m38.16    \u001b[39m | \u001b[39m0.224    \u001b[39m | \u001b[39m0.02735  \u001b[39m | \u001b[39m4.988    \u001b[39m | \u001b[39m4.21     \u001b[39m | \u001b[39m1.533    \u001b[39m | \u001b[39m52.19    \u001b[39m | \u001b[39m7.809    \u001b[39m | \u001b[39m30.89    \u001b[39m | \u001b[39m7.36     \u001b[39m | \u001b[39m3.717    \u001b[39m | \u001b[39m14.91    \u001b[39m | \u001b[39m3.332    \u001b[39m | \u001b[39m18.36    \u001b[39m | \u001b[39m11.73    \u001b[39m | \u001b[39m0.6754   \u001b[39m | \u001b[39m0.3793   \u001b[39m | \u001b[39m33.36    \u001b[39m | \u001b[39m11.39    \u001b[39m | \u001b[39m0.001835 \u001b[39m | \u001b[39m0.1305   \u001b[39m | \u001b[39m0.6024   \u001b[39m | \u001b[39m181.3    \u001b[39m | \u001b[39m0.1277   \u001b[39m | \u001b[39m25.67    \u001b[39m | \u001b[39m29.93    \u001b[39m | \u001b[39m11.57    \u001b[39m | \u001b[39m94.37    \u001b[39m | \u001b[39m79.85    \u001b[39m | \u001b[39m12.64    \u001b[39m | \u001b[39m0.8808   \u001b[39m | \u001b[39m0.171    \u001b[39m | \u001b[39m0.8739   \u001b[39m | \u001b[39m8.298    \u001b[39m | \u001b[39m2.395    \u001b[39m | \u001b[39m41.42    \u001b[39m |\n"
     ]
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      "2025-04-09 17:51:47,243 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 1.1531, R²: -0.0015\n"
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      "| \u001b[39m836      \u001b[39m | \u001b[39m-1.153   \u001b[39m | \u001b[39m6.421e+04\u001b[39m | \u001b[39m35.99    \u001b[39m | \u001b[39m0.1262   \u001b[39m | \u001b[39m0.6195   \u001b[39m | \u001b[39m1.701    \u001b[39m | \u001b[39m3.61     \u001b[39m | \u001b[39m2.92     \u001b[39m | \u001b[39m30.35    \u001b[39m | \u001b[39m2.798    \u001b[39m | \u001b[39m21.59    \u001b[39m | \u001b[39m7.946    \u001b[39m | \u001b[39m1.877    \u001b[39m | \u001b[39m40.42    \u001b[39m | \u001b[39m12.07    \u001b[39m | \u001b[39m17.53    \u001b[39m | \u001b[39m12.13    \u001b[39m | \u001b[39m0.832    \u001b[39m | \u001b[39m0.07614  \u001b[39m | \u001b[39m14.6     \u001b[39m | \u001b[39m16.17    \u001b[39m | \u001b[39m0.6384   \u001b[39m | \u001b[39m0.6122   \u001b[39m | \u001b[39m0.3987   \u001b[39m | \u001b[39m179.8    \u001b[39m | \u001b[39m0.1952   \u001b[39m | \u001b[39m193.0    \u001b[39m | \u001b[39m51.09    \u001b[39m | \u001b[39m12.06    \u001b[39m | \u001b[39m82.28    \u001b[39m | \u001b[39m93.17    \u001b[39m | \u001b[39m16.97    \u001b[39m | \u001b[39m0.1622   \u001b[39m | \u001b[39m0.9069   \u001b[39m | \u001b[39m2.296    \u001b[39m | \u001b[39m12.57    \u001b[39m | \u001b[39m3.616    \u001b[39m | \u001b[39m63.2     \u001b[39m |\n"
     ]
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      "2025-04-09 17:51:48,061 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 1.1554, R²: -0.0055\n"
     ]
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      "| \u001b[39m837      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m5.388e+04\u001b[39m | \u001b[39m36.97    \u001b[39m | \u001b[39m0.1662   \u001b[39m | \u001b[39m0.212    \u001b[39m | \u001b[39m2.972    \u001b[39m | \u001b[39m3.34     \u001b[39m | \u001b[39m1.381    \u001b[39m | \u001b[39m42.87    \u001b[39m | \u001b[39m3.322    \u001b[39m | \u001b[39m45.13    \u001b[39m | \u001b[39m3.43     \u001b[39m | \u001b[39m3.574    \u001b[39m | \u001b[39m37.43    \u001b[39m | \u001b[39m7.71     \u001b[39m | \u001b[39m9.346    \u001b[39m | \u001b[39m7.064    \u001b[39m | \u001b[39m0.6083   \u001b[39m | \u001b[39m0.364    \u001b[39m | \u001b[39m43.38    \u001b[39m | \u001b[39m16.77    \u001b[39m | \u001b[39m0.6321   \u001b[39m | \u001b[39m0.02414  \u001b[39m | \u001b[39m0.9432   \u001b[39m | \u001b[39m191.9    \u001b[39m | \u001b[39m0.9988   \u001b[39m | \u001b[39m197.7    \u001b[39m | \u001b[39m75.84    \u001b[39m | \u001b[39m5.226    \u001b[39m | \u001b[39m92.31    \u001b[39m | \u001b[39m82.05    \u001b[39m | \u001b[39m23.07    \u001b[39m | \u001b[39m0.1164   \u001b[39m | \u001b[39m0.983    \u001b[39m | \u001b[39m2.613    \u001b[39m | \u001b[39m8.868    \u001b[39m | \u001b[39m1.138    \u001b[39m | \u001b[39m45.02    \u001b[39m |\n"
     ]
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      "2025-04-09 17:51:50,544 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.3067, R²: 0.9291\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m838      \u001b[39m | \u001b[39m-0.3067  \u001b[39m | \u001b[39m5.98e+04 \u001b[39m | \u001b[39m37.82    \u001b[39m | \u001b[39m0.2878   \u001b[39m | \u001b[39m0.419    \u001b[39m | \u001b[39m1.109    \u001b[39m | \u001b[39m4.692    \u001b[39m | \u001b[39m1.333    \u001b[39m | \u001b[39m30.46    \u001b[39m | \u001b[39m9.335    \u001b[39m | \u001b[39m37.05    \u001b[39m | \u001b[39m8.495    \u001b[39m | \u001b[39m2.503    \u001b[39m | \u001b[39m41.8     \u001b[39m | \u001b[39m22.49    \u001b[39m | \u001b[39m29.52    \u001b[39m | \u001b[39m12.99    \u001b[39m | \u001b[39m0.8951   \u001b[39m | \u001b[39m0.07395  \u001b[39m | \u001b[39m99.26    \u001b[39m | \u001b[39m34.93    \u001b[39m | \u001b[39m0.1149   \u001b[39m | \u001b[39m0.4957   \u001b[39m | \u001b[39m0.6421   \u001b[39m | \u001b[39m197.4    \u001b[39m | \u001b[39m0.1403   \u001b[39m | \u001b[39m195.5    \u001b[39m | \u001b[39m21.16    \u001b[39m | \u001b[39m6.8      \u001b[39m | \u001b[39m81.4     \u001b[39m | \u001b[39m76.91    \u001b[39m | \u001b[39m14.58    \u001b[39m | \u001b[39m0.09971  \u001b[39m | \u001b[39m0.5319   \u001b[39m | \u001b[39m2.054    \u001b[39m | \u001b[39m9.669    \u001b[39m | \u001b[39m2.002    \u001b[39m | \u001b[39m81.12    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:51:51,391 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2750, R²: 0.9430\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m839      \u001b[39m | \u001b[39m-0.275   \u001b[39m | \u001b[39m7.113e+03\u001b[39m | \u001b[39m19.69    \u001b[39m | \u001b[39m0.2322   \u001b[39m | \u001b[39m0.3392   \u001b[39m | \u001b[39m4.095    \u001b[39m | \u001b[39m3.749    \u001b[39m | \u001b[39m2.423    \u001b[39m | \u001b[39m89.37    \u001b[39m | \u001b[39m1.479    \u001b[39m | \u001b[39m36.21    \u001b[39m | \u001b[39m5.211    \u001b[39m | \u001b[39m3.872    \u001b[39m | \u001b[39m14.19    \u001b[39m | \u001b[39m26.55    \u001b[39m | \u001b[39m22.48    \u001b[39m | \u001b[39m7.981    \u001b[39m | \u001b[39m0.8744   \u001b[39m | \u001b[39m0.211    \u001b[39m | \u001b[39m38.01    \u001b[39m | \u001b[39m36.3     \u001b[39m | \u001b[39m0.2258   \u001b[39m | \u001b[39m0.4494   \u001b[39m | \u001b[39m0.3033   \u001b[39m | \u001b[39m159.4    \u001b[39m | \u001b[39m0.4775   \u001b[39m | \u001b[39m114.3    \u001b[39m | \u001b[39m54.26    \u001b[39m | \u001b[39m10.63    \u001b[39m | \u001b[39m82.97    \u001b[39m | \u001b[39m93.48    \u001b[39m | \u001b[39m22.3     \u001b[39m | \u001b[39m0.1491   \u001b[39m | \u001b[39m0.08865  \u001b[39m | \u001b[39m1.184    \u001b[39m | \u001b[39m9.479    \u001b[39m | \u001b[39m3.941    \u001b[39m | \u001b[39m50.76    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:51:54,429 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.9813, R²: 0.2746\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m840      \u001b[39m | \u001b[39m-0.9813  \u001b[39m | \u001b[39m5.183e+04\u001b[39m | \u001b[39m21.71    \u001b[39m | \u001b[39m0.2894   \u001b[39m | \u001b[39m0.6947   \u001b[39m | \u001b[39m3.188    \u001b[39m | \u001b[39m2.299    \u001b[39m | \u001b[39m1.472    \u001b[39m | \u001b[39m4.724    \u001b[39m | \u001b[39m2.639    \u001b[39m | \u001b[39m7.258    \u001b[39m | \u001b[39m7.476    \u001b[39m | \u001b[39m0.5657   \u001b[39m | \u001b[39m11.52    \u001b[39m | \u001b[39m16.61    \u001b[39m | \u001b[39m22.96    \u001b[39m | \u001b[39m10.91    \u001b[39m | \u001b[39m0.7774   \u001b[39m | \u001b[39m0.3692   \u001b[39m | \u001b[39m16.09    \u001b[39m | \u001b[39m28.17    \u001b[39m | \u001b[39m0.4315   \u001b[39m | \u001b[39m0.5982   \u001b[39m | \u001b[39m0.7717   \u001b[39m | \u001b[39m166.3    \u001b[39m | \u001b[39m0.6502   \u001b[39m | \u001b[39m57.91    \u001b[39m | \u001b[39m93.44    \u001b[39m | \u001b[39m14.6     \u001b[39m | \u001b[39m91.34    \u001b[39m | \u001b[39m87.75    \u001b[39m | \u001b[39m15.2     \u001b[39m | \u001b[39m0.2313   \u001b[39m | \u001b[39m0.07415  \u001b[39m | \u001b[39m2.028    \u001b[39m | \u001b[39m12.59    \u001b[39m | \u001b[39m4.618    \u001b[39m | \u001b[39m24.67    \u001b[39m |\n"
     ]
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     "output_type": "stream",
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      "2025-04-09 17:51:55,693 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.9434, R²: 0.3296\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m841      \u001b[39m | \u001b[39m-0.9434  \u001b[39m | \u001b[39m6.659e+04\u001b[39m | \u001b[39m20.98    \u001b[39m | \u001b[39m0.2217   \u001b[39m | \u001b[39m0.8801   \u001b[39m | \u001b[39m4.347    \u001b[39m | \u001b[39m2.107    \u001b[39m | \u001b[39m1.852    \u001b[39m | \u001b[39m65.41    \u001b[39m | \u001b[39m3.316    \u001b[39m | \u001b[39m49.85    \u001b[39m | \u001b[39m2.799    \u001b[39m | \u001b[39m3.776    \u001b[39m | \u001b[39m42.81    \u001b[39m | \u001b[39m17.17    \u001b[39m | \u001b[39m13.83    \u001b[39m | \u001b[39m9.769    \u001b[39m | \u001b[39m0.6621   \u001b[39m | \u001b[39m0.1079   \u001b[39m | \u001b[39m76.2     \u001b[39m | \u001b[39m9.545    \u001b[39m | \u001b[39m0.8684   \u001b[39m | \u001b[39m0.7402   \u001b[39m | \u001b[39m0.5174   \u001b[39m | \u001b[39m188.2    \u001b[39m | \u001b[39m0.5024   \u001b[39m | \u001b[39m172.9    \u001b[39m | \u001b[39m10.61    \u001b[39m | \u001b[39m18.68    \u001b[39m | \u001b[39m83.6     \u001b[39m | \u001b[39m82.57    \u001b[39m | \u001b[39m17.69    \u001b[39m | \u001b[39m0.7453   \u001b[39m | \u001b[39m0.03446  \u001b[39m | \u001b[39m2.767    \u001b[39m | \u001b[39m12.16    \u001b[39m | \u001b[39m4.049    \u001b[39m | \u001b[39m93.26    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:51:58,857 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2664, R²: 0.9465\n"
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    },
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      "| \u001b[39m842      \u001b[39m | \u001b[39m-0.2664  \u001b[39m | \u001b[39m9.636e+04\u001b[39m | \u001b[39m33.15    \u001b[39m | \u001b[39m0.2997   \u001b[39m | \u001b[39m0.179    \u001b[39m | \u001b[39m3.865    \u001b[39m | \u001b[39m4.077    \u001b[39m | \u001b[39m2.656    \u001b[39m | \u001b[39m19.91    \u001b[39m | \u001b[39m2.491    \u001b[39m | \u001b[39m38.1     \u001b[39m | \u001b[39m1.567    \u001b[39m | \u001b[39m0.6283   \u001b[39m | \u001b[39m28.28    \u001b[39m | \u001b[39m15.61    \u001b[39m | \u001b[39m9.497    \u001b[39m | \u001b[39m10.01    \u001b[39m | \u001b[39m0.7105   \u001b[39m | \u001b[39m0.3971   \u001b[39m | \u001b[39m93.58    \u001b[39m | \u001b[39m7.091    \u001b[39m | \u001b[39m0.04485  \u001b[39m | \u001b[39m0.953    \u001b[39m | \u001b[39m0.1081   \u001b[39m | \u001b[39m197.3    \u001b[39m | \u001b[39m0.1379   \u001b[39m | \u001b[39m175.6    \u001b[39m | \u001b[39m41.33    \u001b[39m | \u001b[39m9.963    \u001b[39m | \u001b[39m86.14    \u001b[39m | \u001b[39m94.38    \u001b[39m | \u001b[39m18.69    \u001b[39m | \u001b[39m0.04073  \u001b[39m | \u001b[39m0.1845   \u001b[39m | \u001b[39m2.678    \u001b[39m | \u001b[39m11.36    \u001b[39m | \u001b[39m3.46     \u001b[39m | \u001b[39m17.42    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:52:01,599 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2977, R²: 0.9332\n"
     ]
    },
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      "| \u001b[39m843      \u001b[39m | \u001b[39m-0.2977  \u001b[39m | \u001b[39m5.592e+04\u001b[39m | \u001b[39m25.98    \u001b[39m | \u001b[39m0.2191   \u001b[39m | \u001b[39m0.4296   \u001b[39m | \u001b[39m4.765    \u001b[39m | \u001b[39m4.725    \u001b[39m | \u001b[39m1.895    \u001b[39m | \u001b[39m25.95    \u001b[39m | \u001b[39m6.041    \u001b[39m | \u001b[39m48.28    \u001b[39m | \u001b[39m3.251    \u001b[39m | \u001b[39m0.3227   \u001b[39m | \u001b[39m41.74    \u001b[39m | \u001b[39m25.83    \u001b[39m | \u001b[39m27.2     \u001b[39m | \u001b[39m11.01    \u001b[39m | \u001b[39m0.9238   \u001b[39m | \u001b[39m0.004267 \u001b[39m | \u001b[39m24.11    \u001b[39m | \u001b[39m3.17     \u001b[39m | \u001b[39m0.7882   \u001b[39m | \u001b[39m0.327    \u001b[39m | \u001b[39m0.2384   \u001b[39m | \u001b[39m10.43    \u001b[39m | \u001b[39m0.3231   \u001b[39m | \u001b[39m78.65    \u001b[39m | \u001b[39m96.72    \u001b[39m | \u001b[39m17.17    \u001b[39m | \u001b[39m85.22    \u001b[39m | \u001b[39m75.99    \u001b[39m | \u001b[39m16.76    \u001b[39m | \u001b[39m0.3745   \u001b[39m | \u001b[39m0.668    \u001b[39m | \u001b[39m2.81     \u001b[39m | \u001b[39m11.47    \u001b[39m | \u001b[39m3.424    \u001b[39m | \u001b[39m64.85    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:52:02,549 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8955, R²: 0.3959\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m844      \u001b[39m | \u001b[39m-0.8955  \u001b[39m | \u001b[39m1.04e+04 \u001b[39m | \u001b[39m29.3     \u001b[39m | \u001b[39m0.2814   \u001b[39m | \u001b[39m0.473    \u001b[39m | \u001b[39m3.581    \u001b[39m | \u001b[39m2.128    \u001b[39m | \u001b[39m2.351    \u001b[39m | \u001b[39m22.97    \u001b[39m | \u001b[39m8.605    \u001b[39m | \u001b[39m21.72    \u001b[39m | \u001b[39m2.098    \u001b[39m | \u001b[39m1.093    \u001b[39m | \u001b[39m5.862    \u001b[39m | \u001b[39m16.66    \u001b[39m | \u001b[39m23.09    \u001b[39m | \u001b[39m7.483    \u001b[39m | \u001b[39m0.9859   \u001b[39m | \u001b[39m0.292    \u001b[39m | \u001b[39m18.62    \u001b[39m | \u001b[39m13.4     \u001b[39m | \u001b[39m0.7174   \u001b[39m | \u001b[39m0.1906   \u001b[39m | \u001b[39m0.4771   \u001b[39m | \u001b[39m125.4    \u001b[39m | \u001b[39m0.4698   \u001b[39m | \u001b[39m79.59    \u001b[39m | \u001b[39m99.05    \u001b[39m | \u001b[39m16.57    \u001b[39m | \u001b[39m84.12    \u001b[39m | \u001b[39m85.77    \u001b[39m | \u001b[39m9.98     \u001b[39m | \u001b[39m0.2794   \u001b[39m | \u001b[39m0.9353   \u001b[39m | \u001b[39m1.611    \u001b[39m | \u001b[39m10.11    \u001b[39m | \u001b[39m4.804    \u001b[39m | \u001b[39m17.72    \u001b[39m |\n"
     ]
    },
    {
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     "text": [
      "2025-04-09 17:52:03,544 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1544, R²: -0.0038\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m845      \u001b[39m | \u001b[39m-1.154   \u001b[39m | \u001b[39m8.529e+04\u001b[39m | \u001b[39m29.69    \u001b[39m | \u001b[39m0.2042   \u001b[39m | \u001b[39m0.4768   \u001b[39m | \u001b[39m3.664    \u001b[39m | \u001b[39m4.264    \u001b[39m | \u001b[39m2.3      \u001b[39m | \u001b[39m27.15    \u001b[39m | \u001b[39m3.474    \u001b[39m | \u001b[39m42.29    \u001b[39m | \u001b[39m0.4158   \u001b[39m | \u001b[39m3.285    \u001b[39m | \u001b[39m29.84    \u001b[39m | \u001b[39m29.44    \u001b[39m | \u001b[39m20.03    \u001b[39m | \u001b[39m9.754    \u001b[39m | \u001b[39m0.7395   \u001b[39m | \u001b[39m0.1923   \u001b[39m | \u001b[39m55.89    \u001b[39m | \u001b[39m8.715    \u001b[39m | \u001b[39m0.09359  \u001b[39m | \u001b[39m0.753    \u001b[39m | \u001b[39m0.174    \u001b[39m | \u001b[39m131.2    \u001b[39m | \u001b[39m0.01618  \u001b[39m | \u001b[39m165.4    \u001b[39m | \u001b[39m48.2     \u001b[39m | \u001b[39m16.4     \u001b[39m | \u001b[39m93.89    \u001b[39m | \u001b[39m82.14    \u001b[39m | \u001b[39m23.65    \u001b[39m | \u001b[39m0.2345   \u001b[39m | \u001b[39m0.1519   \u001b[39m | \u001b[39m2.54     \u001b[39m | \u001b[39m12.4     \u001b[39m | \u001b[39m4.952    \u001b[39m | \u001b[39m73.44    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:52:04,410 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1516, R²: 0.0010\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m846      \u001b[39m | \u001b[39m-1.152   \u001b[39m | \u001b[39m7.669e+04\u001b[39m | \u001b[39m25.08    \u001b[39m | \u001b[39m0.03562  \u001b[39m | \u001b[39m0.9216   \u001b[39m | \u001b[39m4.863    \u001b[39m | \u001b[39m2.428    \u001b[39m | \u001b[39m0.1571   \u001b[39m | \u001b[39m24.12    \u001b[39m | \u001b[39m2.919    \u001b[39m | \u001b[39m45.44    \u001b[39m | \u001b[39m6.159    \u001b[39m | \u001b[39m0.9449   \u001b[39m | \u001b[39m21.06    \u001b[39m | \u001b[39m23.12    \u001b[39m | \u001b[39m25.53    \u001b[39m | \u001b[39m12.37    \u001b[39m | \u001b[39m0.6624   \u001b[39m | \u001b[39m0.05749  \u001b[39m | \u001b[39m25.45    \u001b[39m | \u001b[39m0.9442   \u001b[39m | \u001b[39m0.993    \u001b[39m | \u001b[39m0.3368   \u001b[39m | \u001b[39m0.7579   \u001b[39m | \u001b[39m137.7    \u001b[39m | \u001b[39m0.3695   \u001b[39m | \u001b[39m141.6    \u001b[39m | \u001b[39m53.26    \u001b[39m | \u001b[39m5.425    \u001b[39m | \u001b[39m87.39    \u001b[39m | \u001b[39m87.95    \u001b[39m | \u001b[39m8.988    \u001b[39m | \u001b[39m0.4935   \u001b[39m | \u001b[39m0.8745   \u001b[39m | \u001b[39m2.36     \u001b[39m | \u001b[39m9.404    \u001b[39m | \u001b[39m4.636    \u001b[39m | \u001b[39m67.99    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:52:07,595 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.8971, R²: 0.3938\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m847      \u001b[39m | \u001b[39m-0.8971  \u001b[39m | \u001b[39m4.109e+03\u001b[39m | \u001b[39m26.34    \u001b[39m | \u001b[39m0.2776   \u001b[39m | \u001b[39m0.2374   \u001b[39m | \u001b[39m1.409    \u001b[39m | \u001b[39m2.597    \u001b[39m | \u001b[39m0.6867   \u001b[39m | \u001b[39m87.98    \u001b[39m | \u001b[39m3.907    \u001b[39m | \u001b[39m2.128    \u001b[39m | \u001b[39m6.217    \u001b[39m | \u001b[39m1.791    \u001b[39m | \u001b[39m33.26    \u001b[39m | \u001b[39m17.02    \u001b[39m | \u001b[39m7.813    \u001b[39m | \u001b[39m12.97    \u001b[39m | \u001b[39m0.6269   \u001b[39m | \u001b[39m0.1697   \u001b[39m | \u001b[39m59.01    \u001b[39m | \u001b[39m2.462    \u001b[39m | \u001b[39m0.3532   \u001b[39m | \u001b[39m0.1572   \u001b[39m | \u001b[39m0.3508   \u001b[39m | \u001b[39m189.0    \u001b[39m | \u001b[39m0.5875   \u001b[39m | \u001b[39m196.9    \u001b[39m | \u001b[39m90.94    \u001b[39m | \u001b[39m12.8     \u001b[39m | \u001b[39m94.27    \u001b[39m | \u001b[39m90.05    \u001b[39m | \u001b[39m17.68    \u001b[39m | \u001b[39m0.7813   \u001b[39m | \u001b[39m0.2084   \u001b[39m | \u001b[39m0.836    \u001b[39m | \u001b[39m7.597    \u001b[39m | \u001b[39m1.386    \u001b[39m | \u001b[39m95.4     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:08,476 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.8470, R²: 0.4596\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m848      \u001b[39m | \u001b[39m-0.847   \u001b[39m | \u001b[39m4.851e+03\u001b[39m | \u001b[39m20.37    \u001b[39m | \u001b[39m0.2022   \u001b[39m | \u001b[39m0.5666   \u001b[39m | \u001b[39m3.831    \u001b[39m | \u001b[39m3.943    \u001b[39m | \u001b[39m2.618    \u001b[39m | \u001b[39m25.68    \u001b[39m | \u001b[39m4.102    \u001b[39m | \u001b[39m6.857    \u001b[39m | \u001b[39m3.685    \u001b[39m | \u001b[39m0.2003   \u001b[39m | \u001b[39m45.43    \u001b[39m | \u001b[39m4.358    \u001b[39m | \u001b[39m29.93    \u001b[39m | \u001b[39m7.98     \u001b[39m | \u001b[39m0.831    \u001b[39m | \u001b[39m0.265    \u001b[39m | \u001b[39m37.95    \u001b[39m | \u001b[39m5.897    \u001b[39m | \u001b[39m0.4458   \u001b[39m | \u001b[39m0.008225 \u001b[39m | \u001b[39m0.5163   \u001b[39m | \u001b[39m64.95    \u001b[39m | \u001b[39m0.1643   \u001b[39m | \u001b[39m174.8    \u001b[39m | \u001b[39m75.76    \u001b[39m | \u001b[39m17.49    \u001b[39m | \u001b[39m94.78    \u001b[39m | \u001b[39m78.68    \u001b[39m | \u001b[39m21.26    \u001b[39m | \u001b[39m0.6289   \u001b[39m | \u001b[39m0.7585   \u001b[39m | \u001b[39m1.761    \u001b[39m | \u001b[39m11.97    \u001b[39m | \u001b[39m3.323    \u001b[39m | \u001b[39m75.08    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:09,452 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8590, R²: 0.4441\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m849      \u001b[39m | \u001b[39m-0.859   \u001b[39m | \u001b[39m7.465e+04\u001b[39m | \u001b[39m24.54    \u001b[39m | \u001b[39m0.08868  \u001b[39m | \u001b[39m0.5586   \u001b[39m | \u001b[39m1.614    \u001b[39m | \u001b[39m1.998    \u001b[39m | \u001b[39m1.104    \u001b[39m | \u001b[39m61.05    \u001b[39m | \u001b[39m6.442    \u001b[39m | \u001b[39m18.76    \u001b[39m | \u001b[39m5.442    \u001b[39m | \u001b[39m1.667    \u001b[39m | \u001b[39m33.29    \u001b[39m | \u001b[39m23.77    \u001b[39m | \u001b[39m16.26    \u001b[39m | \u001b[39m7.514    \u001b[39m | \u001b[39m0.7356   \u001b[39m | \u001b[39m0.1429   \u001b[39m | \u001b[39m52.26    \u001b[39m | \u001b[39m32.91    \u001b[39m | \u001b[39m0.1985   \u001b[39m | \u001b[39m0.8455   \u001b[39m | \u001b[39m0.5449   \u001b[39m | \u001b[39m137.4    \u001b[39m | \u001b[39m0.6306   \u001b[39m | \u001b[39m104.3    \u001b[39m | \u001b[39m93.6     \u001b[39m | \u001b[39m13.21    \u001b[39m | \u001b[39m82.78    \u001b[39m | \u001b[39m89.84    \u001b[39m | \u001b[39m5.862    \u001b[39m | \u001b[39m0.1918   \u001b[39m | \u001b[39m0.01022  \u001b[39m | \u001b[39m2.728    \u001b[39m | \u001b[39m7.621    \u001b[39m | \u001b[39m2.725    \u001b[39m | \u001b[39m78.25    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:12,148 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.1491, R²: 0.9833\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m850      \u001b[39m | \u001b[39m-0.1491  \u001b[39m | \u001b[39m9.113e+04\u001b[39m | \u001b[39m29.89    \u001b[39m | \u001b[39m0.03112  \u001b[39m | \u001b[39m0.238    \u001b[39m | \u001b[39m3.419    \u001b[39m | \u001b[39m4.547    \u001b[39m | \u001b[39m2.975    \u001b[39m | \u001b[39m2.647    \u001b[39m | \u001b[39m7.218    \u001b[39m | \u001b[39m29.6     \u001b[39m | \u001b[39m7.406    \u001b[39m | \u001b[39m0.6749   \u001b[39m | \u001b[39m26.44    \u001b[39m | \u001b[39m10.96    \u001b[39m | \u001b[39m7.5      \u001b[39m | \u001b[39m7.783    \u001b[39m | \u001b[39m0.8966   \u001b[39m | \u001b[39m0.3702   \u001b[39m | \u001b[39m28.58    \u001b[39m | \u001b[39m14.08    \u001b[39m | \u001b[39m0.6854   \u001b[39m | \u001b[39m0.09156  \u001b[39m | \u001b[39m0.3398   \u001b[39m | \u001b[39m21.97    \u001b[39m | \u001b[39m0.5313   \u001b[39m | \u001b[39m188.0    \u001b[39m | \u001b[39m9.354    \u001b[39m | \u001b[39m8.105    \u001b[39m | \u001b[39m92.48    \u001b[39m | \u001b[39m87.55    \u001b[39m | \u001b[39m13.25    \u001b[39m | \u001b[39m0.0421   \u001b[39m | \u001b[39m0.4559   \u001b[39m | \u001b[39m1.386    \u001b[39m | \u001b[39m10.91    \u001b[39m | \u001b[39m2.859    \u001b[39m | \u001b[39m12.82    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:13,133 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.0967, R²: 0.9930\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m851      \u001b[39m | \u001b[39m-0.09669 \u001b[39m | \u001b[39m7.511e+04\u001b[39m | \u001b[39m18.38    \u001b[39m | \u001b[39m0.01699  \u001b[39m | \u001b[39m0.8044   \u001b[39m | \u001b[39m3.901    \u001b[39m | \u001b[39m4.464    \u001b[39m | \u001b[39m1.592    \u001b[39m | \u001b[39m4.223    \u001b[39m | \u001b[39m3.958    \u001b[39m | \u001b[39m30.26    \u001b[39m | \u001b[39m0.6998   \u001b[39m | \u001b[39m2.162    \u001b[39m | \u001b[39m21.28    \u001b[39m | \u001b[39m27.95    \u001b[39m | \u001b[39m10.22    \u001b[39m | \u001b[39m10.66    \u001b[39m | \u001b[39m0.7405   \u001b[39m | \u001b[39m0.3554   \u001b[39m | \u001b[39m26.04    \u001b[39m | \u001b[39m17.79    \u001b[39m | \u001b[39m0.03287  \u001b[39m | \u001b[39m0.06996  \u001b[39m | \u001b[39m0.9903   \u001b[39m | \u001b[39m150.7    \u001b[39m | \u001b[39m0.4037   \u001b[39m | \u001b[39m47.64    \u001b[39m | \u001b[39m56.69    \u001b[39m | \u001b[39m12.51    \u001b[39m | \u001b[39m90.77    \u001b[39m | \u001b[39m94.92    \u001b[39m | \u001b[39m24.22    \u001b[39m | \u001b[39m0.3666   \u001b[39m | \u001b[39m0.7657   \u001b[39m | \u001b[39m1.01     \u001b[39m | \u001b[39m10.3     \u001b[39m | \u001b[39m4.061    \u001b[39m | \u001b[39m26.83    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:15,916 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:52:16,008 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:52:16,098 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:52:16,098 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m852      \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m5.615e+04\u001b[39m | \u001b[39m23.65    \u001b[39m | \u001b[39m0.1235   \u001b[39m | \u001b[39m0.5477   \u001b[39m | \u001b[39m3.189    \u001b[39m | \u001b[39m3.066    \u001b[39m | \u001b[39m0.1884   \u001b[39m | \u001b[39m39.67    \u001b[39m | \u001b[39m2.776    \u001b[39m | \u001b[39m31.19    \u001b[39m | \u001b[39m0.6086   \u001b[39m | \u001b[39m3.881    \u001b[39m | \u001b[39m35.06    \u001b[39m | \u001b[39m11.76    \u001b[39m | \u001b[39m17.11    \u001b[39m | \u001b[39m10.64    \u001b[39m | \u001b[39m0.984    \u001b[39m | \u001b[39m0.0677   \u001b[39m | \u001b[39m7.302    \u001b[39m | \u001b[39m21.2     \u001b[39m | \u001b[39m0.1708   \u001b[39m | \u001b[39m0.8527   \u001b[39m | \u001b[39m0.4614   \u001b[39m | \u001b[39m193.2    \u001b[39m | \u001b[39m0.3782   \u001b[39m | \u001b[39m42.64    \u001b[39m | \u001b[39m93.66    \u001b[39m | \u001b[39m12.26    \u001b[39m | \u001b[39m88.19    \u001b[39m | \u001b[39m78.08    \u001b[39m | \u001b[39m11.35    \u001b[39m | \u001b[39m0.3803   \u001b[39m | \u001b[39m0.5653   \u001b[39m | \u001b[39m2.652    \u001b[39m | \u001b[39m12.29    \u001b[39m | \u001b[39m2.372    \u001b[39m | \u001b[39m65.69    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:17,117 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2720, R²: 0.9443\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m853      \u001b[39m | \u001b[39m-0.272   \u001b[39m | \u001b[39m9.53e+04 \u001b[39m | \u001b[39m20.13    \u001b[39m | \u001b[39m0.2747   \u001b[39m | \u001b[39m0.372    \u001b[39m | \u001b[39m4.924    \u001b[39m | \u001b[39m3.967    \u001b[39m | \u001b[39m2.383    \u001b[39m | \u001b[39m3.282    \u001b[39m | \u001b[39m5.944    \u001b[39m | \u001b[39m6.363    \u001b[39m | \u001b[39m8.356    \u001b[39m | \u001b[39m0.9357   \u001b[39m | \u001b[39m27.49    \u001b[39m | \u001b[39m21.47    \u001b[39m | \u001b[39m17.45    \u001b[39m | \u001b[39m10.83    \u001b[39m | \u001b[39m0.996    \u001b[39m | \u001b[39m0.1506   \u001b[39m | \u001b[39m38.87    \u001b[39m | \u001b[39m33.75    \u001b[39m | \u001b[39m0.1848   \u001b[39m | \u001b[39m0.5359   \u001b[39m | \u001b[39m0.9127   \u001b[39m | \u001b[39m20.08    \u001b[39m | \u001b[39m0.4666   \u001b[39m | \u001b[39m123.7    \u001b[39m | \u001b[39m64.35    \u001b[39m | \u001b[39m19.72    \u001b[39m | \u001b[39m87.74    \u001b[39m | \u001b[39m75.22    \u001b[39m | \u001b[39m15.72    \u001b[39m | \u001b[39m0.4011   \u001b[39m | \u001b[39m0.7187   \u001b[39m | \u001b[39m1.377    \u001b[39m | \u001b[39m7.833    \u001b[39m | \u001b[39m2.489    \u001b[39m | \u001b[39m29.37    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:18,140 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.3168, R²: 0.9244\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m854      \u001b[39m | \u001b[39m-0.3168  \u001b[39m | \u001b[39m3.275e+04\u001b[39m | \u001b[39m10.94    \u001b[39m | \u001b[39m0.2065   \u001b[39m | \u001b[39m0.7897   \u001b[39m | \u001b[39m4.692    \u001b[39m | \u001b[39m3.698    \u001b[39m | \u001b[39m1.135    \u001b[39m | \u001b[39m81.29    \u001b[39m | \u001b[39m9.06     \u001b[39m | \u001b[39m33.11    \u001b[39m | \u001b[39m7.921    \u001b[39m | \u001b[39m1.958    \u001b[39m | \u001b[39m36.96    \u001b[39m | \u001b[39m22.74    \u001b[39m | \u001b[39m7.329    \u001b[39m | \u001b[39m8.769    \u001b[39m | \u001b[39m0.7113   \u001b[39m | \u001b[39m0.241    \u001b[39m | \u001b[39m97.91    \u001b[39m | \u001b[39m17.94    \u001b[39m | \u001b[39m0.6049   \u001b[39m | \u001b[39m0.1033   \u001b[39m | \u001b[39m0.2237   \u001b[39m | \u001b[39m84.89    \u001b[39m | \u001b[39m0.5302   \u001b[39m | \u001b[39m16.07    \u001b[39m | \u001b[39m71.07    \u001b[39m | \u001b[39m15.34    \u001b[39m | \u001b[39m82.55    \u001b[39m | \u001b[39m77.07    \u001b[39m | \u001b[39m20.81    \u001b[39m | \u001b[39m0.567    \u001b[39m | \u001b[39m0.626    \u001b[39m | \u001b[39m0.04949  \u001b[39m | \u001b[39m11.67    \u001b[39m | \u001b[39m1.968    \u001b[39m | \u001b[39m58.48    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:19,160 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 0.8838, R²: 0.4116\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m855      \u001b[39m | \u001b[39m-0.8838  \u001b[39m | \u001b[39m9.737e+04\u001b[39m | \u001b[39m10.66    \u001b[39m | \u001b[39m0.1719   \u001b[39m | \u001b[39m0.6851   \u001b[39m | \u001b[39m3.573    \u001b[39m | \u001b[39m4.394    \u001b[39m | \u001b[39m2.249    \u001b[39m | \u001b[39m83.32    \u001b[39m | \u001b[39m7.409    \u001b[39m | \u001b[39m4.708    \u001b[39m | \u001b[39m7.244    \u001b[39m | \u001b[39m2.212    \u001b[39m | \u001b[39m47.25    \u001b[39m | \u001b[39m15.65    \u001b[39m | \u001b[39m12.63    \u001b[39m | \u001b[39m10.05    \u001b[39m | \u001b[39m0.8715   \u001b[39m | \u001b[39m0.2146   \u001b[39m | \u001b[39m88.02    \u001b[39m | \u001b[39m9.247    \u001b[39m | \u001b[39m0.9468   \u001b[39m | \u001b[39m0.07764  \u001b[39m | \u001b[39m0.1888   \u001b[39m | \u001b[39m118.4    \u001b[39m | \u001b[39m0.7967   \u001b[39m | \u001b[39m39.42    \u001b[39m | \u001b[39m79.15    \u001b[39m | \u001b[39m6.844    \u001b[39m | \u001b[39m80.56    \u001b[39m | \u001b[39m80.75    \u001b[39m | \u001b[39m9.788    \u001b[39m | \u001b[39m0.5596   \u001b[39m | \u001b[39m0.5568   \u001b[39m | \u001b[39m0.1202   \u001b[39m | \u001b[39m12.22    \u001b[39m | \u001b[39m3.774    \u001b[39m | \u001b[39m6.71     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:20,230 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 1.0379, R²: 0.1886\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m856      \u001b[39m | \u001b[39m-1.038   \u001b[39m | \u001b[39m4.837e+04\u001b[39m | \u001b[39m11.49    \u001b[39m | \u001b[39m0.03227  \u001b[39m | \u001b[39m0.623    \u001b[39m | \u001b[39m1.938    \u001b[39m | \u001b[39m4.651    \u001b[39m | \u001b[39m0.03528  \u001b[39m | \u001b[39m44.0     \u001b[39m | \u001b[39m2.828    \u001b[39m | \u001b[39m45.04    \u001b[39m | \u001b[39m7.324    \u001b[39m | \u001b[39m2.04     \u001b[39m | \u001b[39m33.11    \u001b[39m | \u001b[39m24.45    \u001b[39m | \u001b[39m25.26    \u001b[39m | \u001b[39m9.901    \u001b[39m | \u001b[39m0.7503   \u001b[39m | \u001b[39m0.2839   \u001b[39m | \u001b[39m64.2     \u001b[39m | \u001b[39m2.096    \u001b[39m | \u001b[39m0.1937   \u001b[39m | \u001b[39m0.3017   \u001b[39m | \u001b[39m0.1636   \u001b[39m | \u001b[39m91.8     \u001b[39m | \u001b[39m0.4227   \u001b[39m | \u001b[39m14.0     \u001b[39m | \u001b[39m71.17    \u001b[39m | \u001b[39m17.69    \u001b[39m | \u001b[39m80.37    \u001b[39m | \u001b[39m93.72    \u001b[39m | \u001b[39m11.61    \u001b[39m | \u001b[39m0.1157   \u001b[39m | \u001b[39m0.6223   \u001b[39m | \u001b[39m1.604    \u001b[39m | \u001b[39m12.83    \u001b[39m | \u001b[39m2.525    \u001b[39m | \u001b[39m62.95    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:23,305 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.6731, R²: 0.6587\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m857      \u001b[39m | \u001b[39m-0.6731  \u001b[39m | \u001b[39m5.652e+04\u001b[39m | \u001b[39m35.87    \u001b[39m | \u001b[39m0.06974  \u001b[39m | \u001b[39m0.4656   \u001b[39m | \u001b[39m4.593    \u001b[39m | \u001b[39m2.904    \u001b[39m | \u001b[39m0.953    \u001b[39m | \u001b[39m29.95    \u001b[39m | \u001b[39m3.153    \u001b[39m | \u001b[39m36.07    \u001b[39m | \u001b[39m6.734    \u001b[39m | \u001b[39m2.793    \u001b[39m | \u001b[39m7.175    \u001b[39m | \u001b[39m2.551    \u001b[39m | \u001b[39m27.3     \u001b[39m | \u001b[39m7.934    \u001b[39m | \u001b[39m0.7417   \u001b[39m | \u001b[39m0.06621  \u001b[39m | \u001b[39m22.67    \u001b[39m | \u001b[39m24.67    \u001b[39m | \u001b[39m0.6786   \u001b[39m | \u001b[39m0.5157   \u001b[39m | \u001b[39m0.01515  \u001b[39m | \u001b[39m20.57    \u001b[39m | \u001b[39m0.6294   \u001b[39m | \u001b[39m197.0    \u001b[39m | \u001b[39m11.4     \u001b[39m | \u001b[39m13.71    \u001b[39m | \u001b[39m90.43    \u001b[39m | \u001b[39m88.02    \u001b[39m | \u001b[39m16.79    \u001b[39m | \u001b[39m0.5125   \u001b[39m | \u001b[39m0.08746  \u001b[39m | \u001b[39m2.262    \u001b[39m | \u001b[39m8.188    \u001b[39m | \u001b[39m4.285    \u001b[39m | \u001b[39m45.52    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:24,486 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.3216, R²: 0.9221\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m858      \u001b[39m | \u001b[39m-0.3216  \u001b[39m | \u001b[39m6.629e+04\u001b[39m | \u001b[39m36.88    \u001b[39m | \u001b[39m0.2708   \u001b[39m | \u001b[39m0.3564   \u001b[39m | \u001b[39m3.346    \u001b[39m | \u001b[39m3.369    \u001b[39m | \u001b[39m2.01     \u001b[39m | \u001b[39m11.1     \u001b[39m | \u001b[39m8.161    \u001b[39m | \u001b[39m47.88    \u001b[39m | \u001b[39m2.241    \u001b[39m | \u001b[39m3.754    \u001b[39m | \u001b[39m16.99    \u001b[39m | \u001b[39m23.05    \u001b[39m | \u001b[39m25.9     \u001b[39m | \u001b[39m10.35    \u001b[39m | \u001b[39m0.6553   \u001b[39m | \u001b[39m0.1504   \u001b[39m | \u001b[39m97.23    \u001b[39m | \u001b[39m31.28    \u001b[39m | \u001b[39m0.1621   \u001b[39m | \u001b[39m0.4681   \u001b[39m | \u001b[39m0.5972   \u001b[39m | \u001b[39m50.97    \u001b[39m | \u001b[39m0.3252   \u001b[39m | \u001b[39m107.5    \u001b[39m | \u001b[39m43.32    \u001b[39m | \u001b[39m14.02    \u001b[39m | \u001b[39m87.31    \u001b[39m | \u001b[39m78.16    \u001b[39m | \u001b[39m7.036    \u001b[39m | \u001b[39m0.5576   \u001b[39m | \u001b[39m0.8301   \u001b[39m | \u001b[39m0.8563   \u001b[39m | \u001b[39m8.395    \u001b[39m | \u001b[39m4.596    \u001b[39m | \u001b[39m47.56    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:28,488 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.0467, R²: 0.1747\n"
     ]
    },
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     "text": [
      "| \u001b[39m859      \u001b[39m | \u001b[39m-1.047   \u001b[39m | \u001b[39m1.722e+04\u001b[39m | \u001b[39m21.16    \u001b[39m | \u001b[39m0.0963   \u001b[39m | \u001b[39m0.6315   \u001b[39m | \u001b[39m3.493    \u001b[39m | \u001b[39m3.506    \u001b[39m | \u001b[39m1.489    \u001b[39m | \u001b[39m99.2     \u001b[39m | \u001b[39m6.398    \u001b[39m | \u001b[39m28.16    \u001b[39m | \u001b[39m5.594    \u001b[39m | \u001b[39m0.1615   \u001b[39m | \u001b[39m49.81    \u001b[39m | \u001b[39m15.67    \u001b[39m | \u001b[39m16.9     \u001b[39m | \u001b[39m8.147    \u001b[39m | \u001b[39m0.8386   \u001b[39m | \u001b[39m0.2878   \u001b[39m | \u001b[39m5.107    \u001b[39m | \u001b[39m21.92    \u001b[39m | \u001b[39m0.9964   \u001b[39m | \u001b[39m0.6201   \u001b[39m | \u001b[39m0.128    \u001b[39m | \u001b[39m11.42    \u001b[39m | \u001b[39m0.2441   \u001b[39m | \u001b[39m181.8    \u001b[39m | \u001b[39m67.25    \u001b[39m | \u001b[39m13.16    \u001b[39m | \u001b[39m94.66    \u001b[39m | \u001b[39m86.34    \u001b[39m | \u001b[39m20.55    \u001b[39m | \u001b[39m0.5391   \u001b[39m | \u001b[39m0.2467   \u001b[39m | \u001b[39m1.46     \u001b[39m | \u001b[39m7.647    \u001b[39m | \u001b[39m4.483    \u001b[39m | \u001b[39m15.7     \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:31,302 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.3115, R²: 0.9269\n"
     ]
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      "| \u001b[39m860      \u001b[39m | \u001b[39m-0.3115  \u001b[39m | \u001b[39m2.357e+04\u001b[39m | \u001b[39m35.4     \u001b[39m | \u001b[39m0.1888   \u001b[39m | \u001b[39m0.8018   \u001b[39m | \u001b[39m1.883    \u001b[39m | \u001b[39m1.019    \u001b[39m | \u001b[39m1.463    \u001b[39m | \u001b[39m16.13    \u001b[39m | \u001b[39m3.999    \u001b[39m | \u001b[39m15.11    \u001b[39m | \u001b[39m7.009    \u001b[39m | \u001b[39m2.973    \u001b[39m | \u001b[39m3.598    \u001b[39m | \u001b[39m26.73    \u001b[39m | \u001b[39m22.57    \u001b[39m | \u001b[39m9.327    \u001b[39m | \u001b[39m0.65     \u001b[39m | \u001b[39m0.3054   \u001b[39m | \u001b[39m97.16    \u001b[39m | \u001b[39m11.81    \u001b[39m | \u001b[39m0.007011 \u001b[39m | \u001b[39m0.6264   \u001b[39m | \u001b[39m0.9019   \u001b[39m | \u001b[39m28.15    \u001b[39m | \u001b[39m0.513    \u001b[39m | \u001b[39m15.44    \u001b[39m | \u001b[39m79.79    \u001b[39m | \u001b[39m16.32    \u001b[39m | \u001b[39m94.99    \u001b[39m | \u001b[39m88.98    \u001b[39m | \u001b[39m5.969    \u001b[39m | \u001b[39m0.192    \u001b[39m | \u001b[39m0.853    \u001b[39m | \u001b[39m2.394    \u001b[39m | \u001b[39m12.76    \u001b[39m | \u001b[39m4.983    \u001b[39m | \u001b[39m36.67    \u001b[39m |\n"
     ]
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      "2025-04-09 17:52:34,467 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'globalscale'), RMSE: 0.3975, R²: 0.8810\n"
     ]
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      "| \u001b[39m861      \u001b[39m | \u001b[39m-0.3975  \u001b[39m | \u001b[39m5.582e+04\u001b[39m | \u001b[39m42.78    \u001b[39m | \u001b[39m0.2851   \u001b[39m | \u001b[39m0.6633   \u001b[39m | \u001b[39m1.86     \u001b[39m | \u001b[39m2.336    \u001b[39m | \u001b[39m0.5245   \u001b[39m | \u001b[39m18.09    \u001b[39m | \u001b[39m6.692    \u001b[39m | \u001b[39m21.7     \u001b[39m | \u001b[39m3.837    \u001b[39m | \u001b[39m1.478    \u001b[39m | \u001b[39m49.06    \u001b[39m | \u001b[39m9.615    \u001b[39m | \u001b[39m20.86    \u001b[39m | \u001b[39m10.53    \u001b[39m | \u001b[39m0.6142   \u001b[39m | \u001b[39m0.3637   \u001b[39m | \u001b[39m75.32    \u001b[39m | \u001b[39m36.89    \u001b[39m | \u001b[39m0.5319   \u001b[39m | \u001b[39m0.9998   \u001b[39m | \u001b[39m0.3741   \u001b[39m | \u001b[39m35.54    \u001b[39m | \u001b[39m0.005053 \u001b[39m | \u001b[39m194.6    \u001b[39m | \u001b[39m52.56    \u001b[39m | \u001b[39m13.22    \u001b[39m | \u001b[39m87.86    \u001b[39m | \u001b[39m88.12    \u001b[39m | \u001b[39m5.966    \u001b[39m | \u001b[39m0.4265   \u001b[39m | \u001b[39m0.9221   \u001b[39m | \u001b[39m2.216    \u001b[39m | \u001b[39m12.57    \u001b[39m | \u001b[39m4.64     \u001b[39m | \u001b[39m34.37    \u001b[39m |\n"
     ]
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      "2025-04-09 17:52:37,640 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.4780, R²: 0.8279\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m862      \u001b[39m | \u001b[39m-0.478   \u001b[39m | \u001b[39m3.231e+03\u001b[39m | \u001b[39m14.58    \u001b[39m | \u001b[39m0.1005   \u001b[39m | \u001b[39m0.4504   \u001b[39m | \u001b[39m4.949    \u001b[39m | \u001b[39m3.919    \u001b[39m | \u001b[39m0.1077   \u001b[39m | \u001b[39m6.004    \u001b[39m | \u001b[39m5.72     \u001b[39m | \u001b[39m36.48    \u001b[39m | \u001b[39m6.106    \u001b[39m | \u001b[39m2.664    \u001b[39m | \u001b[39m39.29    \u001b[39m | \u001b[39m28.42    \u001b[39m | \u001b[39m5.514    \u001b[39m | \u001b[39m7.239    \u001b[39m | \u001b[39m0.9362   \u001b[39m | \u001b[39m0.008621 \u001b[39m | \u001b[39m10.73    \u001b[39m | \u001b[39m28.4     \u001b[39m | \u001b[39m0.05867  \u001b[39m | \u001b[39m0.408    \u001b[39m | \u001b[39m0.9501   \u001b[39m | \u001b[39m24.36    \u001b[39m | \u001b[39m0.2826   \u001b[39m | \u001b[39m31.14    \u001b[39m | \u001b[39m41.65    \u001b[39m | \u001b[39m15.73    \u001b[39m | \u001b[39m90.32    \u001b[39m | \u001b[39m87.46    \u001b[39m | \u001b[39m19.62    \u001b[39m | \u001b[39m0.5671   \u001b[39m | \u001b[39m0.5708   \u001b[39m | \u001b[39m2.759    \u001b[39m | \u001b[39m8.07     \u001b[39m | \u001b[39m4.056    \u001b[39m | \u001b[39m79.9     \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:52:40,943 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.1919, R²: 0.9723\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m863      \u001b[39m | \u001b[39m-0.1919  \u001b[39m | \u001b[39m4.71e+04 \u001b[39m | \u001b[39m22.28    \u001b[39m | \u001b[39m0.1547   \u001b[39m | \u001b[39m0.7676   \u001b[39m | \u001b[39m2.001    \u001b[39m | \u001b[39m4.301    \u001b[39m | \u001b[39m0.8978   \u001b[39m | \u001b[39m35.56    \u001b[39m | \u001b[39m9.817    \u001b[39m | \u001b[39m12.31    \u001b[39m | \u001b[39m2.031    \u001b[39m | \u001b[39m2.468    \u001b[39m | \u001b[39m20.52    \u001b[39m | \u001b[39m7.44     \u001b[39m | \u001b[39m9.285    \u001b[39m | \u001b[39m8.333    \u001b[39m | \u001b[39m0.9559   \u001b[39m | \u001b[39m0.2312   \u001b[39m | \u001b[39m41.95    \u001b[39m | \u001b[39m26.82    \u001b[39m | \u001b[39m0.4829   \u001b[39m | \u001b[39m0.6156   \u001b[39m | \u001b[39m0.8427   \u001b[39m | \u001b[39m23.93    \u001b[39m | \u001b[39m0.8387   \u001b[39m | \u001b[39m185.0    \u001b[39m | \u001b[39m75.09    \u001b[39m | \u001b[39m7.557    \u001b[39m | \u001b[39m93.4     \u001b[39m | \u001b[39m91.67    \u001b[39m | \u001b[39m16.98    \u001b[39m | \u001b[39m0.508    \u001b[39m | \u001b[39m0.968    \u001b[39m | \u001b[39m0.5975   \u001b[39m | \u001b[39m8.051    \u001b[39m | \u001b[39m4.033    \u001b[39m | \u001b[39m53.07    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:52:41,854 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.1211, R²: 0.9890\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m864      \u001b[39m | \u001b[39m-0.1211  \u001b[39m | \u001b[39m7.02e+04 \u001b[39m | \u001b[39m42.28    \u001b[39m | \u001b[39m0.2814   \u001b[39m | \u001b[39m0.1739   \u001b[39m | \u001b[39m3.463    \u001b[39m | \u001b[39m3.714    \u001b[39m | \u001b[39m2.287    \u001b[39m | \u001b[39m39.37    \u001b[39m | \u001b[39m4.565    \u001b[39m | \u001b[39m14.31    \u001b[39m | \u001b[39m3.478    \u001b[39m | \u001b[39m3.017    \u001b[39m | \u001b[39m6.56     \u001b[39m | \u001b[39m20.19    \u001b[39m | \u001b[39m22.31    \u001b[39m | \u001b[39m10.27    \u001b[39m | \u001b[39m0.8972   \u001b[39m | \u001b[39m0.275    \u001b[39m | \u001b[39m34.3     \u001b[39m | \u001b[39m21.05    \u001b[39m | \u001b[39m0.4254   \u001b[39m | \u001b[39m0.6956   \u001b[39m | \u001b[39m0.04482  \u001b[39m | \u001b[39m109.6    \u001b[39m | \u001b[39m0.8306   \u001b[39m | \u001b[39m138.6    \u001b[39m | \u001b[39m78.06    \u001b[39m | \u001b[39m9.976    \u001b[39m | \u001b[39m80.38    \u001b[39m | \u001b[39m78.05    \u001b[39m | \u001b[39m18.73    \u001b[39m | \u001b[39m0.886    \u001b[39m | \u001b[39m0.1251   \u001b[39m | \u001b[39m1.863    \u001b[39m | \u001b[39m8.809    \u001b[39m | \u001b[39m3.75     \u001b[39m | \u001b[39m8.425    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:52:44,643 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.1834, R²: 0.9747\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m865      \u001b[39m | \u001b[39m-0.1834  \u001b[39m | \u001b[39m3.337e+04\u001b[39m | \u001b[39m19.61    \u001b[39m | \u001b[39m0.1268   \u001b[39m | \u001b[39m0.3906   \u001b[39m | \u001b[39m4.772    \u001b[39m | \u001b[39m2.898    \u001b[39m | \u001b[39m2.717    \u001b[39m | \u001b[39m31.57    \u001b[39m | \u001b[39m9.271    \u001b[39m | \u001b[39m38.9     \u001b[39m | \u001b[39m6.244    \u001b[39m | \u001b[39m0.6099   \u001b[39m | \u001b[39m26.94    \u001b[39m | \u001b[39m15.44    \u001b[39m | \u001b[39m10.1     \u001b[39m | \u001b[39m12.99    \u001b[39m | \u001b[39m0.708    \u001b[39m | \u001b[39m0.02448  \u001b[39m | \u001b[39m55.4     \u001b[39m | \u001b[39m2.786    \u001b[39m | \u001b[39m0.5275   \u001b[39m | \u001b[39m0.551    \u001b[39m | \u001b[39m0.9074   \u001b[39m | \u001b[39m196.3    \u001b[39m | \u001b[39m0.1575   \u001b[39m | \u001b[39m180.3    \u001b[39m | \u001b[39m2.965    \u001b[39m | \u001b[39m19.23    \u001b[39m | \u001b[39m84.19    \u001b[39m | \u001b[39m85.54    \u001b[39m | \u001b[39m20.85    \u001b[39m | \u001b[39m0.3377   \u001b[39m | \u001b[39m0.5402   \u001b[39m | \u001b[39m0.5772   \u001b[39m | \u001b[39m10.99    \u001b[39m | \u001b[39m3.029    \u001b[39m | \u001b[39m58.36    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:52:45,616 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2388, R²: 0.9570\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m866      \u001b[39m | \u001b[39m-0.2388  \u001b[39m | \u001b[39m5.916e+04\u001b[39m | \u001b[39m26.28    \u001b[39m | \u001b[39m0.1562   \u001b[39m | \u001b[39m0.8672   \u001b[39m | \u001b[39m4.764    \u001b[39m | \u001b[39m2.282    \u001b[39m | \u001b[39m0.5889   \u001b[39m | \u001b[39m4.511    \u001b[39m | \u001b[39m8.895    \u001b[39m | \u001b[39m9.927    \u001b[39m | \u001b[39m6.823    \u001b[39m | \u001b[39m1.242    \u001b[39m | \u001b[39m32.43    \u001b[39m | \u001b[39m15.58    \u001b[39m | \u001b[39m19.03    \u001b[39m | \u001b[39m10.62    \u001b[39m | \u001b[39m0.6684   \u001b[39m | \u001b[39m0.237    \u001b[39m | \u001b[39m14.72    \u001b[39m | \u001b[39m33.98    \u001b[39m | \u001b[39m0.1704   \u001b[39m | \u001b[39m0.2208   \u001b[39m | \u001b[39m0.5925   \u001b[39m | \u001b[39m127.8    \u001b[39m | \u001b[39m0.7074   \u001b[39m | \u001b[39m156.2    \u001b[39m | \u001b[39m21.72    \u001b[39m | \u001b[39m13.63    \u001b[39m | \u001b[39m86.28    \u001b[39m | \u001b[39m89.11    \u001b[39m | \u001b[39m20.29    \u001b[39m | \u001b[39m0.03458  \u001b[39m | \u001b[39m0.7053   \u001b[39m | \u001b[39m0.4112   \u001b[39m | \u001b[39m8.961    \u001b[39m | \u001b[39m2.1      \u001b[39m | \u001b[39m10.95    \u001b[39m |\n"
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    },
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     "output_type": "stream",
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      "2025-04-09 17:52:48,352 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.8000, R²: 0.5179\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m867      \u001b[39m | \u001b[39m-0.8     \u001b[39m | \u001b[39m1.104e+04\u001b[39m | \u001b[39m46.98    \u001b[39m | \u001b[39m0.2029   \u001b[39m | \u001b[39m0.4781   \u001b[39m | \u001b[39m2.761    \u001b[39m | \u001b[39m3.083    \u001b[39m | \u001b[39m1.816    \u001b[39m | \u001b[39m29.51    \u001b[39m | \u001b[39m1.965    \u001b[39m | \u001b[39m20.43    \u001b[39m | \u001b[39m4.978    \u001b[39m | \u001b[39m3.195    \u001b[39m | \u001b[39m32.05    \u001b[39m | \u001b[39m9.454    \u001b[39m | \u001b[39m19.87    \u001b[39m | \u001b[39m8.181    \u001b[39m | \u001b[39m0.9795   \u001b[39m | \u001b[39m0.08147  \u001b[39m | \u001b[39m10.48    \u001b[39m | \u001b[39m0.1232   \u001b[39m | \u001b[39m0.02028  \u001b[39m | \u001b[39m0.1788   \u001b[39m | \u001b[39m0.12     \u001b[39m | \u001b[39m145.1    \u001b[39m | \u001b[39m0.5439   \u001b[39m | \u001b[39m14.84    \u001b[39m | \u001b[39m19.97    \u001b[39m | \u001b[39m14.56    \u001b[39m | \u001b[39m90.89    \u001b[39m | \u001b[39m80.11    \u001b[39m | \u001b[39m21.26    \u001b[39m | \u001b[39m0.3247   \u001b[39m | \u001b[39m0.6176   \u001b[39m | \u001b[39m1.532    \u001b[39m | \u001b[39m9.416    \u001b[39m | \u001b[39m2.623    \u001b[39m | \u001b[39m7.535    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:52:51,145 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.4106, R²: 0.8730\n"
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    },
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      "| \u001b[39m868      \u001b[39m | \u001b[39m-0.4106  \u001b[39m | \u001b[39m8.1e+04  \u001b[39m | \u001b[39m31.6     \u001b[39m | \u001b[39m0.2497   \u001b[39m | \u001b[39m0.03789  \u001b[39m | \u001b[39m4.807    \u001b[39m | \u001b[39m1.66     \u001b[39m | \u001b[39m0.958    \u001b[39m | \u001b[39m54.2     \u001b[39m | \u001b[39m6.66     \u001b[39m | \u001b[39m24.0     \u001b[39m | \u001b[39m0.4874   \u001b[39m | \u001b[39m2.561    \u001b[39m | \u001b[39m17.38    \u001b[39m | \u001b[39m19.88    \u001b[39m | \u001b[39m24.04    \u001b[39m | \u001b[39m7.422    \u001b[39m | \u001b[39m0.9627   \u001b[39m | \u001b[39m0.382    \u001b[39m | \u001b[39m6.567    \u001b[39m | \u001b[39m27.74    \u001b[39m | \u001b[39m0.8986   \u001b[39m | \u001b[39m0.6121   \u001b[39m | \u001b[39m0.7545   \u001b[39m | \u001b[39m12.74    \u001b[39m | \u001b[39m0.4789   \u001b[39m | \u001b[39m10.32    \u001b[39m | \u001b[39m21.62    \u001b[39m | \u001b[39m19.24    \u001b[39m | \u001b[39m94.6     \u001b[39m | \u001b[39m76.85    \u001b[39m | \u001b[39m12.19    \u001b[39m | \u001b[39m0.6469   \u001b[39m | \u001b[39m0.1148   \u001b[39m | \u001b[39m0.9957   \u001b[39m | \u001b[39m9.767    \u001b[39m | \u001b[39m3.127    \u001b[39m | \u001b[39m85.48    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:52:53,541 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.2998, R²: 0.9323\n"
     ]
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     "text": [
      "| \u001b[39m869      \u001b[39m | \u001b[39m-0.2998  \u001b[39m | \u001b[39m7.158e+04\u001b[39m | \u001b[39m42.41    \u001b[39m | \u001b[39m0.2943   \u001b[39m | \u001b[39m0.9987   \u001b[39m | \u001b[39m1.246    \u001b[39m | \u001b[39m1.651    \u001b[39m | \u001b[39m2.245    \u001b[39m | \u001b[39m95.14    \u001b[39m | \u001b[39m6.294    \u001b[39m | \u001b[39m20.43    \u001b[39m | \u001b[39m7.439    \u001b[39m | \u001b[39m3.21     \u001b[39m | \u001b[39m12.26    \u001b[39m | \u001b[39m9.708    \u001b[39m | \u001b[39m29.71    \u001b[39m | \u001b[39m11.41    \u001b[39m | \u001b[39m0.8214   \u001b[39m | \u001b[39m0.2897   \u001b[39m | \u001b[39m51.31    \u001b[39m | \u001b[39m20.6     \u001b[39m | \u001b[39m0.4663   \u001b[39m | \u001b[39m0.0004107\u001b[39m | \u001b[39m0.273    \u001b[39m | \u001b[39m178.9    \u001b[39m | \u001b[39m0.08596  \u001b[39m | \u001b[39m11.82    \u001b[39m | \u001b[39m81.16    \u001b[39m | \u001b[39m7.254    \u001b[39m | \u001b[39m91.34    \u001b[39m | \u001b[39m94.99    \u001b[39m | \u001b[39m12.52    \u001b[39m | \u001b[39m0.525    \u001b[39m | \u001b[39m0.01433  \u001b[39m | \u001b[39m0.1811   \u001b[39m | \u001b[39m12.02    \u001b[39m | \u001b[39m1.023    \u001b[39m | \u001b[39m19.66    \u001b[39m |\n"
     ]
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      "2025-04-09 17:52:54,386 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2825, R²: 0.9399\n"
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      "| \u001b[39m870      \u001b[39m | \u001b[39m-0.2825  \u001b[39m | \u001b[39m5.202e+04\u001b[39m | \u001b[39m31.71    \u001b[39m | \u001b[39m0.298    \u001b[39m | \u001b[39m0.1812   \u001b[39m | \u001b[39m2.763    \u001b[39m | \u001b[39m1.908    \u001b[39m | \u001b[39m1.216    \u001b[39m | \u001b[39m62.89    \u001b[39m | \u001b[39m6.757    \u001b[39m | \u001b[39m23.23    \u001b[39m | \u001b[39m4.484    \u001b[39m | \u001b[39m1.509    \u001b[39m | \u001b[39m35.09    \u001b[39m | \u001b[39m16.61    \u001b[39m | \u001b[39m11.27    \u001b[39m | \u001b[39m8.942    \u001b[39m | \u001b[39m0.8698   \u001b[39m | \u001b[39m0.2159   \u001b[39m | \u001b[39m47.47    \u001b[39m | \u001b[39m35.54    \u001b[39m | \u001b[39m0.742    \u001b[39m | \u001b[39m0.3676   \u001b[39m | \u001b[39m0.6203   \u001b[39m | \u001b[39m160.0    \u001b[39m | \u001b[39m0.2749   \u001b[39m | \u001b[39m189.0    \u001b[39m | \u001b[39m67.05    \u001b[39m | \u001b[39m16.25    \u001b[39m | \u001b[39m85.67    \u001b[39m | \u001b[39m77.7     \u001b[39m | \u001b[39m6.092    \u001b[39m | \u001b[39m0.7311   \u001b[39m | \u001b[39m0.8424   \u001b[39m | \u001b[39m1.366    \u001b[39m | \u001b[39m9.465    \u001b[39m | \u001b[39m2.72     \u001b[39m | \u001b[39m79.61    \u001b[39m |\n"
     ]
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      "2025-04-09 17:52:55,235 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.1271, R²: 0.9878\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m871      \u001b[39m | \u001b[39m-0.1271  \u001b[39m | \u001b[39m2.947e+04\u001b[39m | \u001b[39m26.63    \u001b[39m | \u001b[39m0.2147   \u001b[39m | \u001b[39m0.1605   \u001b[39m | \u001b[39m2.106    \u001b[39m | \u001b[39m1.801    \u001b[39m | \u001b[39m2.343    \u001b[39m | \u001b[39m82.42    \u001b[39m | \u001b[39m5.545    \u001b[39m | \u001b[39m31.99    \u001b[39m | \u001b[39m9.155    \u001b[39m | \u001b[39m2.112    \u001b[39m | \u001b[39m44.73    \u001b[39m | \u001b[39m17.44    \u001b[39m | \u001b[39m19.82    \u001b[39m | \u001b[39m8.455    \u001b[39m | \u001b[39m0.8278   \u001b[39m | \u001b[39m0.0706   \u001b[39m | \u001b[39m13.51    \u001b[39m | \u001b[39m21.45    \u001b[39m | \u001b[39m0.2511   \u001b[39m | \u001b[39m0.1502   \u001b[39m | \u001b[39m0.1036   \u001b[39m | \u001b[39m104.3    \u001b[39m | \u001b[39m0.7543   \u001b[39m | \u001b[39m140.3    \u001b[39m | \u001b[39m84.25    \u001b[39m | \u001b[39m14.38    \u001b[39m | \u001b[39m81.07    \u001b[39m | \u001b[39m92.18    \u001b[39m | \u001b[39m15.41    \u001b[39m | \u001b[39m0.9096   \u001b[39m | \u001b[39m0.6883   \u001b[39m | \u001b[39m2.547    \u001b[39m | \u001b[39m11.15    \u001b[39m | \u001b[39m2.599    \u001b[39m | \u001b[39m5.708    \u001b[39m |\n"
     ]
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      "2025-04-09 17:52:59,944 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.1616, R²: 0.9803\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m872      \u001b[39m | \u001b[39m-0.1616  \u001b[39m | \u001b[39m5.214e+04\u001b[39m | \u001b[39m25.0     \u001b[39m | \u001b[39m0.1939   \u001b[39m | \u001b[39m0.9459   \u001b[39m | \u001b[39m3.816    \u001b[39m | \u001b[39m1.154    \u001b[39m | \u001b[39m2.091    \u001b[39m | \u001b[39m14.66    \u001b[39m | \u001b[39m5.016    \u001b[39m | \u001b[39m24.22    \u001b[39m | \u001b[39m0.6499   \u001b[39m | \u001b[39m0.9867   \u001b[39m | \u001b[39m31.24    \u001b[39m | \u001b[39m24.63    \u001b[39m | \u001b[39m27.27    \u001b[39m | \u001b[39m10.3     \u001b[39m | \u001b[39m0.7991   \u001b[39m | \u001b[39m0.3206   \u001b[39m | \u001b[39m29.68    \u001b[39m | \u001b[39m10.81    \u001b[39m | \u001b[39m0.2729   \u001b[39m | \u001b[39m0.768    \u001b[39m | \u001b[39m0.3994   \u001b[39m | \u001b[39m143.4    \u001b[39m | \u001b[39m0.6382   \u001b[39m | \u001b[39m190.8    \u001b[39m | \u001b[39m12.56    \u001b[39m | \u001b[39m13.61    \u001b[39m | \u001b[39m84.15    \u001b[39m | \u001b[39m91.04    \u001b[39m | \u001b[39m23.66    \u001b[39m | \u001b[39m0.4289   \u001b[39m | \u001b[39m0.299    \u001b[39m | \u001b[39m0.8476   \u001b[39m | \u001b[39m9.764    \u001b[39m | \u001b[39m2.971    \u001b[39m | \u001b[39m81.94    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:53:00,958 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.8386, R²: 0.4702\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m873      \u001b[39m | \u001b[39m-0.8386  \u001b[39m | \u001b[39m9.197e+04\u001b[39m | \u001b[39m34.69    \u001b[39m | \u001b[39m0.02781  \u001b[39m | \u001b[39m0.2184   \u001b[39m | \u001b[39m3.438    \u001b[39m | \u001b[39m1.052    \u001b[39m | \u001b[39m0.2282   \u001b[39m | \u001b[39m79.48    \u001b[39m | \u001b[39m3.264    \u001b[39m | \u001b[39m35.06    \u001b[39m | \u001b[39m1.824    \u001b[39m | \u001b[39m0.0339   \u001b[39m | \u001b[39m33.12    \u001b[39m | \u001b[39m5.449    \u001b[39m | \u001b[39m18.68    \u001b[39m | \u001b[39m9.736    \u001b[39m | \u001b[39m0.7463   \u001b[39m | \u001b[39m0.06564  \u001b[39m | \u001b[39m75.06    \u001b[39m | \u001b[39m24.68    \u001b[39m | \u001b[39m0.4765   \u001b[39m | \u001b[39m0.02294  \u001b[39m | \u001b[39m0.06073  \u001b[39m | \u001b[39m71.26    \u001b[39m | \u001b[39m0.9016   \u001b[39m | \u001b[39m46.34    \u001b[39m | \u001b[39m52.5     \u001b[39m | \u001b[39m16.7     \u001b[39m | \u001b[39m81.03    \u001b[39m | \u001b[39m82.06    \u001b[39m | \u001b[39m17.54    \u001b[39m | \u001b[39m0.9805   \u001b[39m | \u001b[39m0.7519   \u001b[39m | \u001b[39m2.007    \u001b[39m | \u001b[39m7.258    \u001b[39m | \u001b[39m2.849    \u001b[39m | \u001b[39m64.34    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:53:01,933 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.4795, R²: 0.8268\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m874      \u001b[39m | \u001b[39m-0.4795  \u001b[39m | \u001b[39m5.144e+04\u001b[39m | \u001b[39m32.48    \u001b[39m | \u001b[39m0.2217   \u001b[39m | \u001b[39m0.1736   \u001b[39m | \u001b[39m4.326    \u001b[39m | \u001b[39m1.026    \u001b[39m | \u001b[39m1.046    \u001b[39m | \u001b[39m43.7     \u001b[39m | \u001b[39m2.608    \u001b[39m | \u001b[39m16.55    \u001b[39m | \u001b[39m8.999    \u001b[39m | \u001b[39m0.3485   \u001b[39m | \u001b[39m35.11    \u001b[39m | \u001b[39m8.92     \u001b[39m | \u001b[39m14.11    \u001b[39m | \u001b[39m10.08    \u001b[39m | \u001b[39m0.7701   \u001b[39m | \u001b[39m0.2052   \u001b[39m | \u001b[39m4.574    \u001b[39m | \u001b[39m24.29    \u001b[39m | \u001b[39m0.6172   \u001b[39m | \u001b[39m0.4518   \u001b[39m | \u001b[39m0.5278   \u001b[39m | \u001b[39m150.9    \u001b[39m | \u001b[39m0.2797   \u001b[39m | \u001b[39m119.3    \u001b[39m | \u001b[39m74.96    \u001b[39m | \u001b[39m9.31     \u001b[39m | \u001b[39m86.39    \u001b[39m | \u001b[39m92.0     \u001b[39m | \u001b[39m19.38    \u001b[39m | \u001b[39m0.4377   \u001b[39m | \u001b[39m0.6299   \u001b[39m | \u001b[39m1.817    \u001b[39m | \u001b[39m11.62    \u001b[39m | \u001b[39m1.126    \u001b[39m | \u001b[39m33.85    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:53:06,352 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'autoscale'), RMSE: 0.1903, R²: 0.9727\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m875      \u001b[39m | \u001b[39m-0.1903  \u001b[39m | \u001b[39m5.206e+04\u001b[39m | \u001b[39m28.87    \u001b[39m | \u001b[39m0.1097   \u001b[39m | \u001b[39m0.8327   \u001b[39m | \u001b[39m1.624    \u001b[39m | \u001b[39m3.407    \u001b[39m | \u001b[39m2.235    \u001b[39m | \u001b[39m84.1     \u001b[39m | \u001b[39m2.399    \u001b[39m | \u001b[39m38.47    \u001b[39m | \u001b[39m2.307    \u001b[39m | \u001b[39m0.4081   \u001b[39m | \u001b[39m36.23    \u001b[39m | \u001b[39m18.59    \u001b[39m | \u001b[39m20.5     \u001b[39m | \u001b[39m9.667    \u001b[39m | \u001b[39m0.6224   \u001b[39m | \u001b[39m0.03648  \u001b[39m | \u001b[39m43.02    \u001b[39m | \u001b[39m27.43    \u001b[39m | \u001b[39m0.3193   \u001b[39m | \u001b[39m0.3056   \u001b[39m | \u001b[39m0.5547   \u001b[39m | \u001b[39m105.4    \u001b[39m | \u001b[39m0.9098   \u001b[39m | \u001b[39m199.2    \u001b[39m | \u001b[39m72.0     \u001b[39m | \u001b[39m8.817    \u001b[39m | \u001b[39m82.01    \u001b[39m | \u001b[39m82.83    \u001b[39m | \u001b[39m23.33    \u001b[39m | \u001b[39m0.6266   \u001b[39m | \u001b[39m0.9468   \u001b[39m | \u001b[39m1.444    \u001b[39m | \u001b[39m12.9     \u001b[39m | \u001b[39m3.225    \u001b[39m | \u001b[39m63.48    \u001b[39m |\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:53:10,124 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m876      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m5.211e+04\u001b[39m | \u001b[39m21.32    \u001b[39m | \u001b[39m0.2733   \u001b[39m | \u001b[39m0.1205   \u001b[39m | \u001b[39m4.801    \u001b[39m | \u001b[39m2.712    \u001b[39m | \u001b[39m1.385    \u001b[39m | \u001b[39m36.03    \u001b[39m | \u001b[39m1.853    \u001b[39m | \u001b[39m16.46    \u001b[39m | \u001b[39m4.164    \u001b[39m | \u001b[39m3.229    \u001b[39m | \u001b[39m15.83    \u001b[39m | \u001b[39m24.06    \u001b[39m | \u001b[39m20.62    \u001b[39m | \u001b[39m7.567    \u001b[39m | \u001b[39m0.7671   \u001b[39m | \u001b[39m0.1428   \u001b[39m | \u001b[39m65.34    \u001b[39m | \u001b[39m21.96    \u001b[39m | \u001b[39m0.9495   \u001b[39m | \u001b[39m0.7624   \u001b[39m | \u001b[39m0.1975   \u001b[39m | \u001b[39m156.1    \u001b[39m | \u001b[39m0.1994   \u001b[39m | \u001b[39m73.23    \u001b[39m | \u001b[39m71.37    \u001b[39m | \u001b[39m15.22    \u001b[39m | \u001b[39m90.47    \u001b[39m | \u001b[39m88.66    \u001b[39m | \u001b[39m13.77    \u001b[39m | \u001b[39m0.4244   \u001b[39m | \u001b[39m0.3208   \u001b[39m | \u001b[39m2.142    \u001b[39m | \u001b[39m7.803    \u001b[39m | \u001b[39m1.228    \u001b[39m | \u001b[39m36.0     \u001b[39m |\n"
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    },
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     "output_type": "stream",
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      "2025-04-09 17:53:11,005 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1326, R²: 0.0337\n"
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    },
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      "| \u001b[39m877      \u001b[39m | \u001b[39m-1.133   \u001b[39m | \u001b[39m5.748e+04\u001b[39m | \u001b[39m12.39    \u001b[39m | \u001b[39m0.1735   \u001b[39m | \u001b[39m0.7931   \u001b[39m | \u001b[39m4.961    \u001b[39m | \u001b[39m4.171    \u001b[39m | \u001b[39m0.4856   \u001b[39m | \u001b[39m79.79    \u001b[39m | \u001b[39m9.828    \u001b[39m | \u001b[39m7.865    \u001b[39m | \u001b[39m2.717    \u001b[39m | \u001b[39m0.1577   \u001b[39m | \u001b[39m9.016    \u001b[39m | \u001b[39m20.41    \u001b[39m | \u001b[39m26.74    \u001b[39m | \u001b[39m7.643    \u001b[39m | \u001b[39m0.838    \u001b[39m | \u001b[39m0.09982  \u001b[39m | \u001b[39m56.95    \u001b[39m | \u001b[39m1.179    \u001b[39m | \u001b[39m0.005684 \u001b[39m | \u001b[39m0.7036   \u001b[39m | \u001b[39m0.8795   \u001b[39m | \u001b[39m79.5     \u001b[39m | \u001b[39m0.9089   \u001b[39m | \u001b[39m28.49    \u001b[39m | \u001b[39m24.74    \u001b[39m | \u001b[39m6.533    \u001b[39m | \u001b[39m93.19    \u001b[39m | \u001b[39m85.51    \u001b[39m | \u001b[39m23.48    \u001b[39m | \u001b[39m0.8147   \u001b[39m | \u001b[39m0.6072   \u001b[39m | \u001b[39m1.358    \u001b[39m | \u001b[39m9.093    \u001b[39m | \u001b[39m2.225    \u001b[39m | \u001b[39m19.64    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:53:16,180 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8610, R²: 0.4417\n"
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    },
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      "| \u001b[39m878      \u001b[39m | \u001b[39m-0.861   \u001b[39m | \u001b[39m5.211e+04\u001b[39m | \u001b[39m14.03    \u001b[39m | \u001b[39m0.1506   \u001b[39m | \u001b[39m0.9052   \u001b[39m | \u001b[39m2.837    \u001b[39m | \u001b[39m3.289    \u001b[39m | \u001b[39m2.946    \u001b[39m | \u001b[39m46.06    \u001b[39m | \u001b[39m6.145    \u001b[39m | \u001b[39m35.22    \u001b[39m | \u001b[39m0.4647   \u001b[39m | \u001b[39m2.752    \u001b[39m | \u001b[39m34.57    \u001b[39m | \u001b[39m9.688    \u001b[39m | \u001b[39m27.27    \u001b[39m | \u001b[39m8.828    \u001b[39m | \u001b[39m0.6134   \u001b[39m | \u001b[39m0.3508   \u001b[39m | \u001b[39m50.95    \u001b[39m | \u001b[39m5.154    \u001b[39m | \u001b[39m0.4681   \u001b[39m | \u001b[39m0.6671   \u001b[39m | \u001b[39m0.4613   \u001b[39m | \u001b[39m160.2    \u001b[39m | \u001b[39m0.3798   \u001b[39m | \u001b[39m188.7    \u001b[39m | \u001b[39m95.49    \u001b[39m | \u001b[39m10.95    \u001b[39m | \u001b[39m83.52    \u001b[39m | \u001b[39m77.37    \u001b[39m | \u001b[39m9.291    \u001b[39m | \u001b[39m0.8733   \u001b[39m | \u001b[39m0.9552   \u001b[39m | \u001b[39m2.776    \u001b[39m | \u001b[39m10.7     \u001b[39m | \u001b[39m1.478    \u001b[39m | \u001b[39m47.7     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:53:17,243 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7673, R²: 0.5566\n"
     ]
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      "| \u001b[39m879      \u001b[39m | \u001b[39m-0.7673  \u001b[39m | \u001b[39m3.592e+04\u001b[39m | \u001b[39m18.93    \u001b[39m | \u001b[39m0.2603   \u001b[39m | \u001b[39m0.09597  \u001b[39m | \u001b[39m2.921    \u001b[39m | \u001b[39m4.078    \u001b[39m | \u001b[39m1.192    \u001b[39m | \u001b[39m4.847    \u001b[39m | \u001b[39m9.514    \u001b[39m | \u001b[39m29.74    \u001b[39m | \u001b[39m0.5849   \u001b[39m | \u001b[39m3.122    \u001b[39m | \u001b[39m38.18    \u001b[39m | \u001b[39m22.41    \u001b[39m | \u001b[39m16.0     \u001b[39m | \u001b[39m10.31    \u001b[39m | \u001b[39m0.7226   \u001b[39m | \u001b[39m0.08154  \u001b[39m | \u001b[39m41.58    \u001b[39m | \u001b[39m33.02    \u001b[39m | \u001b[39m0.6166   \u001b[39m | \u001b[39m0.8295   \u001b[39m | \u001b[39m0.4273   \u001b[39m | \u001b[39m105.2    \u001b[39m | \u001b[39m0.4371   \u001b[39m | \u001b[39m183.2    \u001b[39m | \u001b[39m28.83    \u001b[39m | \u001b[39m10.5     \u001b[39m | \u001b[39m81.51    \u001b[39m | \u001b[39m94.49    \u001b[39m | \u001b[39m17.82    \u001b[39m | \u001b[39m0.6934   \u001b[39m | \u001b[39m0.7062   \u001b[39m | \u001b[39m0.5634   \u001b[39m | \u001b[39m8.733    \u001b[39m | \u001b[39m2.298    \u001b[39m | \u001b[39m6.127    \u001b[39m |\n"
     ]
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      "2025-04-09 17:53:21,556 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.8481, R²: 0.4582\n"
     ]
    },
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      "| \u001b[39m880      \u001b[39m | \u001b[39m-0.8481  \u001b[39m | \u001b[39m1.713e+04\u001b[39m | \u001b[39m32.68    \u001b[39m | \u001b[39m0.1937   \u001b[39m | \u001b[39m0.2047   \u001b[39m | \u001b[39m3.051    \u001b[39m | \u001b[39m2.319    \u001b[39m | \u001b[39m0.6623   \u001b[39m | \u001b[39m8.705    \u001b[39m | \u001b[39m6.714    \u001b[39m | \u001b[39m30.02    \u001b[39m | \u001b[39m6.181    \u001b[39m | \u001b[39m3.166    \u001b[39m | \u001b[39m12.76    \u001b[39m | \u001b[39m6.725    \u001b[39m | \u001b[39m26.92    \u001b[39m | \u001b[39m12.05    \u001b[39m | \u001b[39m0.8985   \u001b[39m | \u001b[39m0.3429   \u001b[39m | \u001b[39m10.91    \u001b[39m | \u001b[39m5.63     \u001b[39m | \u001b[39m0.3175   \u001b[39m | \u001b[39m0.651    \u001b[39m | \u001b[39m0.9291   \u001b[39m | \u001b[39m97.52    \u001b[39m | \u001b[39m0.5959   \u001b[39m | \u001b[39m21.65    \u001b[39m | \u001b[39m77.17    \u001b[39m | \u001b[39m8.721    \u001b[39m | \u001b[39m84.74    \u001b[39m | \u001b[39m81.28    \u001b[39m | \u001b[39m14.69    \u001b[39m | \u001b[39m0.2009   \u001b[39m | \u001b[39m0.8199   \u001b[39m | \u001b[39m2.742    \u001b[39m | \u001b[39m8.894    \u001b[39m | \u001b[39m2.21     \u001b[39m | \u001b[39m31.58    \u001b[39m |\n"
     ]
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      "2025-04-09 17:53:22,670 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.3848, R²: 0.8885\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m881      \u001b[39m | \u001b[39m-0.3848  \u001b[39m | \u001b[39m6.422e+04\u001b[39m | \u001b[39m13.05    \u001b[39m | \u001b[39m0.2183   \u001b[39m | \u001b[39m0.4581   \u001b[39m | \u001b[39m2.903    \u001b[39m | \u001b[39m3.651    \u001b[39m | \u001b[39m2.735    \u001b[39m | \u001b[39m40.35    \u001b[39m | \u001b[39m9.937    \u001b[39m | \u001b[39m40.05    \u001b[39m | \u001b[39m0.8332   \u001b[39m | \u001b[39m1.655    \u001b[39m | \u001b[39m16.71    \u001b[39m | \u001b[39m15.36    \u001b[39m | \u001b[39m18.14    \u001b[39m | \u001b[39m8.677    \u001b[39m | \u001b[39m0.7505   \u001b[39m | \u001b[39m0.2748   \u001b[39m | \u001b[39m9.009    \u001b[39m | \u001b[39m34.59    \u001b[39m | \u001b[39m0.8808   \u001b[39m | \u001b[39m0.09898  \u001b[39m | \u001b[39m0.6777   \u001b[39m | \u001b[39m109.7    \u001b[39m | \u001b[39m0.5788   \u001b[39m | \u001b[39m130.4    \u001b[39m | \u001b[39m84.22    \u001b[39m | \u001b[39m8.288    \u001b[39m | \u001b[39m90.1     \u001b[39m | \u001b[39m82.32    \u001b[39m | \u001b[39m12.24    \u001b[39m | \u001b[39m0.07146  \u001b[39m | \u001b[39m0.1598   \u001b[39m | \u001b[39m2.712    \u001b[39m | \u001b[39m10.96    \u001b[39m | \u001b[39m1.583    \u001b[39m | \u001b[39m36.1     \u001b[39m |\n"
     ]
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      "2025-04-09 17:53:27,522 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1496, R²: 0.0046\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m882      \u001b[39m | \u001b[39m-1.15    \u001b[39m | \u001b[39m9.172e+04\u001b[39m | \u001b[39m29.57    \u001b[39m | \u001b[39m0.227    \u001b[39m | \u001b[39m0.4143   \u001b[39m | \u001b[39m2.34     \u001b[39m | \u001b[39m1.158    \u001b[39m | \u001b[39m2.454    \u001b[39m | \u001b[39m20.75    \u001b[39m | \u001b[39m2.793    \u001b[39m | \u001b[39m4.825    \u001b[39m | \u001b[39m1.728    \u001b[39m | \u001b[39m0.3803   \u001b[39m | \u001b[39m19.26    \u001b[39m | \u001b[39m7.044    \u001b[39m | \u001b[39m25.7     \u001b[39m | \u001b[39m10.62    \u001b[39m | \u001b[39m0.76     \u001b[39m | \u001b[39m0.3191   \u001b[39m | \u001b[39m87.54    \u001b[39m | \u001b[39m19.68    \u001b[39m | \u001b[39m0.2366   \u001b[39m | \u001b[39m0.4772   \u001b[39m | \u001b[39m0.1509   \u001b[39m | \u001b[39m23.45    \u001b[39m | \u001b[39m0.6032   \u001b[39m | \u001b[39m28.64    \u001b[39m | \u001b[39m8.652    \u001b[39m | \u001b[39m13.48    \u001b[39m | \u001b[39m86.27    \u001b[39m | \u001b[39m78.21    \u001b[39m | \u001b[39m11.98    \u001b[39m | \u001b[39m0.06257  \u001b[39m | \u001b[39m0.002848 \u001b[39m | \u001b[39m2.453    \u001b[39m | \u001b[39m10.24    \u001b[39m | \u001b[39m2.73     \u001b[39m | \u001b[39m65.71    \u001b[39m |\n"
     ]
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      "2025-04-09 17:53:31,864 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m883      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m5.204e+04\u001b[39m | \u001b[39m18.56    \u001b[39m | \u001b[39m0.1217   \u001b[39m | \u001b[39m0.3914   \u001b[39m | \u001b[39m3.797    \u001b[39m | \u001b[39m2.172    \u001b[39m | \u001b[39m1.132    \u001b[39m | \u001b[39m17.76    \u001b[39m | \u001b[39m8.954    \u001b[39m | \u001b[39m23.35    \u001b[39m | \u001b[39m2.632    \u001b[39m | \u001b[39m3.56     \u001b[39m | \u001b[39m8.837    \u001b[39m | \u001b[39m16.59    \u001b[39m | \u001b[39m24.59    \u001b[39m | \u001b[39m12.63    \u001b[39m | \u001b[39m0.918    \u001b[39m | \u001b[39m0.1729   \u001b[39m | \u001b[39m97.0     \u001b[39m | \u001b[39m21.9     \u001b[39m | \u001b[39m0.4338   \u001b[39m | \u001b[39m0.9416   \u001b[39m | \u001b[39m0.646    \u001b[39m | \u001b[39m24.12    \u001b[39m | \u001b[39m0.04493  \u001b[39m | \u001b[39m121.9    \u001b[39m | \u001b[39m80.34    \u001b[39m | \u001b[39m14.22    \u001b[39m | \u001b[39m81.66    \u001b[39m | \u001b[39m82.46    \u001b[39m | \u001b[39m17.28    \u001b[39m | \u001b[39m0.2647   \u001b[39m | \u001b[39m0.1371   \u001b[39m | \u001b[39m1.866    \u001b[39m | \u001b[39m11.59    \u001b[39m | \u001b[39m1.253    \u001b[39m | \u001b[39m25.67    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:53:36,683 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2411, R²: 0.9562\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m884      \u001b[39m | \u001b[39m-0.2411  \u001b[39m | \u001b[39m6.062e+04\u001b[39m | \u001b[39m34.78    \u001b[39m | \u001b[39m0.2212   \u001b[39m | \u001b[39m0.8117   \u001b[39m | \u001b[39m4.035    \u001b[39m | \u001b[39m4.654    \u001b[39m | \u001b[39m1.466    \u001b[39m | \u001b[39m16.09    \u001b[39m | \u001b[39m8.131    \u001b[39m | \u001b[39m46.64    \u001b[39m | \u001b[39m4.658    \u001b[39m | \u001b[39m2.935    \u001b[39m | \u001b[39m37.73    \u001b[39m | \u001b[39m7.285    \u001b[39m | \u001b[39m19.91    \u001b[39m | \u001b[39m9.733    \u001b[39m | \u001b[39m0.8279   \u001b[39m | \u001b[39m0.2351   \u001b[39m | \u001b[39m54.76    \u001b[39m | \u001b[39m11.28    \u001b[39m | \u001b[39m0.9377   \u001b[39m | \u001b[39m0.5804   \u001b[39m | \u001b[39m0.6862   \u001b[39m | \u001b[39m198.3    \u001b[39m | \u001b[39m0.7399   \u001b[39m | \u001b[39m90.29    \u001b[39m | \u001b[39m89.51    \u001b[39m | \u001b[39m9.47     \u001b[39m | \u001b[39m92.74    \u001b[39m | \u001b[39m87.29    \u001b[39m | \u001b[39m18.16    \u001b[39m | \u001b[39m0.1719   \u001b[39m | \u001b[39m0.615    \u001b[39m | \u001b[39m0.8569   \u001b[39m | \u001b[39m8.688    \u001b[39m | \u001b[39m3.936    \u001b[39m | \u001b[39m25.25    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:53:41,581 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8197, R²: 0.4939\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m885      \u001b[39m | \u001b[39m-0.8197  \u001b[39m | \u001b[39m3.091e+04\u001b[39m | \u001b[39m12.2     \u001b[39m | \u001b[39m0.07892  \u001b[39m | \u001b[39m0.3992   \u001b[39m | \u001b[39m2.893    \u001b[39m | \u001b[39m4.051    \u001b[39m | \u001b[39m1.437    \u001b[39m | \u001b[39m26.85    \u001b[39m | \u001b[39m4.752    \u001b[39m | \u001b[39m20.67    \u001b[39m | \u001b[39m8.499    \u001b[39m | \u001b[39m0.1384   \u001b[39m | \u001b[39m49.19    \u001b[39m | \u001b[39m12.96    \u001b[39m | \u001b[39m28.32    \u001b[39m | \u001b[39m8.831    \u001b[39m | \u001b[39m0.8858   \u001b[39m | \u001b[39m0.09327  \u001b[39m | \u001b[39m23.52    \u001b[39m | \u001b[39m33.31    \u001b[39m | \u001b[39m0.3668   \u001b[39m | \u001b[39m0.5525   \u001b[39m | \u001b[39m0.3984   \u001b[39m | \u001b[39m191.9    \u001b[39m | \u001b[39m0.9792   \u001b[39m | \u001b[39m126.4    \u001b[39m | \u001b[39m67.05    \u001b[39m | \u001b[39m18.23    \u001b[39m | \u001b[39m94.34    \u001b[39m | \u001b[39m88.38    \u001b[39m | \u001b[39m24.39    \u001b[39m | \u001b[39m0.09161  \u001b[39m | \u001b[39m0.8367   \u001b[39m | \u001b[39m1.741    \u001b[39m | \u001b[39m10.33    \u001b[39m | \u001b[39m4.656    \u001b[39m | \u001b[39m32.13    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:53:46,622 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0675, R²: 0.9966\n"
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    },
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      "| \u001b[39m886      \u001b[39m | \u001b[39m-0.06746 \u001b[39m | \u001b[39m5.927e+04\u001b[39m | \u001b[39m10.33    \u001b[39m | \u001b[39m0.2414   \u001b[39m | \u001b[39m0.6878   \u001b[39m | \u001b[39m1.556    \u001b[39m | \u001b[39m1.535    \u001b[39m | \u001b[39m2.751    \u001b[39m | \u001b[39m48.56    \u001b[39m | \u001b[39m6.538    \u001b[39m | \u001b[39m31.27    \u001b[39m | \u001b[39m3.324    \u001b[39m | \u001b[39m1.011    \u001b[39m | \u001b[39m32.52    \u001b[39m | \u001b[39m10.59    \u001b[39m | \u001b[39m17.17    \u001b[39m | \u001b[39m7.205    \u001b[39m | \u001b[39m0.8106   \u001b[39m | \u001b[39m0.3915   \u001b[39m | \u001b[39m43.06    \u001b[39m | \u001b[39m16.62    \u001b[39m | \u001b[39m0.3673   \u001b[39m | \u001b[39m0.4423   \u001b[39m | \u001b[39m0.2877   \u001b[39m | \u001b[39m24.58    \u001b[39m | \u001b[39m0.8997   \u001b[39m | \u001b[39m28.75    \u001b[39m | \u001b[39m14.13    \u001b[39m | \u001b[39m14.02    \u001b[39m | \u001b[39m83.86    \u001b[39m | \u001b[39m75.81    \u001b[39m | \u001b[39m18.8     \u001b[39m | \u001b[39m0.3349   \u001b[39m | \u001b[39m0.8778   \u001b[39m | \u001b[39m2.484    \u001b[39m | \u001b[39m9.123    \u001b[39m | \u001b[39m2.3      \u001b[39m | \u001b[39m97.92    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:53:47,589 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'globalscale'), RMSE: 0.3011, R²: 0.9317\n"
     ]
    },
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      "| \u001b[39m887      \u001b[39m | \u001b[39m-0.3011  \u001b[39m | \u001b[39m6.765e+04\u001b[39m | \u001b[39m21.99    \u001b[39m | \u001b[39m0.03764  \u001b[39m | \u001b[39m0.5638   \u001b[39m | \u001b[39m1.713    \u001b[39m | \u001b[39m1.895    \u001b[39m | \u001b[39m1.442    \u001b[39m | \u001b[39m37.44    \u001b[39m | \u001b[39m7.155    \u001b[39m | \u001b[39m47.02    \u001b[39m | \u001b[39m6.343    \u001b[39m | \u001b[39m0.53     \u001b[39m | \u001b[39m21.69    \u001b[39m | \u001b[39m25.96    \u001b[39m | \u001b[39m23.14    \u001b[39m | \u001b[39m7.486    \u001b[39m | \u001b[39m0.704    \u001b[39m | \u001b[39m0.1992   \u001b[39m | \u001b[39m19.64    \u001b[39m | \u001b[39m36.87    \u001b[39m | \u001b[39m0.5279   \u001b[39m | \u001b[39m0.9906   \u001b[39m | \u001b[39m0.9729   \u001b[39m | \u001b[39m27.38    \u001b[39m | \u001b[39m0.9817   \u001b[39m | \u001b[39m99.79    \u001b[39m | \u001b[39m13.53    \u001b[39m | \u001b[39m17.7     \u001b[39m | \u001b[39m85.75    \u001b[39m | \u001b[39m93.28    \u001b[39m | \u001b[39m21.77    \u001b[39m | \u001b[39m0.5818   \u001b[39m | \u001b[39m0.7675   \u001b[39m | \u001b[39m1.598    \u001b[39m | \u001b[39m8.756    \u001b[39m | \u001b[39m1.324    \u001b[39m | \u001b[39m5.599    \u001b[39m |\n"
     ]
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      "2025-04-09 17:53:53,656 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 1.0044, R²: 0.2401\n"
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      "| \u001b[39m888      \u001b[39m | \u001b[39m-1.004   \u001b[39m | \u001b[39m6.752e+04\u001b[39m | \u001b[39m26.79    \u001b[39m | \u001b[39m0.2403   \u001b[39m | \u001b[39m0.9758   \u001b[39m | \u001b[39m4.919    \u001b[39m | \u001b[39m3.017    \u001b[39m | \u001b[39m2.457    \u001b[39m | \u001b[39m79.31    \u001b[39m | \u001b[39m2.175    \u001b[39m | \u001b[39m33.43    \u001b[39m | \u001b[39m4.58     \u001b[39m | \u001b[39m3.399    \u001b[39m | \u001b[39m19.93    \u001b[39m | \u001b[39m8.772    \u001b[39m | \u001b[39m12.22    \u001b[39m | \u001b[39m8.193    \u001b[39m | \u001b[39m0.7201   \u001b[39m | \u001b[39m0.03466  \u001b[39m | \u001b[39m17.99    \u001b[39m | \u001b[39m28.02    \u001b[39m | \u001b[39m0.1005   \u001b[39m | \u001b[39m0.2377   \u001b[39m | \u001b[39m0.9519   \u001b[39m | \u001b[39m193.7    \u001b[39m | \u001b[39m0.5187   \u001b[39m | \u001b[39m181.4    \u001b[39m | \u001b[39m44.02    \u001b[39m | \u001b[39m17.59    \u001b[39m | \u001b[39m83.52    \u001b[39m | \u001b[39m93.24    \u001b[39m | \u001b[39m14.76    \u001b[39m | \u001b[39m0.6263   \u001b[39m | \u001b[39m0.2951   \u001b[39m | \u001b[39m1.904    \u001b[39m | \u001b[39m10.21    \u001b[39m | \u001b[39m4.268    \u001b[39m | \u001b[39m14.42    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:53:54,765 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2292, R²: 0.9604\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m889      \u001b[39m | \u001b[39m-0.2292  \u001b[39m | \u001b[39m4.914e+03\u001b[39m | \u001b[39m21.65    \u001b[39m | \u001b[39m0.16     \u001b[39m | \u001b[39m0.4113   \u001b[39m | \u001b[39m1.636    \u001b[39m | \u001b[39m1.088    \u001b[39m | \u001b[39m2.099    \u001b[39m | \u001b[39m33.29    \u001b[39m | \u001b[39m7.947    \u001b[39m | \u001b[39m11.43    \u001b[39m | \u001b[39m8.814    \u001b[39m | \u001b[39m0.8513   \u001b[39m | \u001b[39m16.44    \u001b[39m | \u001b[39m25.03    \u001b[39m | \u001b[39m7.075    \u001b[39m | \u001b[39m9.775    \u001b[39m | \u001b[39m0.8116   \u001b[39m | \u001b[39m0.0999   \u001b[39m | \u001b[39m79.19    \u001b[39m | \u001b[39m11.26    \u001b[39m | \u001b[39m0.1531   \u001b[39m | \u001b[39m0.5882   \u001b[39m | \u001b[39m0.3412   \u001b[39m | \u001b[39m130.8    \u001b[39m | \u001b[39m0.5074   \u001b[39m | \u001b[39m92.32    \u001b[39m | \u001b[39m63.1     \u001b[39m | \u001b[39m8.609    \u001b[39m | \u001b[39m80.51    \u001b[39m | \u001b[39m84.33    \u001b[39m | \u001b[39m15.42    \u001b[39m | \u001b[39m0.694    \u001b[39m | \u001b[39m0.03755  \u001b[39m | \u001b[39m1.267    \u001b[39m | \u001b[39m12.13    \u001b[39m | \u001b[39m3.652    \u001b[39m | \u001b[39m73.87    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:53:55,805 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1447, R²: 0.0130\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m890      \u001b[39m | \u001b[39m-1.145   \u001b[39m | \u001b[39m7.539e+04\u001b[39m | \u001b[39m29.08    \u001b[39m | \u001b[39m0.1062   \u001b[39m | \u001b[39m0.8051   \u001b[39m | \u001b[39m2.069    \u001b[39m | \u001b[39m2.38     \u001b[39m | \u001b[39m1.18     \u001b[39m | \u001b[39m6.648    \u001b[39m | \u001b[39m1.951    \u001b[39m | \u001b[39m16.28    \u001b[39m | \u001b[39m8.059    \u001b[39m | \u001b[39m3.539    \u001b[39m | \u001b[39m32.24    \u001b[39m | \u001b[39m23.78    \u001b[39m | \u001b[39m25.27    \u001b[39m | \u001b[39m8.49     \u001b[39m | \u001b[39m0.8602   \u001b[39m | \u001b[39m0.2228   \u001b[39m | \u001b[39m72.08    \u001b[39m | \u001b[39m18.8     \u001b[39m | \u001b[39m0.7049   \u001b[39m | \u001b[39m0.8999   \u001b[39m | \u001b[39m0.9613   \u001b[39m | \u001b[39m172.9    \u001b[39m | \u001b[39m0.2871   \u001b[39m | \u001b[39m37.89    \u001b[39m | \u001b[39m92.56    \u001b[39m | \u001b[39m12.97    \u001b[39m | \u001b[39m92.48    \u001b[39m | \u001b[39m80.59    \u001b[39m | \u001b[39m10.22    \u001b[39m | \u001b[39m0.3706   \u001b[39m | \u001b[39m0.7991   \u001b[39m | \u001b[39m1.358    \u001b[39m | \u001b[39m7.473    \u001b[39m | \u001b[39m3.255    \u001b[39m | \u001b[39m43.13    \u001b[39m |\n"
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      "2025-04-09 17:53:56,748 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4403, R²: 0.8540\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m891      \u001b[39m | \u001b[39m-0.4403  \u001b[39m | \u001b[39m5.183e+04\u001b[39m | \u001b[39m21.18    \u001b[39m | \u001b[39m0.1457   \u001b[39m | \u001b[39m0.4608   \u001b[39m | \u001b[39m2.497    \u001b[39m | \u001b[39m1.125    \u001b[39m | \u001b[39m2.914    \u001b[39m | \u001b[39m16.26    \u001b[39m | \u001b[39m9.767    \u001b[39m | \u001b[39m10.33    \u001b[39m | \u001b[39m3.954    \u001b[39m | \u001b[39m2.776    \u001b[39m | \u001b[39m18.81    \u001b[39m | \u001b[39m3.69     \u001b[39m | \u001b[39m15.25    \u001b[39m | \u001b[39m11.22    \u001b[39m | \u001b[39m0.929    \u001b[39m | \u001b[39m0.3323   \u001b[39m | \u001b[39m10.79    \u001b[39m | \u001b[39m23.49    \u001b[39m | \u001b[39m0.7847   \u001b[39m | \u001b[39m0.387    \u001b[39m | \u001b[39m0.2161   \u001b[39m | \u001b[39m146.1    \u001b[39m | \u001b[39m0.4561   \u001b[39m | \u001b[39m39.46    \u001b[39m | \u001b[39m87.68    \u001b[39m | \u001b[39m9.757    \u001b[39m | \u001b[39m92.95    \u001b[39m | \u001b[39m80.62    \u001b[39m | \u001b[39m22.73    \u001b[39m | \u001b[39m0.1201   \u001b[39m | \u001b[39m0.1904   \u001b[39m | \u001b[39m0.213    \u001b[39m | \u001b[39m11.24    \u001b[39m | \u001b[39m3.617    \u001b[39m | \u001b[39m27.81    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:54:01,372 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.2399, R²: 0.9566\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m892      \u001b[39m | \u001b[39m-0.2399  \u001b[39m | \u001b[39m5.202e+04\u001b[39m | \u001b[39m33.51    \u001b[39m | \u001b[39m0.2511   \u001b[39m | \u001b[39m0.8519   \u001b[39m | \u001b[39m4.272    \u001b[39m | \u001b[39m2.383    \u001b[39m | \u001b[39m2.509    \u001b[39m | \u001b[39m58.97    \u001b[39m | \u001b[39m2.963    \u001b[39m | \u001b[39m5.564    \u001b[39m | \u001b[39m8.281    \u001b[39m | \u001b[39m0.9612   \u001b[39m | \u001b[39m46.38    \u001b[39m | \u001b[39m15.92    \u001b[39m | \u001b[39m10.11    \u001b[39m | \u001b[39m9.116    \u001b[39m | \u001b[39m0.7586   \u001b[39m | \u001b[39m0.3595   \u001b[39m | \u001b[39m27.6     \u001b[39m | \u001b[39m24.43    \u001b[39m | \u001b[39m0.9128   \u001b[39m | \u001b[39m0.7645   \u001b[39m | \u001b[39m0.2354   \u001b[39m | \u001b[39m115.9    \u001b[39m | \u001b[39m0.1789   \u001b[39m | \u001b[39m78.37    \u001b[39m | \u001b[39m83.74    \u001b[39m | \u001b[39m18.39    \u001b[39m | \u001b[39m81.24    \u001b[39m | \u001b[39m76.14    \u001b[39m | \u001b[39m24.01    \u001b[39m | \u001b[39m0.3499   \u001b[39m | \u001b[39m0.7315   \u001b[39m | \u001b[39m2.241    \u001b[39m | \u001b[39m7.352    \u001b[39m | \u001b[39m2.777    \u001b[39m | \u001b[39m99.0     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:54:06,519 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.7750, R²: 0.5476\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m893      \u001b[39m | \u001b[39m-0.775   \u001b[39m | \u001b[39m5.964e+04\u001b[39m | \u001b[39m47.52    \u001b[39m | \u001b[39m0.1713   \u001b[39m | \u001b[39m0.0707   \u001b[39m | \u001b[39m4.061    \u001b[39m | \u001b[39m3.807    \u001b[39m | \u001b[39m0.3518   \u001b[39m | \u001b[39m18.37    \u001b[39m | \u001b[39m3.755    \u001b[39m | \u001b[39m49.99    \u001b[39m | \u001b[39m1.625    \u001b[39m | \u001b[39m0.9726   \u001b[39m | \u001b[39m35.68    \u001b[39m | \u001b[39m5.88     \u001b[39m | \u001b[39m24.24    \u001b[39m | \u001b[39m7.584    \u001b[39m | \u001b[39m0.8782   \u001b[39m | \u001b[39m0.07276  \u001b[39m | \u001b[39m48.59    \u001b[39m | \u001b[39m4.94     \u001b[39m | \u001b[39m0.3947   \u001b[39m | \u001b[39m0.3289   \u001b[39m | \u001b[39m0.02403  \u001b[39m | \u001b[39m194.6    \u001b[39m | \u001b[39m0.749    \u001b[39m | \u001b[39m23.9     \u001b[39m | \u001b[39m32.81    \u001b[39m | \u001b[39m17.79    \u001b[39m | \u001b[39m85.2     \u001b[39m | \u001b[39m80.66    \u001b[39m | \u001b[39m16.38    \u001b[39m | \u001b[39m0.8068   \u001b[39m | \u001b[39m0.7381   \u001b[39m | \u001b[39m1.309    \u001b[39m | \u001b[39m8.092    \u001b[39m | \u001b[39m1.226    \u001b[39m | \u001b[39m10.13    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:54:07,505 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.2972, R²: 0.9335\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m894      \u001b[39m | \u001b[39m-0.2972  \u001b[39m | \u001b[39m9.249e+04\u001b[39m | \u001b[39m47.32    \u001b[39m | \u001b[39m0.2962   \u001b[39m | \u001b[39m0.5154   \u001b[39m | \u001b[39m2.306    \u001b[39m | \u001b[39m4.67     \u001b[39m | \u001b[39m2.751    \u001b[39m | \u001b[39m53.35    \u001b[39m | \u001b[39m5.134    \u001b[39m | \u001b[39m45.85    \u001b[39m | \u001b[39m8.214    \u001b[39m | \u001b[39m1.222    \u001b[39m | \u001b[39m44.96    \u001b[39m | \u001b[39m19.8     \u001b[39m | \u001b[39m6.13     \u001b[39m | \u001b[39m7.678    \u001b[39m | \u001b[39m0.61     \u001b[39m | \u001b[39m0.188    \u001b[39m | \u001b[39m76.02    \u001b[39m | \u001b[39m31.9     \u001b[39m | \u001b[39m0.2829   \u001b[39m | \u001b[39m0.5092   \u001b[39m | \u001b[39m0.93     \u001b[39m | \u001b[39m187.2    \u001b[39m | \u001b[39m0.5467   \u001b[39m | \u001b[39m80.59    \u001b[39m | \u001b[39m16.72    \u001b[39m | \u001b[39m19.0     \u001b[39m | \u001b[39m85.84    \u001b[39m | \u001b[39m93.57    \u001b[39m | \u001b[39m10.6     \u001b[39m | \u001b[39m0.1864   \u001b[39m | \u001b[39m0.6303   \u001b[39m | \u001b[39m2.948    \u001b[39m | \u001b[39m8.109    \u001b[39m | \u001b[39m3.396    \u001b[39m | \u001b[39m55.84    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:54:08,566 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.8679, R²: 0.4327\n"
     ]
    },
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      "| \u001b[39m895      \u001b[39m | \u001b[39m-0.8679  \u001b[39m | \u001b[39m2.976e+04\u001b[39m | \u001b[39m27.52    \u001b[39m | \u001b[39m0.1057   \u001b[39m | \u001b[39m0.1187   \u001b[39m | \u001b[39m2.13     \u001b[39m | \u001b[39m3.636    \u001b[39m | \u001b[39m2.967    \u001b[39m | \u001b[39m79.62    \u001b[39m | \u001b[39m6.15     \u001b[39m | \u001b[39m30.13    \u001b[39m | \u001b[39m0.383    \u001b[39m | \u001b[39m3.095    \u001b[39m | \u001b[39m10.98    \u001b[39m | \u001b[39m8.659    \u001b[39m | \u001b[39m18.99    \u001b[39m | \u001b[39m11.23    \u001b[39m | \u001b[39m0.7963   \u001b[39m | \u001b[39m0.1722   \u001b[39m | \u001b[39m38.59    \u001b[39m | \u001b[39m10.06    \u001b[39m | \u001b[39m0.5618   \u001b[39m | \u001b[39m0.9844   \u001b[39m | \u001b[39m0.5262   \u001b[39m | \u001b[39m198.9    \u001b[39m | \u001b[39m0.6564   \u001b[39m | \u001b[39m114.5    \u001b[39m | \u001b[39m88.48    \u001b[39m | \u001b[39m17.41    \u001b[39m | \u001b[39m84.26    \u001b[39m | \u001b[39m78.44    \u001b[39m | \u001b[39m21.98    \u001b[39m | \u001b[39m0.01534  \u001b[39m | \u001b[39m0.9363   \u001b[39m | \u001b[39m1.301    \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m1.752    \u001b[39m | \u001b[39m41.27    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:54:13,871 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.7057, R²: 0.6249\n"
     ]
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      "| \u001b[39m896      \u001b[39m | \u001b[39m-0.7057  \u001b[39m | \u001b[39m5.364e+04\u001b[39m | \u001b[39m30.7     \u001b[39m | \u001b[39m0.2251   \u001b[39m | \u001b[39m0.8123   \u001b[39m | \u001b[39m1.028    \u001b[39m | \u001b[39m3.524    \u001b[39m | \u001b[39m0.9723   \u001b[39m | \u001b[39m10.29    \u001b[39m | \u001b[39m8.301    \u001b[39m | \u001b[39m39.49    \u001b[39m | \u001b[39m4.018    \u001b[39m | \u001b[39m0.188    \u001b[39m | \u001b[39m17.91    \u001b[39m | \u001b[39m11.65    \u001b[39m | \u001b[39m29.45    \u001b[39m | \u001b[39m9.511    \u001b[39m | \u001b[39m0.6881   \u001b[39m | \u001b[39m0.3832   \u001b[39m | \u001b[39m72.36    \u001b[39m | \u001b[39m9.538    \u001b[39m | \u001b[39m0.3647   \u001b[39m | \u001b[39m0.1458   \u001b[39m | \u001b[39m0.8827   \u001b[39m | \u001b[39m192.4    \u001b[39m | \u001b[39m0.7957   \u001b[39m | \u001b[39m180.2    \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m14.31    \u001b[39m | \u001b[39m82.81    \u001b[39m | \u001b[39m89.31    \u001b[39m | \u001b[39m7.033    \u001b[39m | \u001b[39m0.7275   \u001b[39m | \u001b[39m0.6172   \u001b[39m | \u001b[39m0.2004   \u001b[39m | \u001b[39m7.454    \u001b[39m | \u001b[39m3.983    \u001b[39m | \u001b[39m22.23    \u001b[39m |\n"
     ]
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      "2025-04-09 17:54:23,281 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.2623, R²: 0.9482\n"
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      "| \u001b[39m897      \u001b[39m | \u001b[39m-0.2623  \u001b[39m | \u001b[39m5.981e+04\u001b[39m | \u001b[39m12.43    \u001b[39m | \u001b[39m0.2087   \u001b[39m | \u001b[39m0.4708   \u001b[39m | \u001b[39m1.305    \u001b[39m | \u001b[39m2.13     \u001b[39m | \u001b[39m2.159    \u001b[39m | \u001b[39m15.45    \u001b[39m | \u001b[39m3.609    \u001b[39m | \u001b[39m26.87    \u001b[39m | \u001b[39m8.957    \u001b[39m | \u001b[39m0.06814  \u001b[39m | \u001b[39m19.17    \u001b[39m | \u001b[39m5.249    \u001b[39m | \u001b[39m22.14    \u001b[39m | \u001b[39m10.65    \u001b[39m | \u001b[39m0.6031   \u001b[39m | \u001b[39m0.3915   \u001b[39m | \u001b[39m94.22    \u001b[39m | \u001b[39m16.55    \u001b[39m | \u001b[39m0.9987   \u001b[39m | \u001b[39m0.1947   \u001b[39m | \u001b[39m0.1605   \u001b[39m | \u001b[39m38.15    \u001b[39m | \u001b[39m0.5759   \u001b[39m | \u001b[39m21.17    \u001b[39m | \u001b[39m32.22    \u001b[39m | \u001b[39m14.95    \u001b[39m | \u001b[39m94.08    \u001b[39m | \u001b[39m82.18    \u001b[39m | \u001b[39m9.233    \u001b[39m | \u001b[39m0.2793   \u001b[39m | \u001b[39m0.3779   \u001b[39m | \u001b[39m0.4503   \u001b[39m | \u001b[39m11.93    \u001b[39m | \u001b[39m3.649    \u001b[39m | \u001b[39m29.94    \u001b[39m |\n"
     ]
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      "2025-04-09 17:54:27,290 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.1857, R²: 0.9740\n"
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      "| \u001b[39m898      \u001b[39m | \u001b[39m-0.1857  \u001b[39m | \u001b[39m3.997e+04\u001b[39m | \u001b[39m13.75    \u001b[39m | \u001b[39m0.2365   \u001b[39m | \u001b[39m0.9728   \u001b[39m | \u001b[39m4.862    \u001b[39m | \u001b[39m2.964    \u001b[39m | \u001b[39m1.628    \u001b[39m | \u001b[39m17.49    \u001b[39m | \u001b[39m6.676    \u001b[39m | \u001b[39m40.87    \u001b[39m | \u001b[39m6.829    \u001b[39m | \u001b[39m3.163    \u001b[39m | \u001b[39m26.04    \u001b[39m | \u001b[39m12.64    \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m11.73    \u001b[39m | \u001b[39m0.6013   \u001b[39m | \u001b[39m0.3684   \u001b[39m | \u001b[39m80.21    \u001b[39m | \u001b[39m23.39    \u001b[39m | \u001b[39m0.1472   \u001b[39m | \u001b[39m0.791    \u001b[39m | \u001b[39m0.3306   \u001b[39m | \u001b[39m13.72    \u001b[39m | \u001b[39m0.08124  \u001b[39m | \u001b[39m65.23    \u001b[39m | \u001b[39m55.26    \u001b[39m | \u001b[39m7.709    \u001b[39m | \u001b[39m82.61    \u001b[39m | \u001b[39m93.51    \u001b[39m | \u001b[39m8.454    \u001b[39m | \u001b[39m0.06123  \u001b[39m | \u001b[39m0.232    \u001b[39m | \u001b[39m2.951    \u001b[39m | \u001b[39m12.73    \u001b[39m | \u001b[39m3.006    \u001b[39m | \u001b[39m82.56    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:54:32,345 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.3025, R²: 0.9311\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m899      \u001b[39m | \u001b[39m-0.3025  \u001b[39m | \u001b[39m5.203e+04\u001b[39m | \u001b[39m16.16    \u001b[39m | \u001b[39m0.1554   \u001b[39m | \u001b[39m0.1252   \u001b[39m | \u001b[39m4.903    \u001b[39m | \u001b[39m3.576    \u001b[39m | \u001b[39m2.123    \u001b[39m | \u001b[39m11.04    \u001b[39m | \u001b[39m2.941    \u001b[39m | \u001b[39m13.98    \u001b[39m | \u001b[39m5.715    \u001b[39m | \u001b[39m0.944    \u001b[39m | \u001b[39m14.24    \u001b[39m | \u001b[39m28.57    \u001b[39m | \u001b[39m5.691    \u001b[39m | \u001b[39m12.19    \u001b[39m | \u001b[39m0.9329   \u001b[39m | \u001b[39m0.2785   \u001b[39m | \u001b[39m18.91    \u001b[39m | \u001b[39m11.83    \u001b[39m | \u001b[39m0.2906   \u001b[39m | \u001b[39m0.8227   \u001b[39m | \u001b[39m0.9924   \u001b[39m | \u001b[39m155.1    \u001b[39m | \u001b[39m0.8566   \u001b[39m | \u001b[39m144.1    \u001b[39m | \u001b[39m89.17    \u001b[39m | \u001b[39m12.24    \u001b[39m | \u001b[39m83.97    \u001b[39m | \u001b[39m86.33    \u001b[39m | \u001b[39m10.13    \u001b[39m | \u001b[39m0.3705   \u001b[39m | \u001b[39m0.8099   \u001b[39m | \u001b[39m1.475    \u001b[39m | \u001b[39m10.31    \u001b[39m | \u001b[39m1.349    \u001b[39m | \u001b[39m51.44    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:54:36,062 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2745, R²: 0.9432\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m900      \u001b[39m | \u001b[39m-0.2745  \u001b[39m | \u001b[39m4.125e+04\u001b[39m | \u001b[39m13.59    \u001b[39m | \u001b[39m0.2343   \u001b[39m | \u001b[39m0.2883   \u001b[39m | \u001b[39m2.366    \u001b[39m | \u001b[39m2.509    \u001b[39m | \u001b[39m1.311    \u001b[39m | \u001b[39m41.46    \u001b[39m | \u001b[39m8.439    \u001b[39m | \u001b[39m47.96    \u001b[39m | \u001b[39m4.438    \u001b[39m | \u001b[39m3.384    \u001b[39m | \u001b[39m7.658    \u001b[39m | \u001b[39m29.17    \u001b[39m | \u001b[39m8.712    \u001b[39m | \u001b[39m8.913    \u001b[39m | \u001b[39m0.693    \u001b[39m | \u001b[39m0.03133  \u001b[39m | \u001b[39m93.19    \u001b[39m | \u001b[39m6.955    \u001b[39m | \u001b[39m0.4892   \u001b[39m | \u001b[39m0.9958   \u001b[39m | \u001b[39m0.9865   \u001b[39m | \u001b[39m180.1    \u001b[39m | \u001b[39m0.9405   \u001b[39m | \u001b[39m67.22    \u001b[39m | \u001b[39m53.5     \u001b[39m | \u001b[39m11.51    \u001b[39m | \u001b[39m84.3     \u001b[39m | \u001b[39m91.93    \u001b[39m | \u001b[39m12.49    \u001b[39m | \u001b[39m0.2332   \u001b[39m | \u001b[39m0.694    \u001b[39m | \u001b[39m0.8319   \u001b[39m | \u001b[39m7.025    \u001b[39m | \u001b[39m1.194    \u001b[39m | \u001b[39m9.09     \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:54:41,932 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 0.6719, R²: 0.6599\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m901      \u001b[39m | \u001b[39m-0.6719  \u001b[39m | \u001b[39m1.03e+04 \u001b[39m | \u001b[39m22.43    \u001b[39m | \u001b[39m0.2875   \u001b[39m | \u001b[39m0.5807   \u001b[39m | \u001b[39m2.965    \u001b[39m | \u001b[39m3.426    \u001b[39m | \u001b[39m0.5497   \u001b[39m | \u001b[39m70.72    \u001b[39m | \u001b[39m9.31     \u001b[39m | \u001b[39m38.06    \u001b[39m | \u001b[39m0.8291   \u001b[39m | \u001b[39m2.699    \u001b[39m | \u001b[39m26.99    \u001b[39m | \u001b[39m26.41    \u001b[39m | \u001b[39m11.15    \u001b[39m | \u001b[39m9.462    \u001b[39m | \u001b[39m0.9971   \u001b[39m | \u001b[39m0.3398   \u001b[39m | \u001b[39m44.3     \u001b[39m | \u001b[39m9.128    \u001b[39m | \u001b[39m0.2127   \u001b[39m | \u001b[39m0.5417   \u001b[39m | \u001b[39m0.9366   \u001b[39m | \u001b[39m192.2    \u001b[39m | \u001b[39m0.1715   \u001b[39m | \u001b[39m197.3    \u001b[39m | \u001b[39m6.5      \u001b[39m | \u001b[39m16.63    \u001b[39m | \u001b[39m92.66    \u001b[39m | \u001b[39m85.91    \u001b[39m | \u001b[39m6.56     \u001b[39m | \u001b[39m0.5553   \u001b[39m | \u001b[39m0.7311   \u001b[39m | \u001b[39m0.2219   \u001b[39m | \u001b[39m7.305    \u001b[39m | \u001b[39m1.491    \u001b[39m | \u001b[39m68.16    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:54:43,092 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7751, R²: 0.5474\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m902      \u001b[39m | \u001b[39m-0.7751  \u001b[39m | \u001b[39m8.395e+04\u001b[39m | \u001b[39m13.28    \u001b[39m | \u001b[39m0.07297  \u001b[39m | \u001b[39m0.605    \u001b[39m | \u001b[39m1.823    \u001b[39m | \u001b[39m4.703    \u001b[39m | \u001b[39m1.903    \u001b[39m | \u001b[39m92.39    \u001b[39m | \u001b[39m4.627    \u001b[39m | \u001b[39m32.7     \u001b[39m | \u001b[39m6.27     \u001b[39m | \u001b[39m2.872    \u001b[39m | \u001b[39m13.73    \u001b[39m | \u001b[39m5.685    \u001b[39m | \u001b[39m18.02    \u001b[39m | \u001b[39m7.509    \u001b[39m | \u001b[39m0.8556   \u001b[39m | \u001b[39m0.3392   \u001b[39m | \u001b[39m68.75    \u001b[39m | \u001b[39m32.54    \u001b[39m | \u001b[39m0.5426   \u001b[39m | \u001b[39m0.9542   \u001b[39m | \u001b[39m0.2798   \u001b[39m | \u001b[39m152.1    \u001b[39m | \u001b[39m0.3201   \u001b[39m | \u001b[39m98.43    \u001b[39m | \u001b[39m33.18    \u001b[39m | \u001b[39m14.22    \u001b[39m | \u001b[39m86.16    \u001b[39m | \u001b[39m86.82    \u001b[39m | \u001b[39m12.77    \u001b[39m | \u001b[39m0.9072   \u001b[39m | \u001b[39m0.4457   \u001b[39m | \u001b[39m2.018    \u001b[39m | \u001b[39m8.807    \u001b[39m | \u001b[39m1.863    \u001b[39m | \u001b[39m23.93    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:54:47,722 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.6567, R²: 0.6751\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m903      \u001b[39m | \u001b[39m-0.6567  \u001b[39m | \u001b[39m5.189e+04\u001b[39m | \u001b[39m30.32    \u001b[39m | \u001b[39m0.1568   \u001b[39m | \u001b[39m0.1759   \u001b[39m | \u001b[39m2.229    \u001b[39m | \u001b[39m2.743    \u001b[39m | \u001b[39m1.517    \u001b[39m | \u001b[39m18.77    \u001b[39m | \u001b[39m3.399    \u001b[39m | \u001b[39m4.287    \u001b[39m | \u001b[39m6.109    \u001b[39m | \u001b[39m1.445    \u001b[39m | \u001b[39m40.53    \u001b[39m | \u001b[39m20.51    \u001b[39m | \u001b[39m14.37    \u001b[39m | \u001b[39m10.31    \u001b[39m | \u001b[39m0.8638   \u001b[39m | \u001b[39m0.3261   \u001b[39m | \u001b[39m8.867    \u001b[39m | \u001b[39m28.26    \u001b[39m | \u001b[39m0.6102   \u001b[39m | \u001b[39m0.5087   \u001b[39m | \u001b[39m0.2877   \u001b[39m | \u001b[39m57.46    \u001b[39m | \u001b[39m0.8359   \u001b[39m | \u001b[39m185.5    \u001b[39m | \u001b[39m98.52    \u001b[39m | \u001b[39m11.78    \u001b[39m | \u001b[39m84.28    \u001b[39m | \u001b[39m85.25    \u001b[39m | \u001b[39m24.23    \u001b[39m | \u001b[39m0.4365   \u001b[39m | \u001b[39m0.7461   \u001b[39m | \u001b[39m1.789    \u001b[39m | \u001b[39m10.36    \u001b[39m | \u001b[39m3.159    \u001b[39m | \u001b[39m5.872    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:54:48,584 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2924, R²: 0.9356\n"
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    },
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      "| \u001b[39m904      \u001b[39m | \u001b[39m-0.2924  \u001b[39m | \u001b[39m5.21e+03 \u001b[39m | \u001b[39m15.01    \u001b[39m | \u001b[39m0.1449   \u001b[39m | \u001b[39m0.9938   \u001b[39m | \u001b[39m1.682    \u001b[39m | \u001b[39m4.519    \u001b[39m | \u001b[39m2.888    \u001b[39m | \u001b[39m16.59    \u001b[39m | \u001b[39m9.18     \u001b[39m | \u001b[39m18.14    \u001b[39m | \u001b[39m3.099    \u001b[39m | \u001b[39m1.735    \u001b[39m | \u001b[39m16.55    \u001b[39m | \u001b[39m17.24    \u001b[39m | \u001b[39m10.93    \u001b[39m | \u001b[39m8.706    \u001b[39m | \u001b[39m0.9552   \u001b[39m | \u001b[39m0.192    \u001b[39m | \u001b[39m84.39    \u001b[39m | \u001b[39m3.333    \u001b[39m | \u001b[39m0.925    \u001b[39m | \u001b[39m0.6386   \u001b[39m | \u001b[39m0.6465   \u001b[39m | \u001b[39m114.3    \u001b[39m | \u001b[39m0.6612   \u001b[39m | \u001b[39m71.23    \u001b[39m | \u001b[39m85.91    \u001b[39m | \u001b[39m14.12    \u001b[39m | \u001b[39m93.46    \u001b[39m | \u001b[39m75.07    \u001b[39m | \u001b[39m7.364    \u001b[39m | \u001b[39m0.5418   \u001b[39m | \u001b[39m0.7804   \u001b[39m | \u001b[39m1.067    \u001b[39m | \u001b[39m7.016    \u001b[39m | \u001b[39m3.51     \u001b[39m | \u001b[39m55.34    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:54:49,654 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1450, R²: 0.0124\n"
     ]
    },
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      "| \u001b[39m905      \u001b[39m | \u001b[39m-1.145   \u001b[39m | \u001b[39m5.437e+04\u001b[39m | \u001b[39m49.9     \u001b[39m | \u001b[39m0.1681   \u001b[39m | \u001b[39m0.5516   \u001b[39m | \u001b[39m2.489    \u001b[39m | \u001b[39m2.343    \u001b[39m | \u001b[39m2.197    \u001b[39m | \u001b[39m70.61    \u001b[39m | \u001b[39m3.484    \u001b[39m | \u001b[39m30.94    \u001b[39m | \u001b[39m6.66     \u001b[39m | \u001b[39m3.113    \u001b[39m | \u001b[39m5.369    \u001b[39m | \u001b[39m6.529    \u001b[39m | \u001b[39m26.34    \u001b[39m | \u001b[39m8.279    \u001b[39m | \u001b[39m0.8936   \u001b[39m | \u001b[39m0.3884   \u001b[39m | \u001b[39m84.26    \u001b[39m | \u001b[39m18.51    \u001b[39m | \u001b[39m0.09261  \u001b[39m | \u001b[39m0.6185   \u001b[39m | \u001b[39m0.1663   \u001b[39m | \u001b[39m142.1    \u001b[39m | \u001b[39m0.7163   \u001b[39m | \u001b[39m138.4    \u001b[39m | \u001b[39m93.47    \u001b[39m | \u001b[39m10.53    \u001b[39m | \u001b[39m94.36    \u001b[39m | \u001b[39m77.31    \u001b[39m | \u001b[39m12.51    \u001b[39m | \u001b[39m0.5835   \u001b[39m | \u001b[39m0.3154   \u001b[39m | \u001b[39m0.6735   \u001b[39m | \u001b[39m12.38    \u001b[39m | \u001b[39m4.898    \u001b[39m | \u001b[39m4.337    \u001b[39m |\n"
     ]
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      "2025-04-09 17:54:50,831 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.3974, R²: 0.8811\n"
     ]
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      "| \u001b[39m906      \u001b[39m | \u001b[39m-0.3974  \u001b[39m | \u001b[39m9.359e+04\u001b[39m | \u001b[39m47.01    \u001b[39m | \u001b[39m0.0539   \u001b[39m | \u001b[39m0.1041   \u001b[39m | \u001b[39m1.615    \u001b[39m | \u001b[39m4.914    \u001b[39m | \u001b[39m0.8293   \u001b[39m | \u001b[39m8.365    \u001b[39m | \u001b[39m9.976    \u001b[39m | \u001b[39m4.714    \u001b[39m | \u001b[39m4.133    \u001b[39m | \u001b[39m2.701    \u001b[39m | \u001b[39m20.87    \u001b[39m | \u001b[39m24.96    \u001b[39m | \u001b[39m15.9     \u001b[39m | \u001b[39m12.34    \u001b[39m | \u001b[39m0.7179   \u001b[39m | \u001b[39m0.3929   \u001b[39m | \u001b[39m58.91    \u001b[39m | \u001b[39m35.32    \u001b[39m | \u001b[39m0.3018   \u001b[39m | \u001b[39m0.4894   \u001b[39m | \u001b[39m0.1471   \u001b[39m | \u001b[39m166.5    \u001b[39m | \u001b[39m0.09367  \u001b[39m | \u001b[39m42.61    \u001b[39m | \u001b[39m93.99    \u001b[39m | \u001b[39m18.73    \u001b[39m | \u001b[39m80.68    \u001b[39m | \u001b[39m82.93    \u001b[39m | \u001b[39m20.15    \u001b[39m | \u001b[39m0.2926   \u001b[39m | \u001b[39m0.3945   \u001b[39m | \u001b[39m0.5992   \u001b[39m | \u001b[39m11.19    \u001b[39m | \u001b[39m2.952    \u001b[39m | \u001b[39m74.06    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:54:55,012 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2387, R²: 0.9571\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m907      \u001b[39m | \u001b[39m-0.2387  \u001b[39m | \u001b[39m2.361e+04\u001b[39m | \u001b[39m38.86    \u001b[39m | \u001b[39m0.1339   \u001b[39m | \u001b[39m0.3917   \u001b[39m | \u001b[39m3.778    \u001b[39m | \u001b[39m1.999    \u001b[39m | \u001b[39m1.986    \u001b[39m | \u001b[39m34.45    \u001b[39m | \u001b[39m1.396    \u001b[39m | \u001b[39m38.42    \u001b[39m | \u001b[39m4.379    \u001b[39m | \u001b[39m3.502    \u001b[39m | \u001b[39m26.76    \u001b[39m | \u001b[39m22.01    \u001b[39m | \u001b[39m5.5      \u001b[39m | \u001b[39m12.94    \u001b[39m | \u001b[39m0.7615   \u001b[39m | \u001b[39m0.3077   \u001b[39m | \u001b[39m39.94    \u001b[39m | \u001b[39m35.55    \u001b[39m | \u001b[39m0.5681   \u001b[39m | \u001b[39m0.03281  \u001b[39m | \u001b[39m0.2525   \u001b[39m | \u001b[39m184.2    \u001b[39m | \u001b[39m0.175    \u001b[39m | \u001b[39m59.03    \u001b[39m | \u001b[39m14.63    \u001b[39m | \u001b[39m9.085    \u001b[39m | \u001b[39m85.93    \u001b[39m | \u001b[39m92.45    \u001b[39m | \u001b[39m8.753    \u001b[39m | \u001b[39m0.8852   \u001b[39m | \u001b[39m0.3371   \u001b[39m | \u001b[39m2.311    \u001b[39m | \u001b[39m11.41    \u001b[39m | \u001b[39m4.006    \u001b[39m | \u001b[39m98.95    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:54:59,049 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2988, R²: 0.9328\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m908      \u001b[39m | \u001b[39m-0.2988  \u001b[39m | \u001b[39m2.326e+04\u001b[39m | \u001b[39m48.86    \u001b[39m | \u001b[39m0.2242   \u001b[39m | \u001b[39m0.9592   \u001b[39m | \u001b[39m2.956    \u001b[39m | \u001b[39m4.678    \u001b[39m | \u001b[39m1.367    \u001b[39m | \u001b[39m98.38    \u001b[39m | \u001b[39m6.755    \u001b[39m | \u001b[39m43.84    \u001b[39m | \u001b[39m6.099    \u001b[39m | \u001b[39m3.779    \u001b[39m | \u001b[39m28.0     \u001b[39m | \u001b[39m22.93    \u001b[39m | \u001b[39m23.4     \u001b[39m | \u001b[39m12.28    \u001b[39m | \u001b[39m0.6049   \u001b[39m | \u001b[39m0.1028   \u001b[39m | \u001b[39m40.02    \u001b[39m | \u001b[39m36.43    \u001b[39m | \u001b[39m0.8323   \u001b[39m | \u001b[39m0.9942   \u001b[39m | \u001b[39m0.3294   \u001b[39m | \u001b[39m188.7    \u001b[39m | \u001b[39m0.9786   \u001b[39m | \u001b[39m180.1    \u001b[39m | \u001b[39m98.88    \u001b[39m | \u001b[39m15.64    \u001b[39m | \u001b[39m93.53    \u001b[39m | \u001b[39m85.16    \u001b[39m | \u001b[39m18.88    \u001b[39m | \u001b[39m0.902    \u001b[39m | \u001b[39m0.4269   \u001b[39m | \u001b[39m1.591    \u001b[39m | \u001b[39m7.61     \u001b[39m | \u001b[39m3.653    \u001b[39m | \u001b[39m6.847    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:55:00,060 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.3284, R²: 0.9188\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m909      \u001b[39m | \u001b[39m-0.3284  \u001b[39m | \u001b[39m7.243e+04\u001b[39m | \u001b[39m40.52    \u001b[39m | \u001b[39m0.2845   \u001b[39m | \u001b[39m0.8784   \u001b[39m | \u001b[39m1.366    \u001b[39m | \u001b[39m3.93     \u001b[39m | \u001b[39m1.242    \u001b[39m | \u001b[39m5.978    \u001b[39m | \u001b[39m5.846    \u001b[39m | \u001b[39m9.489    \u001b[39m | \u001b[39m8.71     \u001b[39m | \u001b[39m1.469    \u001b[39m | \u001b[39m20.48    \u001b[39m | \u001b[39m5.981    \u001b[39m | \u001b[39m19.01    \u001b[39m | \u001b[39m10.8     \u001b[39m | \u001b[39m0.643    \u001b[39m | \u001b[39m0.04307  \u001b[39m | \u001b[39m52.5     \u001b[39m | \u001b[39m4.166    \u001b[39m | \u001b[39m0.4515   \u001b[39m | \u001b[39m0.5322   \u001b[39m | \u001b[39m0.6318   \u001b[39m | \u001b[39m178.4    \u001b[39m | \u001b[39m0.274    \u001b[39m | \u001b[39m187.6    \u001b[39m | \u001b[39m80.56    \u001b[39m | \u001b[39m11.66    \u001b[39m | \u001b[39m88.4     \u001b[39m | \u001b[39m82.14    \u001b[39m | \u001b[39m21.07    \u001b[39m | \u001b[39m0.4461   \u001b[39m | \u001b[39m0.9119   \u001b[39m | \u001b[39m2.916    \u001b[39m | \u001b[39m12.75    \u001b[39m | \u001b[39m3.683    \u001b[39m | \u001b[39m39.35    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:55:01,167 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1545, R²: -0.0040\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m910      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m1.172e+03\u001b[39m | \u001b[39m32.32    \u001b[39m | \u001b[39m0.2222   \u001b[39m | \u001b[39m0.2405   \u001b[39m | \u001b[39m3.565    \u001b[39m | \u001b[39m2.238    \u001b[39m | \u001b[39m0.9327   \u001b[39m | \u001b[39m25.33    \u001b[39m | \u001b[39m3.933    \u001b[39m | \u001b[39m24.14    \u001b[39m | \u001b[39m0.4711   \u001b[39m | \u001b[39m2.124    \u001b[39m | \u001b[39m46.59    \u001b[39m | \u001b[39m12.02    \u001b[39m | \u001b[39m15.6     \u001b[39m | \u001b[39m12.81    \u001b[39m | \u001b[39m0.8118   \u001b[39m | \u001b[39m0.2911   \u001b[39m | \u001b[39m31.93    \u001b[39m | \u001b[39m8.748    \u001b[39m | \u001b[39m0.5113   \u001b[39m | \u001b[39m0.6195   \u001b[39m | \u001b[39m0.2071   \u001b[39m | \u001b[39m184.3    \u001b[39m | \u001b[39m0.5662   \u001b[39m | \u001b[39m185.4    \u001b[39m | \u001b[39m91.29    \u001b[39m | \u001b[39m7.69     \u001b[39m | \u001b[39m80.11    \u001b[39m | \u001b[39m86.16    \u001b[39m | \u001b[39m10.07    \u001b[39m | \u001b[39m0.9496   \u001b[39m | \u001b[39m0.8283   \u001b[39m | \u001b[39m2.147    \u001b[39m | \u001b[39m9.342    \u001b[39m | \u001b[39m3.085    \u001b[39m | \u001b[39m5.815    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:55:06,969 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4399, R²: 0.8542\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m911      \u001b[39m | \u001b[39m-0.4399  \u001b[39m | \u001b[39m5.305e+04\u001b[39m | \u001b[39m38.23    \u001b[39m | \u001b[39m0.1494   \u001b[39m | \u001b[39m0.294    \u001b[39m | \u001b[39m1.634    \u001b[39m | \u001b[39m1.764    \u001b[39m | \u001b[39m1.633    \u001b[39m | \u001b[39m64.45    \u001b[39m | \u001b[39m7.395    \u001b[39m | \u001b[39m16.85    \u001b[39m | \u001b[39m6.367    \u001b[39m | \u001b[39m3.758    \u001b[39m | \u001b[39m21.24    \u001b[39m | \u001b[39m20.27    \u001b[39m | \u001b[39m8.955    \u001b[39m | \u001b[39m10.2     \u001b[39m | \u001b[39m0.7997   \u001b[39m | \u001b[39m0.06666  \u001b[39m | \u001b[39m5.068    \u001b[39m | \u001b[39m22.92    \u001b[39m | \u001b[39m0.5262   \u001b[39m | \u001b[39m0.2563   \u001b[39m | \u001b[39m0.7531   \u001b[39m | \u001b[39m26.56    \u001b[39m | \u001b[39m0.9051   \u001b[39m | \u001b[39m12.83    \u001b[39m | \u001b[39m87.24    \u001b[39m | \u001b[39m6.97     \u001b[39m | \u001b[39m91.91    \u001b[39m | \u001b[39m82.57    \u001b[39m | \u001b[39m15.63    \u001b[39m | \u001b[39m0.3752   \u001b[39m | \u001b[39m0.5462   \u001b[39m | \u001b[39m0.3307   \u001b[39m | \u001b[39m11.78    \u001b[39m | \u001b[39m3.864    \u001b[39m | \u001b[39m8.846    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:55:07,988 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8452, R²: 0.4619\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m912      \u001b[39m | \u001b[39m-0.8452  \u001b[39m | \u001b[39m6.634e+04\u001b[39m | \u001b[39m11.41    \u001b[39m | \u001b[39m0.2376   \u001b[39m | \u001b[39m0.5946   \u001b[39m | \u001b[39m2.406    \u001b[39m | \u001b[39m4.648    \u001b[39m | \u001b[39m0.2338   \u001b[39m | \u001b[39m43.87    \u001b[39m | \u001b[39m3.052    \u001b[39m | \u001b[39m27.86    \u001b[39m | \u001b[39m3.394    \u001b[39m | \u001b[39m2.854    \u001b[39m | \u001b[39m31.63    \u001b[39m | \u001b[39m18.62    \u001b[39m | \u001b[39m27.73    \u001b[39m | \u001b[39m10.43    \u001b[39m | \u001b[39m0.8496   \u001b[39m | \u001b[39m0.3941   \u001b[39m | \u001b[39m33.85    \u001b[39m | \u001b[39m12.96    \u001b[39m | \u001b[39m0.7582   \u001b[39m | \u001b[39m0.8047   \u001b[39m | \u001b[39m0.2053   \u001b[39m | \u001b[39m117.8    \u001b[39m | \u001b[39m0.08076  \u001b[39m | \u001b[39m75.47    \u001b[39m | \u001b[39m38.15    \u001b[39m | \u001b[39m8.976    \u001b[39m | \u001b[39m85.24    \u001b[39m | \u001b[39m84.16    \u001b[39m | \u001b[39m6.519    \u001b[39m | \u001b[39m0.6445   \u001b[39m | \u001b[39m0.9525   \u001b[39m | \u001b[39m2.655    \u001b[39m | \u001b[39m9.566    \u001b[39m | \u001b[39m3.336    \u001b[39m | \u001b[39m11.76    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:55:08,959 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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      "| \u001b[39m913      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m7.346e+04\u001b[39m | \u001b[39m27.84    \u001b[39m | \u001b[39m0.187    \u001b[39m | \u001b[39m0.08729  \u001b[39m | \u001b[39m1.096    \u001b[39m | \u001b[39m3.759    \u001b[39m | \u001b[39m2.384    \u001b[39m | \u001b[39m36.27    \u001b[39m | \u001b[39m3.536    \u001b[39m | \u001b[39m20.87    \u001b[39m | \u001b[39m2.53     \u001b[39m | \u001b[39m1.952    \u001b[39m | \u001b[39m47.55    \u001b[39m | \u001b[39m15.54    \u001b[39m | \u001b[39m24.09    \u001b[39m | \u001b[39m12.33    \u001b[39m | \u001b[39m0.7409   \u001b[39m | \u001b[39m0.3148   \u001b[39m | \u001b[39m86.31    \u001b[39m | \u001b[39m19.35    \u001b[39m | \u001b[39m0.8937   \u001b[39m | \u001b[39m0.5098   \u001b[39m | \u001b[39m0.04768  \u001b[39m | \u001b[39m58.36    \u001b[39m | \u001b[39m0.08435  \u001b[39m | \u001b[39m34.68    \u001b[39m | \u001b[39m39.6     \u001b[39m | \u001b[39m7.223    \u001b[39m | \u001b[39m80.26    \u001b[39m | \u001b[39m90.43    \u001b[39m | \u001b[39m7.779    \u001b[39m | \u001b[39m0.2648   \u001b[39m | \u001b[39m0.7293   \u001b[39m | \u001b[39m2.041    \u001b[39m | \u001b[39m7.51     \u001b[39m | \u001b[39m1.343    \u001b[39m | \u001b[39m13.26    \u001b[39m |\n"
     ]
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      "2025-04-09 17:55:09,904 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.4803, R²: 0.8263\n"
     ]
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      "| \u001b[39m914      \u001b[39m | \u001b[39m-0.4803  \u001b[39m | \u001b[39m7.721e+04\u001b[39m | \u001b[39m19.18    \u001b[39m | \u001b[39m0.1607   \u001b[39m | \u001b[39m0.03691  \u001b[39m | \u001b[39m2.094    \u001b[39m | \u001b[39m1.316    \u001b[39m | \u001b[39m0.2969   \u001b[39m | \u001b[39m36.39    \u001b[39m | \u001b[39m6.266    \u001b[39m | \u001b[39m5.548    \u001b[39m | \u001b[39m3.83     \u001b[39m | \u001b[39m0.815    \u001b[39m | \u001b[39m8.21     \u001b[39m | \u001b[39m23.25    \u001b[39m | \u001b[39m22.56    \u001b[39m | \u001b[39m9.38     \u001b[39m | \u001b[39m0.8235   \u001b[39m | \u001b[39m0.1177   \u001b[39m | \u001b[39m79.28    \u001b[39m | \u001b[39m35.33    \u001b[39m | \u001b[39m0.5567   \u001b[39m | \u001b[39m0.6374   \u001b[39m | \u001b[39m0.3945   \u001b[39m | \u001b[39m119.2    \u001b[39m | \u001b[39m0.1604   \u001b[39m | \u001b[39m134.8    \u001b[39m | \u001b[39m76.04    \u001b[39m | \u001b[39m13.81    \u001b[39m | \u001b[39m92.11    \u001b[39m | \u001b[39m84.44    \u001b[39m | \u001b[39m11.13    \u001b[39m | \u001b[39m0.4859   \u001b[39m | \u001b[39m0.8556   \u001b[39m | \u001b[39m0.1014   \u001b[39m | \u001b[39m8.776    \u001b[39m | \u001b[39m4.444    \u001b[39m | \u001b[39m34.06    \u001b[39m |\n"
     ]
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      "2025-04-09 17:55:10,933 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2315, R²: 0.9596\n"
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      "| \u001b[39m915      \u001b[39m | \u001b[39m-0.2315  \u001b[39m | \u001b[39m1.415e+04\u001b[39m | \u001b[39m13.27    \u001b[39m | \u001b[39m0.1935   \u001b[39m | \u001b[39m0.6283   \u001b[39m | \u001b[39m4.036    \u001b[39m | \u001b[39m2.922    \u001b[39m | \u001b[39m2.634    \u001b[39m | \u001b[39m30.65    \u001b[39m | \u001b[39m2.336    \u001b[39m | \u001b[39m2.959    \u001b[39m | \u001b[39m4.955    \u001b[39m | \u001b[39m3.674    \u001b[39m | \u001b[39m22.42    \u001b[39m | \u001b[39m16.89    \u001b[39m | \u001b[39m14.07    \u001b[39m | \u001b[39m9.518    \u001b[39m | \u001b[39m0.8764   \u001b[39m | \u001b[39m0.1178   \u001b[39m | \u001b[39m90.96    \u001b[39m | \u001b[39m11.39    \u001b[39m | \u001b[39m0.3663   \u001b[39m | \u001b[39m0.8546   \u001b[39m | \u001b[39m0.7652   \u001b[39m | \u001b[39m181.8    \u001b[39m | \u001b[39m0.1265   \u001b[39m | \u001b[39m115.8    \u001b[39m | \u001b[39m67.36    \u001b[39m | \u001b[39m15.99    \u001b[39m | \u001b[39m82.82    \u001b[39m | \u001b[39m92.31    \u001b[39m | \u001b[39m20.05    \u001b[39m | \u001b[39m0.375    \u001b[39m | \u001b[39m0.3346   \u001b[39m | \u001b[39m1.193    \u001b[39m | \u001b[39m11.23    \u001b[39m | \u001b[39m1.997    \u001b[39m | \u001b[39m12.91    \u001b[39m |\n"
     ]
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      "2025-04-09 17:55:15,462 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.8764, R²: 0.4215\n"
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      "| \u001b[39m916      \u001b[39m | \u001b[39m-0.8764  \u001b[39m | \u001b[39m7.332e+04\u001b[39m | \u001b[39m40.88    \u001b[39m | \u001b[39m0.1802   \u001b[39m | \u001b[39m0.2768   \u001b[39m | \u001b[39m1.913    \u001b[39m | \u001b[39m1.975    \u001b[39m | \u001b[39m1.555    \u001b[39m | \u001b[39m26.15    \u001b[39m | \u001b[39m7.118    \u001b[39m | \u001b[39m8.165    \u001b[39m | \u001b[39m3.834    \u001b[39m | \u001b[39m2.127    \u001b[39m | \u001b[39m39.74    \u001b[39m | \u001b[39m4.147    \u001b[39m | \u001b[39m23.32    \u001b[39m | \u001b[39m8.682    \u001b[39m | \u001b[39m0.8655   \u001b[39m | \u001b[39m0.005044 \u001b[39m | \u001b[39m64.27    \u001b[39m | \u001b[39m0.3785   \u001b[39m | \u001b[39m0.6215   \u001b[39m | \u001b[39m0.2093   \u001b[39m | \u001b[39m0.9493   \u001b[39m | \u001b[39m45.35    \u001b[39m | \u001b[39m0.866    \u001b[39m | \u001b[39m54.11    \u001b[39m | \u001b[39m68.79    \u001b[39m | \u001b[39m10.34    \u001b[39m | \u001b[39m85.52    \u001b[39m | \u001b[39m78.62    \u001b[39m | \u001b[39m16.75    \u001b[39m | \u001b[39m0.5198   \u001b[39m | \u001b[39m0.0934   \u001b[39m | \u001b[39m0.238    \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m2.277    \u001b[39m | \u001b[39m16.61    \u001b[39m |\n"
     ]
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      "2025-04-09 17:55:20,490 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.3727, R²: 0.8954\n"
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      "| \u001b[39m917      \u001b[39m | \u001b[39m-0.3727  \u001b[39m | \u001b[39m9.896e+04\u001b[39m | \u001b[39m13.09    \u001b[39m | \u001b[39m0.1486   \u001b[39m | \u001b[39m0.4091   \u001b[39m | \u001b[39m2.031    \u001b[39m | \u001b[39m1.133    \u001b[39m | \u001b[39m2.326    \u001b[39m | \u001b[39m12.47    \u001b[39m | \u001b[39m2.084    \u001b[39m | \u001b[39m44.03    \u001b[39m | \u001b[39m0.5192   \u001b[39m | \u001b[39m3.848    \u001b[39m | \u001b[39m47.87    \u001b[39m | \u001b[39m4.553    \u001b[39m | \u001b[39m15.08    \u001b[39m | \u001b[39m10.02    \u001b[39m | \u001b[39m0.7226   \u001b[39m | \u001b[39m0.3239   \u001b[39m | \u001b[39m68.19    \u001b[39m | \u001b[39m24.15    \u001b[39m | \u001b[39m0.01175  \u001b[39m | \u001b[39m0.4452   \u001b[39m | \u001b[39m0.6394   \u001b[39m | \u001b[39m175.2    \u001b[39m | \u001b[39m0.6602   \u001b[39m | \u001b[39m12.61    \u001b[39m | \u001b[39m23.2     \u001b[39m | \u001b[39m18.97    \u001b[39m | \u001b[39m91.6     \u001b[39m | \u001b[39m79.19    \u001b[39m | \u001b[39m14.16    \u001b[39m | \u001b[39m0.8835   \u001b[39m | \u001b[39m0.5742   \u001b[39m | \u001b[39m2.144    \u001b[39m | \u001b[39m12.02    \u001b[39m | \u001b[39m1.381    \u001b[39m | \u001b[39m69.09    \u001b[39m |\n"
     ]
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      "2025-04-09 17:55:21,520 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.3643, R²: 0.9000\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m918      \u001b[39m | \u001b[39m-0.3643  \u001b[39m | \u001b[39m6.28e+04 \u001b[39m | \u001b[39m37.99    \u001b[39m | \u001b[39m0.197    \u001b[39m | \u001b[39m0.9543   \u001b[39m | \u001b[39m1.334    \u001b[39m | \u001b[39m3.384    \u001b[39m | \u001b[39m0.02257  \u001b[39m | \u001b[39m55.25    \u001b[39m | \u001b[39m5.614    \u001b[39m | \u001b[39m45.23    \u001b[39m | \u001b[39m1.011    \u001b[39m | \u001b[39m3.837    \u001b[39m | \u001b[39m6.663    \u001b[39m | \u001b[39m17.87    \u001b[39m | \u001b[39m11.32    \u001b[39m | \u001b[39m10.37    \u001b[39m | \u001b[39m0.7147   \u001b[39m | \u001b[39m0.2786   \u001b[39m | \u001b[39m32.0     \u001b[39m | \u001b[39m14.6     \u001b[39m | \u001b[39m0.1339   \u001b[39m | \u001b[39m0.2543   \u001b[39m | \u001b[39m0.01534  \u001b[39m | \u001b[39m90.29    \u001b[39m | \u001b[39m0.957    \u001b[39m | \u001b[39m178.0    \u001b[39m | \u001b[39m26.46    \u001b[39m | \u001b[39m7.52     \u001b[39m | \u001b[39m89.27    \u001b[39m | \u001b[39m87.03    \u001b[39m | \u001b[39m24.21    \u001b[39m | \u001b[39m0.8423   \u001b[39m | \u001b[39m0.4802   \u001b[39m | \u001b[39m2.592    \u001b[39m | \u001b[39m8.991    \u001b[39m | \u001b[39m4.43     \u001b[39m | \u001b[39m51.66    \u001b[39m |\n"
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      "2025-04-09 17:55:22,426 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2308, R²: 0.9599\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m919      \u001b[39m | \u001b[39m-0.2308  \u001b[39m | \u001b[39m8.966e+04\u001b[39m | \u001b[39m47.48    \u001b[39m | \u001b[39m0.1105   \u001b[39m | \u001b[39m0.03045  \u001b[39m | \u001b[39m1.042    \u001b[39m | \u001b[39m1.1      \u001b[39m | \u001b[39m2.672    \u001b[39m | \u001b[39m75.01    \u001b[39m | \u001b[39m6.39     \u001b[39m | \u001b[39m36.56    \u001b[39m | \u001b[39m5.412    \u001b[39m | \u001b[39m0.1007   \u001b[39m | \u001b[39m37.08    \u001b[39m | \u001b[39m7.124    \u001b[39m | \u001b[39m6.776    \u001b[39m | \u001b[39m12.46    \u001b[39m | \u001b[39m0.9283   \u001b[39m | \u001b[39m0.342    \u001b[39m | \u001b[39m39.38    \u001b[39m | \u001b[39m7.318    \u001b[39m | \u001b[39m0.5705   \u001b[39m | \u001b[39m0.207    \u001b[39m | \u001b[39m0.6594   \u001b[39m | \u001b[39m160.5    \u001b[39m | \u001b[39m0.5262   \u001b[39m | \u001b[39m151.3    \u001b[39m | \u001b[39m11.03    \u001b[39m | \u001b[39m19.51    \u001b[39m | \u001b[39m86.06    \u001b[39m | \u001b[39m93.8     \u001b[39m | \u001b[39m6.937    \u001b[39m | \u001b[39m0.3264   \u001b[39m | \u001b[39m0.1871   \u001b[39m | \u001b[39m1.367    \u001b[39m | \u001b[39m11.1     \u001b[39m | \u001b[39m3.439    \u001b[39m | \u001b[39m49.77    \u001b[39m |\n"
     ]
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      "2025-04-09 17:55:23,305 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m920      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m1.956e+03\u001b[39m | \u001b[39m14.01    \u001b[39m | \u001b[39m0.1443   \u001b[39m | \u001b[39m0.6325   \u001b[39m | \u001b[39m4.973    \u001b[39m | \u001b[39m2.877    \u001b[39m | \u001b[39m1.059    \u001b[39m | \u001b[39m50.56    \u001b[39m | \u001b[39m5.319    \u001b[39m | \u001b[39m28.57    \u001b[39m | \u001b[39m4.869    \u001b[39m | \u001b[39m0.7047   \u001b[39m | \u001b[39m47.93    \u001b[39m | \u001b[39m29.09    \u001b[39m | \u001b[39m22.8     \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m0.8308   \u001b[39m | \u001b[39m0.388    \u001b[39m | \u001b[39m28.75    \u001b[39m | \u001b[39m21.73    \u001b[39m | \u001b[39m0.8497   \u001b[39m | \u001b[39m0.8474   \u001b[39m | \u001b[39m0.2851   \u001b[39m | \u001b[39m195.2    \u001b[39m | \u001b[39m0.6716   \u001b[39m | \u001b[39m71.28    \u001b[39m | \u001b[39m85.2     \u001b[39m | \u001b[39m15.43    \u001b[39m | \u001b[39m81.01    \u001b[39m | \u001b[39m78.16    \u001b[39m | \u001b[39m11.46    \u001b[39m | \u001b[39m0.414    \u001b[39m | \u001b[39m0.3012   \u001b[39m | \u001b[39m1.662    \u001b[39m | \u001b[39m12.47    \u001b[39m | \u001b[39m1.352    \u001b[39m | \u001b[39m36.42    \u001b[39m |\n"
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      "2025-04-09 17:55:24,354 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.5724, R²: 0.7532\n"
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      "| \u001b[39m921      \u001b[39m | \u001b[39m-0.5724  \u001b[39m | \u001b[39m2.558e+04\u001b[39m | \u001b[39m33.97    \u001b[39m | \u001b[39m0.1009   \u001b[39m | \u001b[39m0.3731   \u001b[39m | \u001b[39m4.268    \u001b[39m | \u001b[39m2.799    \u001b[39m | \u001b[39m1.71     \u001b[39m | \u001b[39m80.98    \u001b[39m | \u001b[39m4.883    \u001b[39m | \u001b[39m49.66    \u001b[39m | \u001b[39m1.295    \u001b[39m | \u001b[39m3.478    \u001b[39m | \u001b[39m26.58    \u001b[39m | \u001b[39m15.25    \u001b[39m | \u001b[39m22.16    \u001b[39m | \u001b[39m8.912    \u001b[39m | \u001b[39m0.7714   \u001b[39m | \u001b[39m0.142    \u001b[39m | \u001b[39m69.63    \u001b[39m | \u001b[39m34.56    \u001b[39m | \u001b[39m0.7532   \u001b[39m | \u001b[39m0.7372   \u001b[39m | \u001b[39m0.6228   \u001b[39m | \u001b[39m53.36    \u001b[39m | \u001b[39m0.9044   \u001b[39m | \u001b[39m91.3     \u001b[39m | \u001b[39m93.42    \u001b[39m | \u001b[39m12.63    \u001b[39m | \u001b[39m80.02    \u001b[39m | \u001b[39m80.92    \u001b[39m | \u001b[39m6.811    \u001b[39m | \u001b[39m0.8678   \u001b[39m | \u001b[39m0.3835   \u001b[39m | \u001b[39m0.5642   \u001b[39m | \u001b[39m9.966    \u001b[39m | \u001b[39m2.783    \u001b[39m | \u001b[39m86.41    \u001b[39m |\n"
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      "2025-04-09 17:55:29,328 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.5704, R²: 0.7549\n"
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      "| \u001b[39m922      \u001b[39m | \u001b[39m-0.5704  \u001b[39m | \u001b[39m8.116e+04\u001b[39m | \u001b[39m23.01    \u001b[39m | \u001b[39m0.1317   \u001b[39m | \u001b[39m0.7596   \u001b[39m | \u001b[39m4.004    \u001b[39m | \u001b[39m3.626    \u001b[39m | \u001b[39m2.597    \u001b[39m | \u001b[39m90.29    \u001b[39m | \u001b[39m4.879    \u001b[39m | \u001b[39m26.34    \u001b[39m | \u001b[39m6.205    \u001b[39m | \u001b[39m2.692    \u001b[39m | \u001b[39m45.48    \u001b[39m | \u001b[39m24.8     \u001b[39m | \u001b[39m25.63    \u001b[39m | \u001b[39m12.99    \u001b[39m | \u001b[39m0.9729   \u001b[39m | \u001b[39m0.0317   \u001b[39m | \u001b[39m90.9     \u001b[39m | \u001b[39m35.46    \u001b[39m | \u001b[39m0.09831  \u001b[39m | \u001b[39m0.3089   \u001b[39m | \u001b[39m0.3088   \u001b[39m | \u001b[39m110.9    \u001b[39m | \u001b[39m0.6733   \u001b[39m | \u001b[39m13.41    \u001b[39m | \u001b[39m91.42    \u001b[39m | \u001b[39m12.18    \u001b[39m | \u001b[39m93.18    \u001b[39m | \u001b[39m84.53    \u001b[39m | \u001b[39m19.71    \u001b[39m | \u001b[39m0.03118  \u001b[39m | \u001b[39m0.1943   \u001b[39m | \u001b[39m2.729    \u001b[39m | \u001b[39m8.184    \u001b[39m | \u001b[39m4.356    \u001b[39m | \u001b[39m39.23    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:55:35,347 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1523, R²: -0.0002\n"
     ]
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      "| \u001b[39m923      \u001b[39m | \u001b[39m-1.152   \u001b[39m | \u001b[39m2.567e+04\u001b[39m | \u001b[39m16.51    \u001b[39m | \u001b[39m0.1087   \u001b[39m | \u001b[39m0.3155   \u001b[39m | \u001b[39m1.542    \u001b[39m | \u001b[39m4.319    \u001b[39m | \u001b[39m2.71     \u001b[39m | \u001b[39m97.51    \u001b[39m | \u001b[39m3.225    \u001b[39m | \u001b[39m12.66    \u001b[39m | \u001b[39m4.172    \u001b[39m | \u001b[39m3.193    \u001b[39m | \u001b[39m49.14    \u001b[39m | \u001b[39m29.3     \u001b[39m | \u001b[39m27.6     \u001b[39m | \u001b[39m11.85    \u001b[39m | \u001b[39m0.6067   \u001b[39m | \u001b[39m0.1155   \u001b[39m | \u001b[39m87.38    \u001b[39m | \u001b[39m8.757    \u001b[39m | \u001b[39m0.418    \u001b[39m | \u001b[39m0.1874   \u001b[39m | \u001b[39m0.4577   \u001b[39m | \u001b[39m75.38    \u001b[39m | \u001b[39m0.698    \u001b[39m | \u001b[39m199.4    \u001b[39m | \u001b[39m58.88    \u001b[39m | \u001b[39m19.79    \u001b[39m | \u001b[39m90.02    \u001b[39m | \u001b[39m80.02    \u001b[39m | \u001b[39m21.07    \u001b[39m | \u001b[39m0.1142   \u001b[39m | \u001b[39m0.4612   \u001b[39m | \u001b[39m1.838    \u001b[39m | \u001b[39m9.361    \u001b[39m | \u001b[39m3.7      \u001b[39m | \u001b[39m82.53    \u001b[39m |\n"
     ]
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      "2025-04-09 17:55:40,296 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 0.9603, R²: 0.3054\n"
     ]
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      "| \u001b[39m924      \u001b[39m | \u001b[39m-0.9603  \u001b[39m | \u001b[39m9.839e+04\u001b[39m | \u001b[39m30.8     \u001b[39m | \u001b[39m0.03165  \u001b[39m | \u001b[39m0.04738  \u001b[39m | \u001b[39m1.633    \u001b[39m | \u001b[39m2.627    \u001b[39m | \u001b[39m0.5713   \u001b[39m | \u001b[39m50.98    \u001b[39m | \u001b[39m7.715    \u001b[39m | \u001b[39m5.891    \u001b[39m | \u001b[39m3.959    \u001b[39m | \u001b[39m1.635    \u001b[39m | \u001b[39m36.51    \u001b[39m | \u001b[39m2.965    \u001b[39m | \u001b[39m11.54    \u001b[39m | \u001b[39m12.13    \u001b[39m | \u001b[39m0.7618   \u001b[39m | \u001b[39m0.2397   \u001b[39m | \u001b[39m65.16    \u001b[39m | \u001b[39m21.57    \u001b[39m | \u001b[39m0.8304   \u001b[39m | \u001b[39m0.3905   \u001b[39m | \u001b[39m0.9899   \u001b[39m | \u001b[39m68.61    \u001b[39m | \u001b[39m0.6139   \u001b[39m | \u001b[39m192.1    \u001b[39m | \u001b[39m4.627    \u001b[39m | \u001b[39m11.12    \u001b[39m | \u001b[39m87.06    \u001b[39m | \u001b[39m90.84    \u001b[39m | \u001b[39m11.5     \u001b[39m | \u001b[39m0.927    \u001b[39m | \u001b[39m0.5324   \u001b[39m | \u001b[39m0.5202   \u001b[39m | \u001b[39m9.459    \u001b[39m | \u001b[39m2.687    \u001b[39m | \u001b[39m13.38    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:55:45,315 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2435, R²: 0.9553\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m925      \u001b[39m | \u001b[39m-0.2435  \u001b[39m | \u001b[39m2.433e+04\u001b[39m | \u001b[39m33.39    \u001b[39m | \u001b[39m0.1606   \u001b[39m | \u001b[39m0.2835   \u001b[39m | \u001b[39m3.487    \u001b[39m | \u001b[39m4.157    \u001b[39m | \u001b[39m2.328    \u001b[39m | \u001b[39m92.19    \u001b[39m | \u001b[39m2.214    \u001b[39m | \u001b[39m25.82    \u001b[39m | \u001b[39m5.695    \u001b[39m | \u001b[39m1.507    \u001b[39m | \u001b[39m36.48    \u001b[39m | \u001b[39m25.27    \u001b[39m | \u001b[39m26.95    \u001b[39m | \u001b[39m12.56    \u001b[39m | \u001b[39m0.9346   \u001b[39m | \u001b[39m0.2499   \u001b[39m | \u001b[39m39.45    \u001b[39m | \u001b[39m14.2     \u001b[39m | \u001b[39m0.5457   \u001b[39m | \u001b[39m0.1079   \u001b[39m | \u001b[39m0.2105   \u001b[39m | \u001b[39m24.12    \u001b[39m | \u001b[39m0.193    \u001b[39m | \u001b[39m17.09    \u001b[39m | \u001b[39m96.56    \u001b[39m | \u001b[39m11.9     \u001b[39m | \u001b[39m82.03    \u001b[39m | \u001b[39m77.42    \u001b[39m | \u001b[39m9.507    \u001b[39m | \u001b[39m0.5569   \u001b[39m | \u001b[39m0.2673   \u001b[39m | \u001b[39m1.124    \u001b[39m | \u001b[39m12.86    \u001b[39m | \u001b[39m3.725    \u001b[39m | \u001b[39m94.28    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:55:49,658 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m926      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m9.168e+04\u001b[39m | \u001b[39m10.54    \u001b[39m | \u001b[39m0.01167  \u001b[39m | \u001b[39m0.8493   \u001b[39m | \u001b[39m2.556    \u001b[39m | \u001b[39m2.707    \u001b[39m | \u001b[39m2.292    \u001b[39m | \u001b[39m92.76    \u001b[39m | \u001b[39m2.668    \u001b[39m | \u001b[39m2.154    \u001b[39m | \u001b[39m1.398    \u001b[39m | \u001b[39m2.226    \u001b[39m | \u001b[39m6.623    \u001b[39m | \u001b[39m15.55    \u001b[39m | \u001b[39m11.04    \u001b[39m | \u001b[39m11.42    \u001b[39m | \u001b[39m0.9367   \u001b[39m | \u001b[39m0.1864   \u001b[39m | \u001b[39m34.94    \u001b[39m | \u001b[39m17.86    \u001b[39m | \u001b[39m0.9005   \u001b[39m | \u001b[39m0.4189   \u001b[39m | \u001b[39m0.5725   \u001b[39m | \u001b[39m198.3    \u001b[39m | \u001b[39m0.6178   \u001b[39m | \u001b[39m169.7    \u001b[39m | \u001b[39m56.57    \u001b[39m | \u001b[39m8.702    \u001b[39m | \u001b[39m88.77    \u001b[39m | \u001b[39m77.84    \u001b[39m | \u001b[39m9.605    \u001b[39m | \u001b[39m0.5025   \u001b[39m | \u001b[39m0.2372   \u001b[39m | \u001b[39m2.77     \u001b[39m | \u001b[39m7.394    \u001b[39m | \u001b[39m2.1      \u001b[39m | \u001b[39m90.93    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:55:50,698 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'meancn'), RMSE: 0.3133, R²: 0.9261\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m927      \u001b[39m | \u001b[39m-0.3133  \u001b[39m | \u001b[39m8.875e+03\u001b[39m | \u001b[39m49.77    \u001b[39m | \u001b[39m0.2257   \u001b[39m | \u001b[39m0.6687   \u001b[39m | \u001b[39m4.619    \u001b[39m | \u001b[39m4.172    \u001b[39m | \u001b[39m2.796    \u001b[39m | \u001b[39m71.77    \u001b[39m | \u001b[39m4.635    \u001b[39m | \u001b[39m49.99    \u001b[39m | \u001b[39m3.092    \u001b[39m | \u001b[39m0.7026   \u001b[39m | \u001b[39m34.98    \u001b[39m | \u001b[39m11.77    \u001b[39m | \u001b[39m21.45    \u001b[39m | \u001b[39m8.511    \u001b[39m | \u001b[39m0.9829   \u001b[39m | \u001b[39m0.07217  \u001b[39m | \u001b[39m15.52    \u001b[39m | \u001b[39m32.41    \u001b[39m | \u001b[39m0.2911   \u001b[39m | \u001b[39m0.5032   \u001b[39m | \u001b[39m0.7895   \u001b[39m | \u001b[39m111.7    \u001b[39m | \u001b[39m0.2874   \u001b[39m | \u001b[39m86.21    \u001b[39m | \u001b[39m40.7     \u001b[39m | \u001b[39m8.856    \u001b[39m | \u001b[39m85.03    \u001b[39m | \u001b[39m89.42    \u001b[39m | \u001b[39m21.18    \u001b[39m | \u001b[39m0.4327   \u001b[39m | \u001b[39m0.5998   \u001b[39m | \u001b[39m0.4687   \u001b[39m | \u001b[39m7.066    \u001b[39m | \u001b[39m4.446    \u001b[39m | \u001b[39m69.35    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:55:55,366 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.0737, R²: 0.1316\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m928      \u001b[39m | \u001b[39m-1.074   \u001b[39m | \u001b[39m5.94e+04 \u001b[39m | \u001b[39m32.46    \u001b[39m | \u001b[39m0.2168   \u001b[39m | \u001b[39m0.2659   \u001b[39m | \u001b[39m3.044    \u001b[39m | \u001b[39m4.458    \u001b[39m | \u001b[39m2.94     \u001b[39m | \u001b[39m38.18    \u001b[39m | \u001b[39m4.817    \u001b[39m | \u001b[39m17.83    \u001b[39m | \u001b[39m1.109    \u001b[39m | \u001b[39m0.4171   \u001b[39m | \u001b[39m36.9     \u001b[39m | \u001b[39m12.59    \u001b[39m | \u001b[39m6.834    \u001b[39m | \u001b[39m11.49    \u001b[39m | \u001b[39m0.7532   \u001b[39m | \u001b[39m0.04813  \u001b[39m | \u001b[39m38.11    \u001b[39m | \u001b[39m1.384    \u001b[39m | \u001b[39m0.5066   \u001b[39m | \u001b[39m0.5151   \u001b[39m | \u001b[39m0.6156   \u001b[39m | \u001b[39m20.86    \u001b[39m | \u001b[39m0.01824  \u001b[39m | \u001b[39m188.4    \u001b[39m | \u001b[39m5.135    \u001b[39m | \u001b[39m9.655    \u001b[39m | \u001b[39m81.41    \u001b[39m | \u001b[39m94.18    \u001b[39m | \u001b[39m19.83    \u001b[39m | \u001b[39m0.4389   \u001b[39m | \u001b[39m0.6247   \u001b[39m | \u001b[39m0.6441   \u001b[39m | \u001b[39m7.312    \u001b[39m | \u001b[39m3.15     \u001b[39m | \u001b[39m81.27    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:55:56,384 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2774, R²: 0.9421\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m929      \u001b[39m | \u001b[39m-0.2774  \u001b[39m | \u001b[39m5.839e+04\u001b[39m | \u001b[39m41.88    \u001b[39m | \u001b[39m0.1786   \u001b[39m | \u001b[39m0.7208   \u001b[39m | \u001b[39m4.625    \u001b[39m | \u001b[39m2.317    \u001b[39m | \u001b[39m0.09889  \u001b[39m | \u001b[39m92.14    \u001b[39m | \u001b[39m8.279    \u001b[39m | \u001b[39m3.38     \u001b[39m | \u001b[39m3.546    \u001b[39m | \u001b[39m3.696    \u001b[39m | \u001b[39m28.54    \u001b[39m | \u001b[39m26.94    \u001b[39m | \u001b[39m9.261    \u001b[39m | \u001b[39m8.931    \u001b[39m | \u001b[39m0.6076   \u001b[39m | \u001b[39m0.3126   \u001b[39m | \u001b[39m55.16    \u001b[39m | \u001b[39m34.15    \u001b[39m | \u001b[39m0.02394  \u001b[39m | \u001b[39m0.00277  \u001b[39m | \u001b[39m0.2797   \u001b[39m | \u001b[39m180.8    \u001b[39m | \u001b[39m0.601    \u001b[39m | \u001b[39m86.68    \u001b[39m | \u001b[39m79.7     \u001b[39m | \u001b[39m12.15    \u001b[39m | \u001b[39m90.54    \u001b[39m | \u001b[39m77.84    \u001b[39m | \u001b[39m6.01     \u001b[39m | \u001b[39m0.434    \u001b[39m | \u001b[39m0.05792  \u001b[39m | \u001b[39m0.119    \u001b[39m | \u001b[39m12.83    \u001b[39m | \u001b[39m3.598    \u001b[39m | \u001b[39m13.21    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:56:01,394 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8218, R²: 0.4913\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m930      \u001b[39m | \u001b[39m-0.8218  \u001b[39m | \u001b[39m9.156e+04\u001b[39m | \u001b[39m18.1     \u001b[39m | \u001b[39m0.08332  \u001b[39m | \u001b[39m0.3866   \u001b[39m | \u001b[39m1.188    \u001b[39m | \u001b[39m2.883    \u001b[39m | \u001b[39m0.6036   \u001b[39m | \u001b[39m89.29    \u001b[39m | \u001b[39m4.628    \u001b[39m | \u001b[39m2.431    \u001b[39m | \u001b[39m8.703    \u001b[39m | \u001b[39m2.411    \u001b[39m | \u001b[39m25.46    \u001b[39m | \u001b[39m22.58    \u001b[39m | \u001b[39m14.71    \u001b[39m | \u001b[39m7.611    \u001b[39m | \u001b[39m0.8456   \u001b[39m | \u001b[39m0.2861   \u001b[39m | \u001b[39m2.062    \u001b[39m | \u001b[39m4.614    \u001b[39m | \u001b[39m0.1061   \u001b[39m | \u001b[39m0.3077   \u001b[39m | \u001b[39m0.1982   \u001b[39m | \u001b[39m29.15    \u001b[39m | \u001b[39m0.5984   \u001b[39m | \u001b[39m143.4    \u001b[39m | \u001b[39m60.3     \u001b[39m | \u001b[39m13.24    \u001b[39m | \u001b[39m88.1     \u001b[39m | \u001b[39m92.57    \u001b[39m | \u001b[39m21.64    \u001b[39m | \u001b[39m0.6078   \u001b[39m | \u001b[39m0.07951  \u001b[39m | \u001b[39m0.549    \u001b[39m | \u001b[39m7.809    \u001b[39m | \u001b[39m4.732    \u001b[39m | \u001b[39m9.889    \u001b[39m |\n"
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    },
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      "2025-04-09 17:56:06,387 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.7310, R²: 0.5975\n"
     ]
    },
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      "| \u001b[39m931      \u001b[39m | \u001b[39m-0.731   \u001b[39m | \u001b[39m4.656e+04\u001b[39m | \u001b[39m45.92    \u001b[39m | \u001b[39m0.149    \u001b[39m | \u001b[39m0.4222   \u001b[39m | \u001b[39m4.408    \u001b[39m | \u001b[39m4.701    \u001b[39m | \u001b[39m1.947    \u001b[39m | \u001b[39m17.71    \u001b[39m | \u001b[39m2.778    \u001b[39m | \u001b[39m47.65    \u001b[39m | \u001b[39m0.06987  \u001b[39m | \u001b[39m0.7796   \u001b[39m | \u001b[39m47.34    \u001b[39m | \u001b[39m22.91    \u001b[39m | \u001b[39m26.97    \u001b[39m | \u001b[39m10.93    \u001b[39m | \u001b[39m0.7097   \u001b[39m | \u001b[39m0.2389   \u001b[39m | \u001b[39m56.27    \u001b[39m | \u001b[39m14.69    \u001b[39m | \u001b[39m0.02814  \u001b[39m | \u001b[39m0.2057   \u001b[39m | \u001b[39m0.5765   \u001b[39m | \u001b[39m10.27    \u001b[39m | \u001b[39m0.6683   \u001b[39m | \u001b[39m66.16    \u001b[39m | \u001b[39m92.96    \u001b[39m | \u001b[39m14.17    \u001b[39m | \u001b[39m89.13    \u001b[39m | \u001b[39m88.6     \u001b[39m | \u001b[39m14.11    \u001b[39m | \u001b[39m0.8149   \u001b[39m | \u001b[39m0.6549   \u001b[39m | \u001b[39m2.982    \u001b[39m | \u001b[39m7.86     \u001b[39m | \u001b[39m1.488    \u001b[39m | \u001b[39m75.55    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:56:12,127 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1469, R²: 0.0091\n"
     ]
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      "| \u001b[39m932      \u001b[39m | \u001b[39m-1.147   \u001b[39m | \u001b[39m1.018e+04\u001b[39m | \u001b[39m47.68    \u001b[39m | \u001b[39m0.1215   \u001b[39m | \u001b[39m0.8213   \u001b[39m | \u001b[39m2.702    \u001b[39m | \u001b[39m3.943    \u001b[39m | \u001b[39m1.119    \u001b[39m | \u001b[39m82.84    \u001b[39m | \u001b[39m2.377    \u001b[39m | \u001b[39m4.194    \u001b[39m | \u001b[39m2.818    \u001b[39m | \u001b[39m3.729    \u001b[39m | \u001b[39m40.89    \u001b[39m | \u001b[39m20.53    \u001b[39m | \u001b[39m6.967    \u001b[39m | \u001b[39m7.311    \u001b[39m | \u001b[39m0.8009   \u001b[39m | \u001b[39m0.09574  \u001b[39m | \u001b[39m97.7     \u001b[39m | \u001b[39m21.9     \u001b[39m | \u001b[39m0.3419   \u001b[39m | \u001b[39m0.3186   \u001b[39m | \u001b[39m0.5976   \u001b[39m | \u001b[39m176.9    \u001b[39m | \u001b[39m0.05162  \u001b[39m | \u001b[39m26.99    \u001b[39m | \u001b[39m33.03    \u001b[39m | \u001b[39m9.305    \u001b[39m | \u001b[39m86.78    \u001b[39m | \u001b[39m76.9     \u001b[39m | \u001b[39m16.05    \u001b[39m | \u001b[39m0.04297  \u001b[39m | \u001b[39m0.7006   \u001b[39m | \u001b[39m1.639    \u001b[39m | \u001b[39m8.84     \u001b[39m | \u001b[39m2.309    \u001b[39m | \u001b[39m22.01    \u001b[39m |\n"
     ]
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      "2025-04-09 17:56:13,127 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1538, R²: -0.0027\n"
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      "| \u001b[39m933      \u001b[39m | \u001b[39m-1.154   \u001b[39m | \u001b[39m8.173e+04\u001b[39m | \u001b[39m25.41    \u001b[39m | \u001b[39m0.2443   \u001b[39m | \u001b[39m0.7126   \u001b[39m | \u001b[39m1.141    \u001b[39m | \u001b[39m3.685    \u001b[39m | \u001b[39m0.7916   \u001b[39m | \u001b[39m59.61    \u001b[39m | \u001b[39m4.561    \u001b[39m | \u001b[39m33.57    \u001b[39m | \u001b[39m6.018    \u001b[39m | \u001b[39m0.4429   \u001b[39m | \u001b[39m19.31    \u001b[39m | \u001b[39m11.07    \u001b[39m | \u001b[39m18.25    \u001b[39m | \u001b[39m11.01    \u001b[39m | \u001b[39m0.7909   \u001b[39m | \u001b[39m0.2044   \u001b[39m | \u001b[39m51.23    \u001b[39m | \u001b[39m0.9698   \u001b[39m | \u001b[39m0.3116   \u001b[39m | \u001b[39m0.5731   \u001b[39m | \u001b[39m0.6206   \u001b[39m | \u001b[39m79.76    \u001b[39m | \u001b[39m0.3872   \u001b[39m | \u001b[39m13.85    \u001b[39m | \u001b[39m32.97    \u001b[39m | \u001b[39m15.41    \u001b[39m | \u001b[39m83.43    \u001b[39m | \u001b[39m78.92    \u001b[39m | \u001b[39m9.423    \u001b[39m | \u001b[39m0.9996   \u001b[39m | \u001b[39m0.3214   \u001b[39m | \u001b[39m1.716    \u001b[39m | \u001b[39m10.35    \u001b[39m | \u001b[39m2.4      \u001b[39m | \u001b[39m82.16    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:56:17,843 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.1779, R²: 0.9762\n"
     ]
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      "| \u001b[39m934      \u001b[39m | \u001b[39m-0.1779  \u001b[39m | \u001b[39m8.157e+04\u001b[39m | \u001b[39m11.36    \u001b[39m | \u001b[39m0.1424   \u001b[39m | \u001b[39m0.8361   \u001b[39m | \u001b[39m2.408    \u001b[39m | \u001b[39m1.366    \u001b[39m | \u001b[39m1.038    \u001b[39m | \u001b[39m68.69    \u001b[39m | \u001b[39m2.513    \u001b[39m | \u001b[39m25.22    \u001b[39m | \u001b[39m7.244    \u001b[39m | \u001b[39m1.643    \u001b[39m | \u001b[39m27.6     \u001b[39m | \u001b[39m21.49    \u001b[39m | \u001b[39m16.64    \u001b[39m | \u001b[39m7.281    \u001b[39m | \u001b[39m0.9159   \u001b[39m | \u001b[39m0.396    \u001b[39m | \u001b[39m37.96    \u001b[39m | \u001b[39m3.402    \u001b[39m | \u001b[39m0.1828   \u001b[39m | \u001b[39m0.1541   \u001b[39m | \u001b[39m0.9239   \u001b[39m | \u001b[39m65.0     \u001b[39m | \u001b[39m0.8175   \u001b[39m | \u001b[39m23.86    \u001b[39m | \u001b[39m2.603    \u001b[39m | \u001b[39m8.715    \u001b[39m | \u001b[39m92.05    \u001b[39m | \u001b[39m77.93    \u001b[39m | \u001b[39m17.27    \u001b[39m | \u001b[39m0.04478  \u001b[39m | \u001b[39m0.583    \u001b[39m | \u001b[39m1.593    \u001b[39m | \u001b[39m7.277    \u001b[39m | \u001b[39m4.637    \u001b[39m | \u001b[39m28.45    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:56:22,574 - PipelineOptimizer - INFO - Pipeline config: ('emsc',), RMSE: 0.8420, R²: 0.4659\n"
     ]
    },
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      "| \u001b[39m935      \u001b[39m | \u001b[39m-0.842   \u001b[39m | \u001b[39m8.166e+04\u001b[39m | \u001b[39m17.41    \u001b[39m | \u001b[39m0.2904   \u001b[39m | \u001b[39m0.9646   \u001b[39m | \u001b[39m1.28     \u001b[39m | \u001b[39m1.4      \u001b[39m | \u001b[39m2.433    \u001b[39m | \u001b[39m96.6     \u001b[39m | \u001b[39m5.188    \u001b[39m | \u001b[39m25.72    \u001b[39m | \u001b[39m1.904    \u001b[39m | \u001b[39m0.5238   \u001b[39m | \u001b[39m3.501    \u001b[39m | \u001b[39m13.99    \u001b[39m | \u001b[39m10.41    \u001b[39m | \u001b[39m12.8     \u001b[39m | \u001b[39m0.9139   \u001b[39m | \u001b[39m0.2746   \u001b[39m | \u001b[39m88.9     \u001b[39m | \u001b[39m5.327    \u001b[39m | \u001b[39m0.9974   \u001b[39m | \u001b[39m0.1619   \u001b[39m | \u001b[39m0.7833   \u001b[39m | \u001b[39m146.9    \u001b[39m | \u001b[39m0.2823   \u001b[39m | \u001b[39m43.98    \u001b[39m | \u001b[39m74.95    \u001b[39m | \u001b[39m13.54    \u001b[39m | \u001b[39m81.74    \u001b[39m | \u001b[39m82.05    \u001b[39m | \u001b[39m10.84    \u001b[39m | \u001b[39m0.1822   \u001b[39m | \u001b[39m0.8719   \u001b[39m | \u001b[39m0.2686   \u001b[39m | \u001b[39m8.38     \u001b[39m | \u001b[39m3.917    \u001b[39m | \u001b[39m73.34    \u001b[39m |\n"
     ]
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      "2025-04-09 17:56:28,989 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2565, R²: 0.9504\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m936      \u001b[39m | \u001b[39m-0.2565  \u001b[39m | \u001b[39m6.749e+04\u001b[39m | \u001b[39m29.92    \u001b[39m | \u001b[39m0.2893   \u001b[39m | \u001b[39m0.7477   \u001b[39m | \u001b[39m1.721    \u001b[39m | \u001b[39m2.148    \u001b[39m | \u001b[39m2.744    \u001b[39m | \u001b[39m11.57    \u001b[39m | \u001b[39m5.835    \u001b[39m | \u001b[39m33.3     \u001b[39m | \u001b[39m6.487    \u001b[39m | \u001b[39m2.7      \u001b[39m | \u001b[39m40.99    \u001b[39m | \u001b[39m3.163    \u001b[39m | \u001b[39m23.62    \u001b[39m | \u001b[39m7.915    \u001b[39m | \u001b[39m0.7584   \u001b[39m | \u001b[39m0.1624   \u001b[39m | \u001b[39m68.85    \u001b[39m | \u001b[39m2.65     \u001b[39m | \u001b[39m0.1043   \u001b[39m | \u001b[39m0.8011   \u001b[39m | \u001b[39m0.469    \u001b[39m | \u001b[39m111.0    \u001b[39m | \u001b[39m0.9733   \u001b[39m | \u001b[39m53.96    \u001b[39m | \u001b[39m29.05    \u001b[39m | \u001b[39m13.93    \u001b[39m | \u001b[39m87.58    \u001b[39m | \u001b[39m83.58    \u001b[39m | \u001b[39m17.79    \u001b[39m | \u001b[39m0.7415   \u001b[39m | \u001b[39m0.5607   \u001b[39m | \u001b[39m2.45     \u001b[39m | \u001b[39m11.43    \u001b[39m | \u001b[39m1.41     \u001b[39m | \u001b[39m94.93    \u001b[39m |\n"
     ]
    },
    {
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      "2025-04-09 17:56:29,889 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.0771, R²: 0.1261\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m937      \u001b[39m | \u001b[39m-1.077   \u001b[39m | \u001b[39m9.522e+04\u001b[39m | \u001b[39m38.61    \u001b[39m | \u001b[39m0.1277   \u001b[39m | \u001b[39m0.9628   \u001b[39m | \u001b[39m2.441    \u001b[39m | \u001b[39m1.545    \u001b[39m | \u001b[39m0.6148   \u001b[39m | \u001b[39m65.7     \u001b[39m | \u001b[39m8.061    \u001b[39m | \u001b[39m33.92    \u001b[39m | \u001b[39m9.764    \u001b[39m | \u001b[39m2.628    \u001b[39m | \u001b[39m32.85    \u001b[39m | \u001b[39m27.05    \u001b[39m | \u001b[39m15.33    \u001b[39m | \u001b[39m9.57     \u001b[39m | \u001b[39m0.7716   \u001b[39m | \u001b[39m0.04637  \u001b[39m | \u001b[39m90.55    \u001b[39m | \u001b[39m21.93    \u001b[39m | \u001b[39m0.6476   \u001b[39m | \u001b[39m0.7271   \u001b[39m | \u001b[39m0.723    \u001b[39m | \u001b[39m101.2    \u001b[39m | \u001b[39m0.6624   \u001b[39m | \u001b[39m78.17    \u001b[39m | \u001b[39m66.07    \u001b[39m | \u001b[39m5.277    \u001b[39m | \u001b[39m82.95    \u001b[39m | \u001b[39m88.75    \u001b[39m | \u001b[39m10.86    \u001b[39m | \u001b[39m0.1816   \u001b[39m | \u001b[39m0.5127   \u001b[39m | \u001b[39m1.936    \u001b[39m | \u001b[39m9.003    \u001b[39m | \u001b[39m4.247    \u001b[39m | \u001b[39m36.33    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:56:34,251 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'detrend'), RMSE: 0.8993, R²: 0.3909\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m938      \u001b[39m | \u001b[39m-0.8993  \u001b[39m | \u001b[39m2.565e+04\u001b[39m | \u001b[39m39.66    \u001b[39m | \u001b[39m0.2893   \u001b[39m | \u001b[39m0.4495   \u001b[39m | \u001b[39m3.236    \u001b[39m | \u001b[39m2.279    \u001b[39m | \u001b[39m2.329    \u001b[39m | \u001b[39m86.12    \u001b[39m | \u001b[39m7.588    \u001b[39m | \u001b[39m29.78    \u001b[39m | \u001b[39m9.748    \u001b[39m | \u001b[39m3.125    \u001b[39m | \u001b[39m49.46    \u001b[39m | \u001b[39m17.68    \u001b[39m | \u001b[39m11.78    \u001b[39m | \u001b[39m7.1      \u001b[39m | \u001b[39m0.6727   \u001b[39m | \u001b[39m0.04264  \u001b[39m | \u001b[39m66.98    \u001b[39m | \u001b[39m16.5     \u001b[39m | \u001b[39m0.4869   \u001b[39m | \u001b[39m0.8949   \u001b[39m | \u001b[39m0.2069   \u001b[39m | \u001b[39m194.5    \u001b[39m | \u001b[39m0.3167   \u001b[39m | \u001b[39m66.81    \u001b[39m | \u001b[39m92.08    \u001b[39m | \u001b[39m13.96    \u001b[39m | \u001b[39m86.89    \u001b[39m | \u001b[39m81.01    \u001b[39m | \u001b[39m17.75    \u001b[39m | \u001b[39m0.1134   \u001b[39m | \u001b[39m0.7426   \u001b[39m | \u001b[39m0.2035   \u001b[39m | \u001b[39m12.98    \u001b[39m | \u001b[39m4.889    \u001b[39m | \u001b[39m77.55    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:56:40,132 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.9217, R²: 0.3601\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m939      \u001b[39m | \u001b[39m-0.9217  \u001b[39m | \u001b[39m1.001e+04\u001b[39m | \u001b[39m21.75    \u001b[39m | \u001b[39m0.2731   \u001b[39m | \u001b[39m0.8444   \u001b[39m | \u001b[39m3.871    \u001b[39m | \u001b[39m1.878    \u001b[39m | \u001b[39m0.5804   \u001b[39m | \u001b[39m10.34    \u001b[39m | \u001b[39m3.069    \u001b[39m | \u001b[39m45.73    \u001b[39m | \u001b[39m0.5367   \u001b[39m | \u001b[39m0.5778   \u001b[39m | \u001b[39m49.89    \u001b[39m | \u001b[39m4.046    \u001b[39m | \u001b[39m15.59    \u001b[39m | \u001b[39m11.12    \u001b[39m | \u001b[39m0.7497   \u001b[39m | \u001b[39m0.3688   \u001b[39m | \u001b[39m81.26    \u001b[39m | \u001b[39m27.6     \u001b[39m | \u001b[39m0.4245   \u001b[39m | \u001b[39m0.1061   \u001b[39m | \u001b[39m0.6064   \u001b[39m | \u001b[39m125.8    \u001b[39m | \u001b[39m0.4867   \u001b[39m | \u001b[39m37.72    \u001b[39m | \u001b[39m33.63    \u001b[39m | \u001b[39m14.71    \u001b[39m | \u001b[39m84.62    \u001b[39m | \u001b[39m91.74    \u001b[39m | \u001b[39m18.19    \u001b[39m | \u001b[39m0.2086   \u001b[39m | \u001b[39m0.204    \u001b[39m | \u001b[39m2.731    \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m1.461    \u001b[39m | \u001b[39m18.33    \u001b[39m |\n"
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    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:56:41,097 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler',), RMSE: 0.8599, R²: 0.4431\n"
     ]
    },
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      "| \u001b[39m940      \u001b[39m | \u001b[39m-0.8599  \u001b[39m | \u001b[39m4.285e+04\u001b[39m | \u001b[39m25.21    \u001b[39m | \u001b[39m0.1852   \u001b[39m | \u001b[39m0.2668   \u001b[39m | \u001b[39m4.613    \u001b[39m | \u001b[39m3.143    \u001b[39m | \u001b[39m1.901    \u001b[39m | \u001b[39m27.78    \u001b[39m | \u001b[39m9.349    \u001b[39m | \u001b[39m10.28    \u001b[39m | \u001b[39m0.7163   \u001b[39m | \u001b[39m1.456    \u001b[39m | \u001b[39m33.02    \u001b[39m | \u001b[39m28.41    \u001b[39m | \u001b[39m5.52     \u001b[39m | \u001b[39m11.04    \u001b[39m | \u001b[39m0.7713   \u001b[39m | \u001b[39m0.1398   \u001b[39m | \u001b[39m84.31    \u001b[39m | \u001b[39m4.295    \u001b[39m | \u001b[39m0.008891 \u001b[39m | \u001b[39m0.865    \u001b[39m | \u001b[39m0.9213   \u001b[39m | \u001b[39m12.69    \u001b[39m | \u001b[39m0.6346   \u001b[39m | \u001b[39m133.1    \u001b[39m | \u001b[39m93.81    \u001b[39m | \u001b[39m16.38    \u001b[39m | \u001b[39m90.28    \u001b[39m | \u001b[39m93.14    \u001b[39m | \u001b[39m13.14    \u001b[39m | \u001b[39m0.2921   \u001b[39m | \u001b[39m0.4228   \u001b[39m | \u001b[39m0.4749   \u001b[39m | \u001b[39m7.117    \u001b[39m | \u001b[39m2.603    \u001b[39m | \u001b[39m77.23    \u001b[39m |\n"
     ]
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      "2025-04-09 17:56:48,185 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.3751, R²: 0.8940\n"
     ]
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      "| \u001b[39m941      \u001b[39m | \u001b[39m-0.3751  \u001b[39m | \u001b[39m2.572e+04\u001b[39m | \u001b[39m26.5     \u001b[39m | \u001b[39m0.2882   \u001b[39m | \u001b[39m0.1926   \u001b[39m | \u001b[39m1.692    \u001b[39m | \u001b[39m4.547    \u001b[39m | \u001b[39m2.944    \u001b[39m | \u001b[39m18.72    \u001b[39m | \u001b[39m9.538    \u001b[39m | \u001b[39m38.34    \u001b[39m | \u001b[39m4.832    \u001b[39m | \u001b[39m1.937    \u001b[39m | \u001b[39m12.55    \u001b[39m | \u001b[39m6.69     \u001b[39m | \u001b[39m17.98    \u001b[39m | \u001b[39m8.51     \u001b[39m | \u001b[39m0.8025   \u001b[39m | \u001b[39m0.343    \u001b[39m | \u001b[39m7.815    \u001b[39m | \u001b[39m14.52    \u001b[39m | \u001b[39m0.7548   \u001b[39m | \u001b[39m0.5017   \u001b[39m | \u001b[39m0.01375  \u001b[39m | \u001b[39m18.31    \u001b[39m | \u001b[39m0.5255   \u001b[39m | \u001b[39m76.8     \u001b[39m | \u001b[39m83.45    \u001b[39m | \u001b[39m5.022    \u001b[39m | \u001b[39m86.91    \u001b[39m | \u001b[39m89.75    \u001b[39m | \u001b[39m8.749    \u001b[39m | \u001b[39m0.3524   \u001b[39m | \u001b[39m0.7489   \u001b[39m | \u001b[39m0.8123   \u001b[39m | \u001b[39m12.64    \u001b[39m | \u001b[39m1.709    \u001b[39m | \u001b[39m90.9     \u001b[39m |\n"
     ]
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      "2025-04-09 17:56:49,169 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.1255, R²: 0.9881\n"
     ]
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      "| \u001b[39m942      \u001b[39m | \u001b[39m-0.1255  \u001b[39m | \u001b[39m2.378e+04\u001b[39m | \u001b[39m48.26    \u001b[39m | \u001b[39m0.1207   \u001b[39m | \u001b[39m0.9718   \u001b[39m | \u001b[39m4.322    \u001b[39m | \u001b[39m4.348    \u001b[39m | \u001b[39m0.5166   \u001b[39m | \u001b[39m62.81    \u001b[39m | \u001b[39m5.897    \u001b[39m | \u001b[39m28.8     \u001b[39m | \u001b[39m9.033    \u001b[39m | \u001b[39m1.273    \u001b[39m | \u001b[39m20.76    \u001b[39m | \u001b[39m23.94    \u001b[39m | \u001b[39m9.362    \u001b[39m | \u001b[39m7.719    \u001b[39m | \u001b[39m0.6601   \u001b[39m | \u001b[39m0.2762   \u001b[39m | \u001b[39m50.6     \u001b[39m | \u001b[39m20.8     \u001b[39m | \u001b[39m0.8567   \u001b[39m | \u001b[39m0.4161   \u001b[39m | \u001b[39m0.2301   \u001b[39m | \u001b[39m139.6    \u001b[39m | \u001b[39m0.1829   \u001b[39m | \u001b[39m145.4    \u001b[39m | \u001b[39m93.23    \u001b[39m | \u001b[39m6.775    \u001b[39m | \u001b[39m83.92    \u001b[39m | \u001b[39m80.65    \u001b[39m | \u001b[39m20.05    \u001b[39m | \u001b[39m0.3741   \u001b[39m | \u001b[39m0.7566   \u001b[39m | \u001b[39m2.089    \u001b[39m | \u001b[39m9.971    \u001b[39m | \u001b[39m4.494    \u001b[39m | \u001b[39m73.05    \u001b[39m |\n"
     ]
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      "2025-04-09 17:56:54,824 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.6889, R²: 0.6425\n"
     ]
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      "| \u001b[39m943      \u001b[39m | \u001b[39m-0.6889  \u001b[39m | \u001b[39m4.265e+04\u001b[39m | \u001b[39m19.87    \u001b[39m | \u001b[39m0.2693   \u001b[39m | \u001b[39m0.981    \u001b[39m | \u001b[39m4.595    \u001b[39m | \u001b[39m4.073    \u001b[39m | \u001b[39m0.5136   \u001b[39m | \u001b[39m80.92    \u001b[39m | \u001b[39m3.282    \u001b[39m | \u001b[39m9.126    \u001b[39m | \u001b[39m9.983    \u001b[39m | \u001b[39m2.331    \u001b[39m | \u001b[39m21.5     \u001b[39m | \u001b[39m3.556    \u001b[39m | \u001b[39m19.96    \u001b[39m | \u001b[39m10.04    \u001b[39m | \u001b[39m0.891    \u001b[39m | \u001b[39m0.2211   \u001b[39m | \u001b[39m3.601    \u001b[39m | \u001b[39m35.47    \u001b[39m | \u001b[39m0.5001   \u001b[39m | \u001b[39m0.1989   \u001b[39m | \u001b[39m0.6384   \u001b[39m | \u001b[39m26.84    \u001b[39m | \u001b[39m0.9146   \u001b[39m | \u001b[39m95.02    \u001b[39m | \u001b[39m90.15    \u001b[39m | \u001b[39m6.426    \u001b[39m | \u001b[39m82.68    \u001b[39m | \u001b[39m78.68    \u001b[39m | \u001b[39m17.0     \u001b[39m | \u001b[39m0.05628  \u001b[39m | \u001b[39m0.8147   \u001b[39m | \u001b[39m1.799    \u001b[39m | \u001b[39m12.29    \u001b[39m | \u001b[39m4.978    \u001b[39m | \u001b[39m33.73    \u001b[39m |\n"
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      "2025-04-09 17:56:55,957 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 0.3341, R²: 0.9159\n"
     ]
    },
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     "text": [
      "| \u001b[39m944      \u001b[39m | \u001b[39m-0.3341  \u001b[39m | \u001b[39m2.222e+04\u001b[39m | \u001b[39m33.29    \u001b[39m | \u001b[39m0.02571  \u001b[39m | \u001b[39m0.3331   \u001b[39m | \u001b[39m2.353    \u001b[39m | \u001b[39m1.866    \u001b[39m | \u001b[39m0.9803   \u001b[39m | \u001b[39m41.19    \u001b[39m | \u001b[39m5.307    \u001b[39m | \u001b[39m27.15    \u001b[39m | \u001b[39m2.547    \u001b[39m | \u001b[39m0.3413   \u001b[39m | \u001b[39m37.09    \u001b[39m | \u001b[39m24.17    \u001b[39m | \u001b[39m8.269    \u001b[39m | \u001b[39m8.9      \u001b[39m | \u001b[39m0.9713   \u001b[39m | \u001b[39m0.06976  \u001b[39m | \u001b[39m49.03    \u001b[39m | \u001b[39m24.36    \u001b[39m | \u001b[39m0.8717   \u001b[39m | \u001b[39m0.3942   \u001b[39m | \u001b[39m0.7727   \u001b[39m | \u001b[39m162.3    \u001b[39m | \u001b[39m0.9565   \u001b[39m | \u001b[39m19.97    \u001b[39m | \u001b[39m8.689    \u001b[39m | \u001b[39m8.459    \u001b[39m | \u001b[39m86.14    \u001b[39m | \u001b[39m91.99    \u001b[39m | \u001b[39m13.69    \u001b[39m | \u001b[39m0.2948   \u001b[39m | \u001b[39m0.824    \u001b[39m | \u001b[39m0.9847   \u001b[39m | \u001b[39m11.71    \u001b[39m | \u001b[39m3.266    \u001b[39m | \u001b[39m24.06    \u001b[39m |\n"
     ]
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      "2025-04-09 17:56:56,958 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.4058, R²: 0.8759\n"
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     "output_type": "stream",
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      "| \u001b[39m945      \u001b[39m | \u001b[39m-0.4058  \u001b[39m | \u001b[39m7.186e+04\u001b[39m | \u001b[39m29.9     \u001b[39m | \u001b[39m0.04476  \u001b[39m | \u001b[39m0.476    \u001b[39m | \u001b[39m1.396    \u001b[39m | \u001b[39m3.533    \u001b[39m | \u001b[39m2.727    \u001b[39m | \u001b[39m55.95    \u001b[39m | \u001b[39m4.184    \u001b[39m | \u001b[39m8.503    \u001b[39m | \u001b[39m7.928    \u001b[39m | \u001b[39m0.5657   \u001b[39m | \u001b[39m20.09    \u001b[39m | \u001b[39m12.11    \u001b[39m | \u001b[39m21.69    \u001b[39m | \u001b[39m9.142    \u001b[39m | \u001b[39m0.6179   \u001b[39m | \u001b[39m0.07415  \u001b[39m | \u001b[39m85.12    \u001b[39m | \u001b[39m22.72    \u001b[39m | \u001b[39m0.9306   \u001b[39m | \u001b[39m0.8994   \u001b[39m | \u001b[39m0.7424   \u001b[39m | \u001b[39m77.16    \u001b[39m | \u001b[39m0.3288   \u001b[39m | \u001b[39m25.76    \u001b[39m | \u001b[39m57.36    \u001b[39m | \u001b[39m9.109    \u001b[39m | \u001b[39m82.92    \u001b[39m | \u001b[39m76.04    \u001b[39m | \u001b[39m17.98    \u001b[39m | \u001b[39m0.5795   \u001b[39m | \u001b[39m0.805    \u001b[39m | \u001b[39m2.313    \u001b[39m | \u001b[39m12.57    \u001b[39m | \u001b[39m3.36     \u001b[39m | \u001b[39m26.02    \u001b[39m |\n"
     ]
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      "2025-04-09 17:57:02,860 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.4606, R²: 0.8402\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m946      \u001b[39m | \u001b[39m-0.4606  \u001b[39m | \u001b[39m2.339e+04\u001b[39m | \u001b[39m40.03    \u001b[39m | \u001b[39m0.1884   \u001b[39m | \u001b[39m0.5358   \u001b[39m | \u001b[39m1.47     \u001b[39m | \u001b[39m1.736    \u001b[39m | \u001b[39m2.575    \u001b[39m | \u001b[39m21.52    \u001b[39m | \u001b[39m6.62     \u001b[39m | \u001b[39m18.83    \u001b[39m | \u001b[39m8.586    \u001b[39m | \u001b[39m2.857    \u001b[39m | \u001b[39m37.99    \u001b[39m | \u001b[39m13.68    \u001b[39m | \u001b[39m28.82    \u001b[39m | \u001b[39m8.011    \u001b[39m | \u001b[39m0.7938   \u001b[39m | \u001b[39m0.01485  \u001b[39m | \u001b[39m15.16    \u001b[39m | \u001b[39m27.81    \u001b[39m | \u001b[39m0.206    \u001b[39m | \u001b[39m0.1794   \u001b[39m | \u001b[39m0.4418   \u001b[39m | \u001b[39m26.47    \u001b[39m | \u001b[39m0.4422   \u001b[39m | \u001b[39m54.08    \u001b[39m | \u001b[39m50.19    \u001b[39m | \u001b[39m17.57    \u001b[39m | \u001b[39m86.08    \u001b[39m | \u001b[39m88.51    \u001b[39m | \u001b[39m15.72    \u001b[39m | \u001b[39m0.4357   \u001b[39m | \u001b[39m0.9538   \u001b[39m | \u001b[39m1.348    \u001b[39m | \u001b[39m11.04    \u001b[39m | \u001b[39m3.312    \u001b[39m | \u001b[39m62.55    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:57:03,839 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2888, R²: 0.9372\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m947      \u001b[39m | \u001b[39m-0.2888  \u001b[39m | \u001b[39m7.491e+04\u001b[39m | \u001b[39m25.38    \u001b[39m | \u001b[39m0.0802   \u001b[39m | \u001b[39m0.1142   \u001b[39m | \u001b[39m3.96     \u001b[39m | \u001b[39m1.814    \u001b[39m | \u001b[39m2.02     \u001b[39m | \u001b[39m23.03    \u001b[39m | \u001b[39m2.366    \u001b[39m | \u001b[39m17.71    \u001b[39m | \u001b[39m4.408    \u001b[39m | \u001b[39m3.632    \u001b[39m | \u001b[39m22.47    \u001b[39m | \u001b[39m21.87    \u001b[39m | \u001b[39m27.93    \u001b[39m | \u001b[39m10.94    \u001b[39m | \u001b[39m0.8171   \u001b[39m | \u001b[39m0.1698   \u001b[39m | \u001b[39m75.96    \u001b[39m | \u001b[39m36.31    \u001b[39m | \u001b[39m0.344    \u001b[39m | \u001b[39m0.8678   \u001b[39m | \u001b[39m0.656    \u001b[39m | \u001b[39m112.6    \u001b[39m | \u001b[39m0.3915   \u001b[39m | \u001b[39m172.3    \u001b[39m | \u001b[39m78.86    \u001b[39m | \u001b[39m8.896    \u001b[39m | \u001b[39m90.13    \u001b[39m | \u001b[39m85.47    \u001b[39m | \u001b[39m6.184    \u001b[39m | \u001b[39m0.04904  \u001b[39m | \u001b[39m0.2555   \u001b[39m | \u001b[39m0.371    \u001b[39m | \u001b[39m9.443    \u001b[39m | \u001b[39m2.092    \u001b[39m | \u001b[39m11.0     \u001b[39m |\n"
     ]
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     "output_type": "stream",
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      "2025-04-09 17:57:04,751 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0916, R²: 0.9937\n"
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      "| \u001b[39m948      \u001b[39m | \u001b[39m-0.0916  \u001b[39m | \u001b[39m4.665e+04\u001b[39m | \u001b[39m25.24    \u001b[39m | \u001b[39m0.2509   \u001b[39m | \u001b[39m0.932    \u001b[39m | \u001b[39m2.547    \u001b[39m | \u001b[39m2.131    \u001b[39m | \u001b[39m0.7385   \u001b[39m | \u001b[39m21.48    \u001b[39m | \u001b[39m3.111    \u001b[39m | \u001b[39m40.96    \u001b[39m | \u001b[39m7.333    \u001b[39m | \u001b[39m3.612    \u001b[39m | \u001b[39m45.86    \u001b[39m | \u001b[39m15.24    \u001b[39m | \u001b[39m19.76    \u001b[39m | \u001b[39m10.35    \u001b[39m | \u001b[39m0.7723   \u001b[39m | \u001b[39m0.09585  \u001b[39m | \u001b[39m24.71    \u001b[39m | \u001b[39m17.42    \u001b[39m | \u001b[39m0.3462   \u001b[39m | \u001b[39m0.01845  \u001b[39m | \u001b[39m0.3721   \u001b[39m | \u001b[39m36.34    \u001b[39m | \u001b[39m0.7298   \u001b[39m | \u001b[39m179.0    \u001b[39m | \u001b[39m35.94    \u001b[39m | \u001b[39m7.452    \u001b[39m | \u001b[39m94.42    \u001b[39m | \u001b[39m77.88    \u001b[39m | \u001b[39m17.67    \u001b[39m | \u001b[39m0.4525   \u001b[39m | \u001b[39m0.8688   \u001b[39m | \u001b[39m1.522    \u001b[39m | \u001b[39m10.02    \u001b[39m | \u001b[39m4.142    \u001b[39m | \u001b[39m83.87    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:57:11,207 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 1.0439, R²: 0.1792\n"
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    },
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      "| \u001b[39m949      \u001b[39m | \u001b[39m-1.044   \u001b[39m | \u001b[39m6.772e+04\u001b[39m | \u001b[39m15.86    \u001b[39m | \u001b[39m0.2092   \u001b[39m | \u001b[39m0.7743   \u001b[39m | \u001b[39m2.581    \u001b[39m | \u001b[39m1.512    \u001b[39m | \u001b[39m1.499    \u001b[39m | \u001b[39m22.24    \u001b[39m | \u001b[39m4.083    \u001b[39m | \u001b[39m9.442    \u001b[39m | \u001b[39m1.049    \u001b[39m | \u001b[39m2.019    \u001b[39m | \u001b[39m13.0     \u001b[39m | \u001b[39m10.49    \u001b[39m | \u001b[39m6.439    \u001b[39m | \u001b[39m12.88    \u001b[39m | \u001b[39m0.6744   \u001b[39m | \u001b[39m0.17     \u001b[39m | \u001b[39m77.12    \u001b[39m | \u001b[39m1.596    \u001b[39m | \u001b[39m0.7024   \u001b[39m | \u001b[39m0.5906   \u001b[39m | \u001b[39m0.3195   \u001b[39m | \u001b[39m155.9    \u001b[39m | \u001b[39m0.7207   \u001b[39m | \u001b[39m194.6    \u001b[39m | \u001b[39m53.96    \u001b[39m | \u001b[39m6.793    \u001b[39m | \u001b[39m86.28    \u001b[39m | \u001b[39m93.86    \u001b[39m | \u001b[39m22.31    \u001b[39m | \u001b[39m0.2278   \u001b[39m | \u001b[39m0.9131   \u001b[39m | \u001b[39m0.7497   \u001b[39m | \u001b[39m12.19    \u001b[39m | \u001b[39m2.504    \u001b[39m | \u001b[39m30.35    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:57:17,016 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'robust_scaler'), RMSE: 1.0559, R²: 0.1601\n"
     ]
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      "| \u001b[39m950      \u001b[39m | \u001b[39m-1.056   \u001b[39m | \u001b[39m5.21e+04 \u001b[39m | \u001b[39m34.13    \u001b[39m | \u001b[39m0.1111   \u001b[39m | \u001b[39m0.874    \u001b[39m | \u001b[39m2.933    \u001b[39m | \u001b[39m2.252    \u001b[39m | \u001b[39m2.663    \u001b[39m | \u001b[39m65.47    \u001b[39m | \u001b[39m4.45     \u001b[39m | \u001b[39m9.185    \u001b[39m | \u001b[39m2.78     \u001b[39m | \u001b[39m2.487    \u001b[39m | \u001b[39m47.99    \u001b[39m | \u001b[39m26.3     \u001b[39m | \u001b[39m16.2     \u001b[39m | \u001b[39m7.786    \u001b[39m | \u001b[39m0.8599   \u001b[39m | \u001b[39m0.1826   \u001b[39m | \u001b[39m92.11    \u001b[39m | \u001b[39m23.96    \u001b[39m | \u001b[39m0.9393   \u001b[39m | \u001b[39m0.6688   \u001b[39m | \u001b[39m0.9621   \u001b[39m | \u001b[39m115.2    \u001b[39m | \u001b[39m0.6931   \u001b[39m | \u001b[39m194.1    \u001b[39m | \u001b[39m86.11    \u001b[39m | \u001b[39m7.559    \u001b[39m | \u001b[39m92.6     \u001b[39m | \u001b[39m78.19    \u001b[39m | \u001b[39m11.1     \u001b[39m | \u001b[39m0.9172   \u001b[39m | \u001b[39m0.1239   \u001b[39m | \u001b[39m1.586    \u001b[39m | \u001b[39m8.397    \u001b[39m | \u001b[39m2.549    \u001b[39m | \u001b[39m95.55    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:57:23,670 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.8949, R²: 0.3967\n"
     ]
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      "| \u001b[39m951      \u001b[39m | \u001b[39m-0.8949  \u001b[39m | \u001b[39m9.176e+04\u001b[39m | \u001b[39m29.31    \u001b[39m | \u001b[39m0.2491   \u001b[39m | \u001b[39m0.4178   \u001b[39m | \u001b[39m4.353    \u001b[39m | \u001b[39m2.649    \u001b[39m | \u001b[39m1.772    \u001b[39m | \u001b[39m99.72    \u001b[39m | \u001b[39m8.627    \u001b[39m | \u001b[39m48.31    \u001b[39m | \u001b[39m6.118    \u001b[39m | \u001b[39m3.71     \u001b[39m | \u001b[39m28.52    \u001b[39m | \u001b[39m21.59    \u001b[39m | \u001b[39m15.38    \u001b[39m | \u001b[39m8.65     \u001b[39m | \u001b[39m0.9013   \u001b[39m | \u001b[39m0.0755   \u001b[39m | \u001b[39m9.786    \u001b[39m | \u001b[39m26.48    \u001b[39m | \u001b[39m0.2977   \u001b[39m | \u001b[39m0.57     \u001b[39m | \u001b[39m0.0933   \u001b[39m | \u001b[39m70.25    \u001b[39m | \u001b[39m0.8447   \u001b[39m | \u001b[39m119.2    \u001b[39m | \u001b[39m89.04    \u001b[39m | \u001b[39m10.31    \u001b[39m | \u001b[39m81.88    \u001b[39m | \u001b[39m92.26    \u001b[39m | \u001b[39m18.03    \u001b[39m | \u001b[39m0.3355   \u001b[39m | \u001b[39m0.2894   \u001b[39m | \u001b[39m0.859    \u001b[39m | \u001b[39m11.4     \u001b[39m | \u001b[39m3.448    \u001b[39m | \u001b[39m32.26    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:57:28,874 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 0.8498, R²: 0.4561\n"
     ]
    },
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      "| \u001b[39m952      \u001b[39m | \u001b[39m-0.8498  \u001b[39m | \u001b[39m7.175e+04\u001b[39m | \u001b[39m12.22    \u001b[39m | \u001b[39m0.1549   \u001b[39m | \u001b[39m0.1034   \u001b[39m | \u001b[39m4.735    \u001b[39m | \u001b[39m3.576    \u001b[39m | \u001b[39m1.161    \u001b[39m | \u001b[39m79.62    \u001b[39m | \u001b[39m2.93     \u001b[39m | \u001b[39m42.59    \u001b[39m | \u001b[39m3.355    \u001b[39m | \u001b[39m3.518    \u001b[39m | \u001b[39m37.39    \u001b[39m | \u001b[39m13.03    \u001b[39m | \u001b[39m29.91    \u001b[39m | \u001b[39m11.89    \u001b[39m | \u001b[39m0.6427   \u001b[39m | \u001b[39m0.2438   \u001b[39m | \u001b[39m24.2     \u001b[39m | \u001b[39m8.742    \u001b[39m | \u001b[39m0.288    \u001b[39m | \u001b[39m0.7515   \u001b[39m | \u001b[39m0.006101 \u001b[39m | \u001b[39m108.6    \u001b[39m | \u001b[39m0.2027   \u001b[39m | \u001b[39m185.9    \u001b[39m | \u001b[39m41.16    \u001b[39m | \u001b[39m14.07    \u001b[39m | \u001b[39m91.39    \u001b[39m | \u001b[39m91.12    \u001b[39m | \u001b[39m5.341    \u001b[39m | \u001b[39m0.2382   \u001b[39m | \u001b[39m0.04424  \u001b[39m | \u001b[39m0.4139   \u001b[39m | \u001b[39m10.37    \u001b[39m | \u001b[39m4.263    \u001b[39m | \u001b[39m37.5     \u001b[39m |\n"
     ]
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      "2025-04-09 17:57:30,054 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2187, R²: 0.9640\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m953      \u001b[39m | \u001b[39m-0.2187  \u001b[39m | \u001b[39m1.373e+04\u001b[39m | \u001b[39m36.16    \u001b[39m | \u001b[39m0.1925   \u001b[39m | \u001b[39m0.7668   \u001b[39m | \u001b[39m1.396    \u001b[39m | \u001b[39m3.736    \u001b[39m | \u001b[39m0.5684   \u001b[39m | \u001b[39m74.1     \u001b[39m | \u001b[39m8.263    \u001b[39m | \u001b[39m43.45    \u001b[39m | \u001b[39m4.477    \u001b[39m | \u001b[39m0.2065   \u001b[39m | \u001b[39m40.17    \u001b[39m | \u001b[39m5.923    \u001b[39m | \u001b[39m9.049    \u001b[39m | \u001b[39m9.013    \u001b[39m | \u001b[39m0.6266   \u001b[39m | \u001b[39m0.3154   \u001b[39m | \u001b[39m56.63    \u001b[39m | \u001b[39m10.9     \u001b[39m | \u001b[39m0.238    \u001b[39m | \u001b[39m0.6703   \u001b[39m | \u001b[39m0.2349   \u001b[39m | \u001b[39m91.75    \u001b[39m | \u001b[39m0.8321   \u001b[39m | \u001b[39m11.91    \u001b[39m | \u001b[39m47.39    \u001b[39m | \u001b[39m16.67    \u001b[39m | \u001b[39m84.08    \u001b[39m | \u001b[39m82.57    \u001b[39m | \u001b[39m21.72    \u001b[39m | \u001b[39m0.07072  \u001b[39m | \u001b[39m0.8731   \u001b[39m | \u001b[39m2.933    \u001b[39m | \u001b[39m12.36    \u001b[39m | \u001b[39m1.636    \u001b[39m | \u001b[39m42.43    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:57:34,427 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8011, R²: 0.5166\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m954      \u001b[39m | \u001b[39m-0.8011  \u001b[39m | \u001b[39m5.319e+04\u001b[39m | \u001b[39m40.49    \u001b[39m | \u001b[39m0.2702   \u001b[39m | \u001b[39m0.8091   \u001b[39m | \u001b[39m1.308    \u001b[39m | \u001b[39m4.605    \u001b[39m | \u001b[39m2.986    \u001b[39m | \u001b[39m93.98    \u001b[39m | \u001b[39m9.901    \u001b[39m | \u001b[39m48.12    \u001b[39m | \u001b[39m3.124    \u001b[39m | \u001b[39m3.386    \u001b[39m | \u001b[39m26.31    \u001b[39m | \u001b[39m24.46    \u001b[39m | \u001b[39m29.0     \u001b[39m | \u001b[39m7.824    \u001b[39m | \u001b[39m0.8335   \u001b[39m | \u001b[39m0.1599   \u001b[39m | \u001b[39m65.0     \u001b[39m | \u001b[39m32.78    \u001b[39m | \u001b[39m0.9671   \u001b[39m | \u001b[39m0.02311  \u001b[39m | \u001b[39m0.9565   \u001b[39m | \u001b[39m14.82    \u001b[39m | \u001b[39m0.8507   \u001b[39m | \u001b[39m169.1    \u001b[39m | \u001b[39m54.56    \u001b[39m | \u001b[39m17.41    \u001b[39m | \u001b[39m83.17    \u001b[39m | \u001b[39m85.11    \u001b[39m | \u001b[39m9.868    \u001b[39m | \u001b[39m0.4096   \u001b[39m | \u001b[39m0.1039   \u001b[39m | \u001b[39m0.3619   \u001b[39m | \u001b[39m11.09    \u001b[39m | \u001b[39m4.191    \u001b[39m | \u001b[39m97.95    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:57:35,567 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'autoscale'), RMSE: 0.2055, R²: 0.9682\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m955      \u001b[39m | \u001b[39m-0.2055  \u001b[39m | \u001b[39m7.444e+03\u001b[39m | \u001b[39m28.32    \u001b[39m | \u001b[39m0.07814  \u001b[39m | \u001b[39m0.2527   \u001b[39m | \u001b[39m4.39     \u001b[39m | \u001b[39m1.695    \u001b[39m | \u001b[39m2.781    \u001b[39m | \u001b[39m79.82    \u001b[39m | \u001b[39m6.395    \u001b[39m | \u001b[39m46.84    \u001b[39m | \u001b[39m4.822    \u001b[39m | \u001b[39m2.805    \u001b[39m | \u001b[39m49.93    \u001b[39m | \u001b[39m29.82    \u001b[39m | \u001b[39m23.29    \u001b[39m | \u001b[39m8.232    \u001b[39m | \u001b[39m0.9103   \u001b[39m | \u001b[39m0.07542  \u001b[39m | \u001b[39m88.75    \u001b[39m | \u001b[39m14.04    \u001b[39m | \u001b[39m0.4534   \u001b[39m | \u001b[39m0.6117   \u001b[39m | \u001b[39m0.8346   \u001b[39m | \u001b[39m197.0    \u001b[39m | \u001b[39m0.09705  \u001b[39m | \u001b[39m180.2    \u001b[39m | \u001b[39m34.02    \u001b[39m | \u001b[39m13.17    \u001b[39m | \u001b[39m81.02    \u001b[39m | \u001b[39m88.53    \u001b[39m | \u001b[39m6.282    \u001b[39m | \u001b[39m0.6787   \u001b[39m | \u001b[39m0.4473   \u001b[39m | \u001b[39m1.585    \u001b[39m | \u001b[39m11.99    \u001b[39m | \u001b[39m3.906    \u001b[39m | \u001b[39m21.54    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:57:40,466 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.3701, R²: 0.8968\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m956      \u001b[39m | \u001b[39m-0.3701  \u001b[39m | \u001b[39m1.76e+04 \u001b[39m | \u001b[39m40.4     \u001b[39m | \u001b[39m0.1966   \u001b[39m | \u001b[39m0.3527   \u001b[39m | \u001b[39m1.321    \u001b[39m | \u001b[39m2.602    \u001b[39m | \u001b[39m1.69     \u001b[39m | \u001b[39m99.28    \u001b[39m | \u001b[39m9.127    \u001b[39m | \u001b[39m25.79    \u001b[39m | \u001b[39m1.471    \u001b[39m | \u001b[39m0.5283   \u001b[39m | \u001b[39m32.39    \u001b[39m | \u001b[39m12.19    \u001b[39m | \u001b[39m10.29    \u001b[39m | \u001b[39m10.64    \u001b[39m | \u001b[39m0.7831   \u001b[39m | \u001b[39m0.1071   \u001b[39m | \u001b[39m79.11    \u001b[39m | \u001b[39m8.303    \u001b[39m | \u001b[39m0.569    \u001b[39m | \u001b[39m0.577    \u001b[39m | \u001b[39m0.3636   \u001b[39m | \u001b[39m12.38    \u001b[39m | \u001b[39m0.7811   \u001b[39m | \u001b[39m56.99    \u001b[39m | \u001b[39m66.17    \u001b[39m | \u001b[39m15.8     \u001b[39m | \u001b[39m89.08    \u001b[39m | \u001b[39m78.2     \u001b[39m | \u001b[39m18.03    \u001b[39m | \u001b[39m0.488    \u001b[39m | \u001b[39m0.2145   \u001b[39m | \u001b[39m1.268    \u001b[39m | \u001b[39m12.63    \u001b[39m | \u001b[39m3.778    \u001b[39m | \u001b[39m84.49    \u001b[39m |\n"
     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:57:41,566 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1542, R²: -0.0034\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m957      \u001b[39m | \u001b[39m-1.154   \u001b[39m | \u001b[39m3.052e+04\u001b[39m | \u001b[39m10.22    \u001b[39m | \u001b[39m0.2578   \u001b[39m | \u001b[39m0.5255   \u001b[39m | \u001b[39m3.488    \u001b[39m | \u001b[39m2.172    \u001b[39m | \u001b[39m1.597    \u001b[39m | \u001b[39m78.49    \u001b[39m | \u001b[39m3.893    \u001b[39m | \u001b[39m15.69    \u001b[39m | \u001b[39m5.651    \u001b[39m | \u001b[39m2.975    \u001b[39m | \u001b[39m41.46    \u001b[39m | \u001b[39m4.974    \u001b[39m | \u001b[39m20.47    \u001b[39m | \u001b[39m10.01    \u001b[39m | \u001b[39m0.9587   \u001b[39m | \u001b[39m0.02902  \u001b[39m | \u001b[39m23.24    \u001b[39m | \u001b[39m8.626    \u001b[39m | \u001b[39m0.0582   \u001b[39m | \u001b[39m0.7233   \u001b[39m | \u001b[39m0.181    \u001b[39m | \u001b[39m20.94    \u001b[39m | \u001b[39m0.4228   \u001b[39m | \u001b[39m109.5    \u001b[39m | \u001b[39m62.24    \u001b[39m | \u001b[39m16.52    \u001b[39m | \u001b[39m91.43    \u001b[39m | \u001b[39m91.39    \u001b[39m | \u001b[39m10.12    \u001b[39m | \u001b[39m0.5308   \u001b[39m | \u001b[39m0.8626   \u001b[39m | \u001b[39m1.667    \u001b[39m | \u001b[39m8.514    \u001b[39m | \u001b[39m1.631    \u001b[39m | \u001b[39m64.37    \u001b[39m |\n"
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    },
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     "output_type": "stream",
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      "2025-04-09 17:57:47,877 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.6446, R²: 0.6870\n"
     ]
    },
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      "| \u001b[39m958      \u001b[39m | \u001b[39m-0.6446  \u001b[39m | \u001b[39m2.396e+04\u001b[39m | \u001b[39m26.49    \u001b[39m | \u001b[39m0.02183  \u001b[39m | \u001b[39m0.6955   \u001b[39m | \u001b[39m4.857    \u001b[39m | \u001b[39m4.744    \u001b[39m | \u001b[39m2.695    \u001b[39m | \u001b[39m52.79    \u001b[39m | \u001b[39m5.813    \u001b[39m | \u001b[39m3.623    \u001b[39m | \u001b[39m9.782    \u001b[39m | \u001b[39m1.508    \u001b[39m | \u001b[39m35.36    \u001b[39m | \u001b[39m25.41    \u001b[39m | \u001b[39m8.661    \u001b[39m | \u001b[39m9.243    \u001b[39m | \u001b[39m0.808    \u001b[39m | \u001b[39m0.355    \u001b[39m | \u001b[39m43.02    \u001b[39m | \u001b[39m12.13    \u001b[39m | \u001b[39m0.7205   \u001b[39m | \u001b[39m0.6102   \u001b[39m | \u001b[39m0.3373   \u001b[39m | \u001b[39m182.6    \u001b[39m | \u001b[39m0.6095   \u001b[39m | \u001b[39m104.0    \u001b[39m | \u001b[39m5.631    \u001b[39m | \u001b[39m16.73    \u001b[39m | \u001b[39m94.89    \u001b[39m | \u001b[39m78.89    \u001b[39m | \u001b[39m16.29    \u001b[39m | \u001b[39m0.4399   \u001b[39m | \u001b[39m0.02495  \u001b[39m | \u001b[39m2.789    \u001b[39m | \u001b[39m9.512    \u001b[39m | \u001b[39m3.137    \u001b[39m | \u001b[39m4.642    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:57:53,175 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.9086, R²: 0.3781\n"
     ]
    },
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      "| \u001b[39m959      \u001b[39m | \u001b[39m-0.9086  \u001b[39m | \u001b[39m5.026e+04\u001b[39m | \u001b[39m30.74    \u001b[39m | \u001b[39m0.2935   \u001b[39m | \u001b[39m0.9438   \u001b[39m | \u001b[39m1.049    \u001b[39m | \u001b[39m4.35     \u001b[39m | \u001b[39m1.312    \u001b[39m | \u001b[39m96.73    \u001b[39m | \u001b[39m9.11     \u001b[39m | \u001b[39m20.08    \u001b[39m | \u001b[39m9.543    \u001b[39m | \u001b[39m0.576    \u001b[39m | \u001b[39m34.95    \u001b[39m | \u001b[39m15.39    \u001b[39m | \u001b[39m21.47    \u001b[39m | \u001b[39m10.2     \u001b[39m | \u001b[39m0.7436   \u001b[39m | \u001b[39m0.1131   \u001b[39m | \u001b[39m11.11    \u001b[39m | \u001b[39m26.34    \u001b[39m | \u001b[39m0.3696   \u001b[39m | \u001b[39m0.4115   \u001b[39m | \u001b[39m0.6205   \u001b[39m | \u001b[39m50.13    \u001b[39m | \u001b[39m0.09458  \u001b[39m | \u001b[39m30.24    \u001b[39m | \u001b[39m61.16    \u001b[39m | \u001b[39m16.88    \u001b[39m | \u001b[39m85.81    \u001b[39m | \u001b[39m80.53    \u001b[39m | \u001b[39m22.62    \u001b[39m | \u001b[39m0.8084   \u001b[39m | \u001b[39m0.8164   \u001b[39m | \u001b[39m2.255    \u001b[39m | \u001b[39m10.41    \u001b[39m | \u001b[39m3.063    \u001b[39m | \u001b[39m73.88    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:57:54,416 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.2810, R²: 0.9405\n"
     ]
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      "| \u001b[39m960      \u001b[39m | \u001b[39m-0.281   \u001b[39m | \u001b[39m2.09e+04 \u001b[39m | \u001b[39m41.27    \u001b[39m | \u001b[39m0.1865   \u001b[39m | \u001b[39m0.431    \u001b[39m | \u001b[39m3.126    \u001b[39m | \u001b[39m2.971    \u001b[39m | \u001b[39m0.105    \u001b[39m | \u001b[39m10.47    \u001b[39m | \u001b[39m2.26     \u001b[39m | \u001b[39m21.96    \u001b[39m | \u001b[39m1.976    \u001b[39m | \u001b[39m0.1526   \u001b[39m | \u001b[39m13.14    \u001b[39m | \u001b[39m23.51    \u001b[39m | \u001b[39m11.41    \u001b[39m | \u001b[39m7.016    \u001b[39m | \u001b[39m0.9974   \u001b[39m | \u001b[39m0.3048   \u001b[39m | \u001b[39m27.97    \u001b[39m | \u001b[39m12.26    \u001b[39m | \u001b[39m0.2738   \u001b[39m | \u001b[39m0.5125   \u001b[39m | \u001b[39m0.3544   \u001b[39m | \u001b[39m29.46    \u001b[39m | \u001b[39m0.0741   \u001b[39m | \u001b[39m131.0    \u001b[39m | \u001b[39m61.45    \u001b[39m | \u001b[39m10.85    \u001b[39m | \u001b[39m87.51    \u001b[39m | \u001b[39m77.57    \u001b[39m | \u001b[39m12.06    \u001b[39m | \u001b[39m0.9712   \u001b[39m | \u001b[39m0.5367   \u001b[39m | \u001b[39m1.048    \u001b[39m | \u001b[39m7.279    \u001b[39m | \u001b[39m2.938    \u001b[39m | \u001b[39m64.67    \u001b[39m |\n"
     ]
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      "2025-04-09 17:57:55,778 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'scaler'), RMSE: 0.1333, R²: 0.9866\n"
     ]
    },
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      "| \u001b[39m961      \u001b[39m | \u001b[39m-0.1333  \u001b[39m | \u001b[39m2.892e+04\u001b[39m | \u001b[39m34.39    \u001b[39m | \u001b[39m0.2778   \u001b[39m | \u001b[39m0.7898   \u001b[39m | \u001b[39m2.531    \u001b[39m | \u001b[39m2.769    \u001b[39m | \u001b[39m0.4849   \u001b[39m | \u001b[39m91.32    \u001b[39m | \u001b[39m4.94     \u001b[39m | \u001b[39m39.91    \u001b[39m | \u001b[39m3.623    \u001b[39m | \u001b[39m1.914    \u001b[39m | \u001b[39m37.78    \u001b[39m | \u001b[39m4.833    \u001b[39m | \u001b[39m27.25    \u001b[39m | \u001b[39m12.57    \u001b[39m | \u001b[39m0.9485   \u001b[39m | \u001b[39m0.3476   \u001b[39m | \u001b[39m5.154    \u001b[39m | \u001b[39m23.41    \u001b[39m | \u001b[39m0.8046   \u001b[39m | \u001b[39m0.5736   \u001b[39m | \u001b[39m0.8674   \u001b[39m | \u001b[39m128.0    \u001b[39m | \u001b[39m0.6619   \u001b[39m | \u001b[39m189.4    \u001b[39m | \u001b[39m18.24    \u001b[39m | \u001b[39m7.212    \u001b[39m | \u001b[39m80.5     \u001b[39m | \u001b[39m90.88    \u001b[39m | \u001b[39m14.04    \u001b[39m | \u001b[39m0.3191   \u001b[39m | \u001b[39m0.4752   \u001b[39m | \u001b[39m1.696    \u001b[39m | \u001b[39m12.03    \u001b[39m | \u001b[39m1.766    \u001b[39m | \u001b[39m35.39    \u001b[39m |\n"
     ]
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      "2025-04-09 17:57:56,769 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2823, R²: 0.9400\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m962      \u001b[39m | \u001b[39m-0.2823  \u001b[39m | \u001b[39m8.864e+04\u001b[39m | \u001b[39m43.7     \u001b[39m | \u001b[39m0.254    \u001b[39m | \u001b[39m0.7663   \u001b[39m | \u001b[39m4.14     \u001b[39m | \u001b[39m4.033    \u001b[39m | \u001b[39m1.027    \u001b[39m | \u001b[39m36.84    \u001b[39m | \u001b[39m9.922    \u001b[39m | \u001b[39m43.06    \u001b[39m | \u001b[39m0.3998   \u001b[39m | \u001b[39m2.088    \u001b[39m | \u001b[39m42.58    \u001b[39m | \u001b[39m16.68    \u001b[39m | \u001b[39m6.88     \u001b[39m | \u001b[39m12.55    \u001b[39m | \u001b[39m0.9809   \u001b[39m | \u001b[39m0.1674   \u001b[39m | \u001b[39m57.0     \u001b[39m | \u001b[39m6.832    \u001b[39m | \u001b[39m0.1587   \u001b[39m | \u001b[39m0.09623  \u001b[39m | \u001b[39m0.5444   \u001b[39m | \u001b[39m69.65    \u001b[39m | \u001b[39m0.775    \u001b[39m | \u001b[39m68.81    \u001b[39m | \u001b[39m66.68    \u001b[39m | \u001b[39m12.04    \u001b[39m | \u001b[39m84.47    \u001b[39m | \u001b[39m84.5     \u001b[39m | \u001b[39m19.23    \u001b[39m | \u001b[39m0.5159   \u001b[39m | \u001b[39m0.9198   \u001b[39m | \u001b[39m0.2464   \u001b[39m | \u001b[39m11.07    \u001b[39m | \u001b[39m1.239    \u001b[39m | \u001b[39m3.205    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:58:03,247 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2722, R²: 0.9442\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m963      \u001b[39m | \u001b[39m-0.2722  \u001b[39m | \u001b[39m5.034e+04\u001b[39m | \u001b[39m44.85    \u001b[39m | \u001b[39m0.2248   \u001b[39m | \u001b[39m0.9161   \u001b[39m | \u001b[39m3.416    \u001b[39m | \u001b[39m2.607    \u001b[39m | \u001b[39m2.031    \u001b[39m | \u001b[39m99.75    \u001b[39m | \u001b[39m6.486    \u001b[39m | \u001b[39m20.06    \u001b[39m | \u001b[39m0.276    \u001b[39m | \u001b[39m3.002    \u001b[39m | \u001b[39m36.91    \u001b[39m | \u001b[39m2.896    \u001b[39m | \u001b[39m14.6     \u001b[39m | \u001b[39m7.819    \u001b[39m | \u001b[39m0.7418   \u001b[39m | \u001b[39m0.07099  \u001b[39m | \u001b[39m66.89    \u001b[39m | \u001b[39m6.958    \u001b[39m | \u001b[39m0.4799   \u001b[39m | \u001b[39m0.7642   \u001b[39m | \u001b[39m0.3022   \u001b[39m | \u001b[39m86.98    \u001b[39m | \u001b[39m0.6427   \u001b[39m | \u001b[39m178.3    \u001b[39m | \u001b[39m49.89    \u001b[39m | \u001b[39m16.22    \u001b[39m | \u001b[39m89.21    \u001b[39m | \u001b[39m89.57    \u001b[39m | \u001b[39m17.47    \u001b[39m | \u001b[39m0.2388   \u001b[39m | \u001b[39m0.1361   \u001b[39m | \u001b[39m2.412    \u001b[39m | \u001b[39m7.415    \u001b[39m | \u001b[39m4.151    \u001b[39m | \u001b[39m17.18    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:04,515 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2652, R²: 0.9470\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m964      \u001b[39m | \u001b[39m-0.2652  \u001b[39m | \u001b[39m3.714e+04\u001b[39m | \u001b[39m25.48    \u001b[39m | \u001b[39m0.286    \u001b[39m | \u001b[39m0.6426   \u001b[39m | \u001b[39m1.801    \u001b[39m | \u001b[39m3.969    \u001b[39m | \u001b[39m0.8118   \u001b[39m | \u001b[39m10.27    \u001b[39m | \u001b[39m4.323    \u001b[39m | \u001b[39m2.321    \u001b[39m | \u001b[39m0.8493   \u001b[39m | \u001b[39m3.689    \u001b[39m | \u001b[39m46.31    \u001b[39m | \u001b[39m12.14    \u001b[39m | \u001b[39m20.89    \u001b[39m | \u001b[39m8.326    \u001b[39m | \u001b[39m0.97     \u001b[39m | \u001b[39m0.1663   \u001b[39m | \u001b[39m76.85    \u001b[39m | \u001b[39m28.75    \u001b[39m | \u001b[39m0.6359   \u001b[39m | \u001b[39m0.5817   \u001b[39m | \u001b[39m0.7798   \u001b[39m | \u001b[39m167.1    \u001b[39m | \u001b[39m0.06498  \u001b[39m | \u001b[39m11.01    \u001b[39m | \u001b[39m39.64    \u001b[39m | \u001b[39m9.433    \u001b[39m | \u001b[39m94.68    \u001b[39m | \u001b[39m83.95    \u001b[39m | \u001b[39m14.74    \u001b[39m | \u001b[39m0.8042   \u001b[39m | \u001b[39m0.3035   \u001b[39m | \u001b[39m1.697    \u001b[39m | \u001b[39m8.338    \u001b[39m | \u001b[39m4.769    \u001b[39m | \u001b[39m67.36    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:05,488 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1541, R²: -0.0033\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m965      \u001b[39m | \u001b[39m-1.154   \u001b[39m | \u001b[39m9.043e+04\u001b[39m | \u001b[39m20.36    \u001b[39m | \u001b[39m0.2592   \u001b[39m | \u001b[39m0.6626   \u001b[39m | \u001b[39m1.328    \u001b[39m | \u001b[39m4.433    \u001b[39m | \u001b[39m2.445    \u001b[39m | \u001b[39m86.78    \u001b[39m | \u001b[39m5.552    \u001b[39m | \u001b[39m22.31    \u001b[39m | \u001b[39m0.1639   \u001b[39m | \u001b[39m1.921    \u001b[39m | \u001b[39m41.03    \u001b[39m | \u001b[39m24.68    \u001b[39m | \u001b[39m16.18    \u001b[39m | \u001b[39m10.82    \u001b[39m | \u001b[39m0.791    \u001b[39m | \u001b[39m0.2137   \u001b[39m | \u001b[39m58.63    \u001b[39m | \u001b[39m19.85    \u001b[39m | \u001b[39m0.5757   \u001b[39m | \u001b[39m0.5946   \u001b[39m | \u001b[39m0.8337   \u001b[39m | \u001b[39m37.63    \u001b[39m | \u001b[39m0.5989   \u001b[39m | \u001b[39m121.1    \u001b[39m | \u001b[39m60.25    \u001b[39m | \u001b[39m17.24    \u001b[39m | \u001b[39m88.73    \u001b[39m | \u001b[39m80.66    \u001b[39m | \u001b[39m14.76    \u001b[39m | \u001b[39m0.6507   \u001b[39m | \u001b[39m0.7639   \u001b[39m | \u001b[39m2.051    \u001b[39m | \u001b[39m9.461    \u001b[39m | \u001b[39m1.819    \u001b[39m | \u001b[39m19.52    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:58:06,580 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7594, R²: 0.5656\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m966      \u001b[39m | \u001b[39m-0.7594  \u001b[39m | \u001b[39m3.874e+04\u001b[39m | \u001b[39m49.56    \u001b[39m | \u001b[39m0.275    \u001b[39m | \u001b[39m0.4337   \u001b[39m | \u001b[39m1.311    \u001b[39m | \u001b[39m3.34     \u001b[39m | \u001b[39m0.5159   \u001b[39m | \u001b[39m13.27    \u001b[39m | \u001b[39m5.666    \u001b[39m | \u001b[39m32.32    \u001b[39m | \u001b[39m1.555    \u001b[39m | \u001b[39m1.254    \u001b[39m | \u001b[39m42.01    \u001b[39m | \u001b[39m25.9     \u001b[39m | \u001b[39m28.21    \u001b[39m | \u001b[39m10.54    \u001b[39m | \u001b[39m0.752    \u001b[39m | \u001b[39m0.3791   \u001b[39m | \u001b[39m20.48    \u001b[39m | \u001b[39m33.3     \u001b[39m | \u001b[39m0.5406   \u001b[39m | \u001b[39m0.1817   \u001b[39m | \u001b[39m0.3515   \u001b[39m | \u001b[39m27.5     \u001b[39m | \u001b[39m0.7483   \u001b[39m | \u001b[39m34.98    \u001b[39m | \u001b[39m24.24    \u001b[39m | \u001b[39m11.27    \u001b[39m | \u001b[39m90.17    \u001b[39m | \u001b[39m87.97    \u001b[39m | \u001b[39m13.48    \u001b[39m | \u001b[39m0.9504   \u001b[39m | \u001b[39m0.3623   \u001b[39m | \u001b[39m1.106    \u001b[39m | \u001b[39m8.055    \u001b[39m | \u001b[39m4.095    \u001b[39m | \u001b[39m77.14    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:58:07,674 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'detrend'), RMSE: 0.8663, R²: 0.4348\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m967      \u001b[39m | \u001b[39m-0.8663  \u001b[39m | \u001b[39m8.547e+04\u001b[39m | \u001b[39m28.87    \u001b[39m | \u001b[39m0.2716   \u001b[39m | \u001b[39m0.3428   \u001b[39m | \u001b[39m2.704    \u001b[39m | \u001b[39m3.149    \u001b[39m | \u001b[39m2.856    \u001b[39m | \u001b[39m9.73     \u001b[39m | \u001b[39m2.298    \u001b[39m | \u001b[39m15.15    \u001b[39m | \u001b[39m5.881    \u001b[39m | \u001b[39m0.9191   \u001b[39m | \u001b[39m19.54    \u001b[39m | \u001b[39m10.45    \u001b[39m | \u001b[39m7.293    \u001b[39m | \u001b[39m10.14    \u001b[39m | \u001b[39m0.6184   \u001b[39m | \u001b[39m0.07203  \u001b[39m | \u001b[39m92.45    \u001b[39m | \u001b[39m10.43    \u001b[39m | \u001b[39m0.1514   \u001b[39m | \u001b[39m0.4062   \u001b[39m | \u001b[39m0.2643   \u001b[39m | \u001b[39m20.48    \u001b[39m | \u001b[39m0.5377   \u001b[39m | \u001b[39m179.2    \u001b[39m | \u001b[39m86.9     \u001b[39m | \u001b[39m13.31    \u001b[39m | \u001b[39m90.05    \u001b[39m | \u001b[39m84.11    \u001b[39m | \u001b[39m15.04    \u001b[39m | \u001b[39m0.4692   \u001b[39m | \u001b[39m0.8889   \u001b[39m | \u001b[39m1.818    \u001b[39m | \u001b[39m9.125    \u001b[39m | \u001b[39m3.913    \u001b[39m | \u001b[39m77.14    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:12,778 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1499, R²: 0.0039\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m968      \u001b[39m | \u001b[39m-1.15    \u001b[39m | \u001b[39m2.377e+04\u001b[39m | \u001b[39m29.61    \u001b[39m | \u001b[39m0.06139  \u001b[39m | \u001b[39m0.02971  \u001b[39m | \u001b[39m4.729    \u001b[39m | \u001b[39m4.614    \u001b[39m | \u001b[39m0.4317   \u001b[39m | \u001b[39m10.11    \u001b[39m | \u001b[39m8.281    \u001b[39m | \u001b[39m41.86    \u001b[39m | \u001b[39m6.927    \u001b[39m | \u001b[39m2.522    \u001b[39m | \u001b[39m2.84     \u001b[39m | \u001b[39m3.677    \u001b[39m | \u001b[39m24.73    \u001b[39m | \u001b[39m8.288    \u001b[39m | \u001b[39m0.7175   \u001b[39m | \u001b[39m0.2506   \u001b[39m | \u001b[39m65.59    \u001b[39m | \u001b[39m19.13    \u001b[39m | \u001b[39m0.6452   \u001b[39m | \u001b[39m0.03267  \u001b[39m | \u001b[39m0.4078   \u001b[39m | \u001b[39m43.45    \u001b[39m | \u001b[39m0.09224  \u001b[39m | \u001b[39m20.16    \u001b[39m | \u001b[39m6.641    \u001b[39m | \u001b[39m6.259    \u001b[39m | \u001b[39m86.12    \u001b[39m | \u001b[39m83.75    \u001b[39m | \u001b[39m9.217    \u001b[39m | \u001b[39m0.5175   \u001b[39m | \u001b[39m0.2251   \u001b[39m | \u001b[39m1.833    \u001b[39m | \u001b[39m12.92    \u001b[39m | \u001b[39m3.155    \u001b[39m | \u001b[39m27.42    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:13,630 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:58:13,720 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:58:13,811 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 17:58:13,811 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m969      \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m9.857e+04\u001b[39m | \u001b[39m15.75    \u001b[39m | \u001b[39m0.1086   \u001b[39m | \u001b[39m0.2414   \u001b[39m | \u001b[39m3.126    \u001b[39m | \u001b[39m1.733    \u001b[39m | \u001b[39m1.752    \u001b[39m | \u001b[39m93.18    \u001b[39m | \u001b[39m5.536    \u001b[39m | \u001b[39m23.88    \u001b[39m | \u001b[39m6.547    \u001b[39m | \u001b[39m0.2716   \u001b[39m | \u001b[39m29.15    \u001b[39m | \u001b[39m25.08    \u001b[39m | \u001b[39m11.1     \u001b[39m | \u001b[39m7.273    \u001b[39m | \u001b[39m0.996    \u001b[39m | \u001b[39m0.3536   \u001b[39m | \u001b[39m65.31    \u001b[39m | \u001b[39m27.18    \u001b[39m | \u001b[39m0.7935   \u001b[39m | \u001b[39m0.4337   \u001b[39m | \u001b[39m0.6973   \u001b[39m | \u001b[39m31.98    \u001b[39m | \u001b[39m0.003211 \u001b[39m | \u001b[39m183.4    \u001b[39m | \u001b[39m91.0     \u001b[39m | \u001b[39m11.67    \u001b[39m | \u001b[39m89.47    \u001b[39m | \u001b[39m83.29    \u001b[39m | \u001b[39m17.52    \u001b[39m | \u001b[39m0.1393   \u001b[39m | \u001b[39m0.8857   \u001b[39m | \u001b[39m1.484    \u001b[39m | \u001b[39m7.159    \u001b[39m | \u001b[39m4.942    \u001b[39m | \u001b[39m55.92    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:14,835 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1549, R²: -0.0046\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m970      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m9.318e+04\u001b[39m | \u001b[39m36.24    \u001b[39m | \u001b[39m0.01049  \u001b[39m | \u001b[39m0.7739   \u001b[39m | \u001b[39m2.777    \u001b[39m | \u001b[39m3.748    \u001b[39m | \u001b[39m0.867    \u001b[39m | \u001b[39m49.63    \u001b[39m | \u001b[39m1.35     \u001b[39m | \u001b[39m47.19    \u001b[39m | \u001b[39m3.715    \u001b[39m | \u001b[39m1.956    \u001b[39m | \u001b[39m22.29    \u001b[39m | \u001b[39m12.13    \u001b[39m | \u001b[39m15.01    \u001b[39m | \u001b[39m11.31    \u001b[39m | \u001b[39m0.7946   \u001b[39m | \u001b[39m0.05904  \u001b[39m | \u001b[39m80.94    \u001b[39m | \u001b[39m0.8914   \u001b[39m | \u001b[39m0.4474   \u001b[39m | \u001b[39m0.6401   \u001b[39m | \u001b[39m0.03141  \u001b[39m | \u001b[39m102.1    \u001b[39m | \u001b[39m0.358    \u001b[39m | \u001b[39m185.2    \u001b[39m | \u001b[39m52.58    \u001b[39m | \u001b[39m9.62     \u001b[39m | \u001b[39m83.53    \u001b[39m | \u001b[39m90.25    \u001b[39m | \u001b[39m13.29    \u001b[39m | \u001b[39m0.3298   \u001b[39m | \u001b[39m0.5321   \u001b[39m | \u001b[39m2.779    \u001b[39m | \u001b[39m8.956    \u001b[39m | \u001b[39m3.56     \u001b[39m | \u001b[39m45.96    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:16,320 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m971      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m4.538e+04\u001b[39m | \u001b[39m36.99    \u001b[39m | \u001b[39m0.237    \u001b[39m | \u001b[39m0.5043   \u001b[39m | \u001b[39m4.967    \u001b[39m | \u001b[39m2.443    \u001b[39m | \u001b[39m0.8687   \u001b[39m | \u001b[39m78.85    \u001b[39m | \u001b[39m5.838    \u001b[39m | \u001b[39m24.15    \u001b[39m | \u001b[39m5.013    \u001b[39m | \u001b[39m2.033    \u001b[39m | \u001b[39m49.1     \u001b[39m | \u001b[39m13.67    \u001b[39m | \u001b[39m27.41    \u001b[39m | \u001b[39m12.52    \u001b[39m | \u001b[39m0.8117   \u001b[39m | \u001b[39m0.05323  \u001b[39m | \u001b[39m36.16    \u001b[39m | \u001b[39m17.99    \u001b[39m | \u001b[39m0.124    \u001b[39m | \u001b[39m0.5032   \u001b[39m | \u001b[39m0.8849   \u001b[39m | \u001b[39m135.8    \u001b[39m | \u001b[39m0.2578   \u001b[39m | \u001b[39m171.5    \u001b[39m | \u001b[39m62.37    \u001b[39m | \u001b[39m8.988    \u001b[39m | \u001b[39m85.66    \u001b[39m | \u001b[39m75.28    \u001b[39m | \u001b[39m6.443    \u001b[39m | \u001b[39m0.4889   \u001b[39m | \u001b[39m0.5385   \u001b[39m | \u001b[39m2.187    \u001b[39m | \u001b[39m9.569    \u001b[39m | \u001b[39m1.147    \u001b[39m | \u001b[39m56.02    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:17,743 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2512, R²: 0.9525\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m972      \u001b[39m | \u001b[39m-0.2512  \u001b[39m | \u001b[39m6.057e+04\u001b[39m | \u001b[39m29.55    \u001b[39m | \u001b[39m0.1515   \u001b[39m | \u001b[39m0.0844   \u001b[39m | \u001b[39m3.383    \u001b[39m | \u001b[39m3.633    \u001b[39m | \u001b[39m2.225    \u001b[39m | \u001b[39m3.488    \u001b[39m | \u001b[39m1.657    \u001b[39m | \u001b[39m32.33    \u001b[39m | \u001b[39m7.934    \u001b[39m | \u001b[39m1.234    \u001b[39m | \u001b[39m44.52    \u001b[39m | \u001b[39m5.086    \u001b[39m | \u001b[39m22.04    \u001b[39m | \u001b[39m12.6     \u001b[39m | \u001b[39m0.7924   \u001b[39m | \u001b[39m0.08621  \u001b[39m | \u001b[39m33.89    \u001b[39m | \u001b[39m35.61    \u001b[39m | \u001b[39m0.9132   \u001b[39m | \u001b[39m0.7007   \u001b[39m | \u001b[39m0.7464   \u001b[39m | \u001b[39m19.68    \u001b[39m | \u001b[39m0.7732   \u001b[39m | \u001b[39m112.6    \u001b[39m | \u001b[39m23.74    \u001b[39m | \u001b[39m6.803    \u001b[39m | \u001b[39m82.94    \u001b[39m | \u001b[39m93.77    \u001b[39m | \u001b[39m11.52    \u001b[39m | \u001b[39m0.1294   \u001b[39m | \u001b[39m0.2346   \u001b[39m | \u001b[39m1.103    \u001b[39m | \u001b[39m12.17    \u001b[39m | \u001b[39m1.261    \u001b[39m | \u001b[39m95.49    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:19,148 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'globalscale'), RMSE: 0.2904, R²: 0.9365\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m973      \u001b[39m | \u001b[39m-0.2904  \u001b[39m | \u001b[39m4.363e+04\u001b[39m | \u001b[39m39.08    \u001b[39m | \u001b[39m0.05487  \u001b[39m | \u001b[39m0.7944   \u001b[39m | \u001b[39m1.195    \u001b[39m | \u001b[39m2.179    \u001b[39m | \u001b[39m1.737    \u001b[39m | \u001b[39m24.15    \u001b[39m | \u001b[39m3.339    \u001b[39m | \u001b[39m8.115    \u001b[39m | \u001b[39m3.863    \u001b[39m | \u001b[39m3.732    \u001b[39m | \u001b[39m23.86    \u001b[39m | \u001b[39m18.96    \u001b[39m | \u001b[39m20.1     \u001b[39m | \u001b[39m8.89     \u001b[39m | \u001b[39m0.8893   \u001b[39m | \u001b[39m0.1855   \u001b[39m | \u001b[39m73.68    \u001b[39m | \u001b[39m36.85    \u001b[39m | \u001b[39m0.7049   \u001b[39m | \u001b[39m0.3193   \u001b[39m | \u001b[39m0.09893  \u001b[39m | \u001b[39m161.5    \u001b[39m | \u001b[39m0.4547   \u001b[39m | \u001b[39m66.73    \u001b[39m | \u001b[39m1.878    \u001b[39m | \u001b[39m6.506    \u001b[39m | \u001b[39m88.96    \u001b[39m | \u001b[39m90.86    \u001b[39m | \u001b[39m21.72    \u001b[39m | \u001b[39m0.01339  \u001b[39m | \u001b[39m0.9163   \u001b[39m | \u001b[39m2.796    \u001b[39m | \u001b[39m9.46     \u001b[39m | \u001b[39m4.157    \u001b[39m | \u001b[39m76.2     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:20,207 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m974      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m5.643e+04\u001b[39m | \u001b[39m29.26    \u001b[39m | \u001b[39m0.1315   \u001b[39m | \u001b[39m0.8289   \u001b[39m | \u001b[39m1.119    \u001b[39m | \u001b[39m3.553    \u001b[39m | \u001b[39m1.434    \u001b[39m | \u001b[39m83.89    \u001b[39m | \u001b[39m6.666    \u001b[39m | \u001b[39m29.5     \u001b[39m | \u001b[39m9.292    \u001b[39m | \u001b[39m2.288    \u001b[39m | \u001b[39m47.02    \u001b[39m | \u001b[39m6.463    \u001b[39m | \u001b[39m15.88    \u001b[39m | \u001b[39m12.41    \u001b[39m | \u001b[39m0.7221   \u001b[39m | \u001b[39m0.3601   \u001b[39m | \u001b[39m85.58    \u001b[39m | \u001b[39m18.03    \u001b[39m | \u001b[39m0.6108   \u001b[39m | \u001b[39m0.5851   \u001b[39m | \u001b[39m0.8727   \u001b[39m | \u001b[39m122.7    \u001b[39m | \u001b[39m0.6627   \u001b[39m | \u001b[39m19.63    \u001b[39m | \u001b[39m24.36    \u001b[39m | \u001b[39m18.79    \u001b[39m | \u001b[39m94.81    \u001b[39m | \u001b[39m75.07    \u001b[39m | \u001b[39m21.93    \u001b[39m | \u001b[39m0.6542   \u001b[39m | \u001b[39m0.9801   \u001b[39m | \u001b[39m2.731    \u001b[39m | \u001b[39m9.831    \u001b[39m | \u001b[39m2.028    \u001b[39m | \u001b[39m33.81    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:21,309 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.8660, R²: 0.4351\n"
     ]
    },
    {
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     "text": [
      "| \u001b[39m975      \u001b[39m | \u001b[39m-0.866   \u001b[39m | \u001b[39m2.604e+04\u001b[39m | \u001b[39m49.09    \u001b[39m | \u001b[39m0.1315   \u001b[39m | \u001b[39m0.2249   \u001b[39m | \u001b[39m4.472    \u001b[39m | \u001b[39m3.454    \u001b[39m | \u001b[39m2.73     \u001b[39m | \u001b[39m73.37    \u001b[39m | \u001b[39m8.445    \u001b[39m | \u001b[39m47.25    \u001b[39m | \u001b[39m0.8362   \u001b[39m | \u001b[39m3.609    \u001b[39m | \u001b[39m5.868    \u001b[39m | \u001b[39m17.98    \u001b[39m | \u001b[39m18.8     \u001b[39m | \u001b[39m11.01    \u001b[39m | \u001b[39m0.8902   \u001b[39m | \u001b[39m0.3229   \u001b[39m | \u001b[39m44.74    \u001b[39m | \u001b[39m25.62    \u001b[39m | \u001b[39m0.6553   \u001b[39m | \u001b[39m0.3599   \u001b[39m | \u001b[39m0.9808   \u001b[39m | \u001b[39m96.02    \u001b[39m | \u001b[39m0.6048   \u001b[39m | \u001b[39m107.8    \u001b[39m | \u001b[39m67.54    \u001b[39m | \u001b[39m19.87    \u001b[39m | \u001b[39m93.18    \u001b[39m | \u001b[39m90.99    \u001b[39m | \u001b[39m19.14    \u001b[39m | \u001b[39m0.8039   \u001b[39m | \u001b[39m0.6763   \u001b[39m | \u001b[39m0.8089   \u001b[39m | \u001b[39m12.57    \u001b[39m | \u001b[39m4.713    \u001b[39m | \u001b[39m12.6     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:58:22,817 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.8110, R²: 0.5046\n"
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      "| \u001b[39m976      \u001b[39m | \u001b[39m-0.811   \u001b[39m | \u001b[39m2.518e+04\u001b[39m | \u001b[39m27.03    \u001b[39m | \u001b[39m0.2974   \u001b[39m | \u001b[39m0.2762   \u001b[39m | \u001b[39m3.144    \u001b[39m | \u001b[39m2.259    \u001b[39m | \u001b[39m0.04793  \u001b[39m | \u001b[39m61.57    \u001b[39m | \u001b[39m7.371    \u001b[39m | \u001b[39m46.62    \u001b[39m | \u001b[39m0.2555   \u001b[39m | \u001b[39m0.04918  \u001b[39m | \u001b[39m37.21    \u001b[39m | \u001b[39m3.598    \u001b[39m | \u001b[39m13.94    \u001b[39m | \u001b[39m9.365    \u001b[39m | \u001b[39m0.8779   \u001b[39m | \u001b[39m0.2744   \u001b[39m | \u001b[39m11.25    \u001b[39m | \u001b[39m24.53    \u001b[39m | \u001b[39m0.3559   \u001b[39m | \u001b[39m0.3229   \u001b[39m | \u001b[39m0.9761   \u001b[39m | \u001b[39m48.94    \u001b[39m | \u001b[39m0.3712   \u001b[39m | \u001b[39m35.41    \u001b[39m | \u001b[39m38.47    \u001b[39m | \u001b[39m8.402    \u001b[39m | \u001b[39m83.53    \u001b[39m | \u001b[39m89.85    \u001b[39m | \u001b[39m16.84    \u001b[39m | \u001b[39m0.7439   \u001b[39m | \u001b[39m0.3076   \u001b[39m | \u001b[39m1.96     \u001b[39m | \u001b[39m11.36    \u001b[39m | \u001b[39m4.013    \u001b[39m | \u001b[39m70.47    \u001b[39m |\n"
     ]
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      "2025-04-09 17:58:24,039 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2249, R²: 0.9619\n"
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      "| \u001b[39m977      \u001b[39m | \u001b[39m-0.2249  \u001b[39m | \u001b[39m1.581e+04\u001b[39m | \u001b[39m23.05    \u001b[39m | \u001b[39m0.2131   \u001b[39m | \u001b[39m0.7586   \u001b[39m | \u001b[39m3.412    \u001b[39m | \u001b[39m4.448    \u001b[39m | \u001b[39m1.421    \u001b[39m | \u001b[39m6.603    \u001b[39m | \u001b[39m7.339    \u001b[39m | \u001b[39m6.515    \u001b[39m | \u001b[39m8.492    \u001b[39m | \u001b[39m1.313    \u001b[39m | \u001b[39m21.27    \u001b[39m | \u001b[39m20.92    \u001b[39m | \u001b[39m17.1     \u001b[39m | \u001b[39m9.692    \u001b[39m | \u001b[39m0.6373   \u001b[39m | \u001b[39m0.2567   \u001b[39m | \u001b[39m54.01    \u001b[39m | \u001b[39m10.71    \u001b[39m | \u001b[39m0.735    \u001b[39m | \u001b[39m0.7022   \u001b[39m | \u001b[39m0.7197   \u001b[39m | \u001b[39m62.06    \u001b[39m | \u001b[39m0.3248   \u001b[39m | \u001b[39m41.6     \u001b[39m | \u001b[39m55.88    \u001b[39m | \u001b[39m14.27    \u001b[39m | \u001b[39m83.85    \u001b[39m | \u001b[39m78.71    \u001b[39m | \u001b[39m8.696    \u001b[39m | \u001b[39m0.1642   \u001b[39m | \u001b[39m0.2196   \u001b[39m | \u001b[39m2.283    \u001b[39m | \u001b[39m7.893    \u001b[39m | \u001b[39m2.367    \u001b[39m | \u001b[39m5.548    \u001b[39m |\n"
     ]
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      "2025-04-09 17:58:25,505 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2616, R²: 0.9485\n"
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      "| \u001b[39m978      \u001b[39m | \u001b[39m-0.2616  \u001b[39m | \u001b[39m3.941e+04\u001b[39m | \u001b[39m39.27    \u001b[39m | \u001b[39m0.1413   \u001b[39m | \u001b[39m0.0396   \u001b[39m | \u001b[39m4.593    \u001b[39m | \u001b[39m4.459    \u001b[39m | \u001b[39m2.523    \u001b[39m | \u001b[39m90.8     \u001b[39m | \u001b[39m5.764    \u001b[39m | \u001b[39m2.03     \u001b[39m | \u001b[39m6.387    \u001b[39m | \u001b[39m1.197    \u001b[39m | \u001b[39m33.14    \u001b[39m | \u001b[39m20.31    \u001b[39m | \u001b[39m27.08    \u001b[39m | \u001b[39m7.663    \u001b[39m | \u001b[39m0.7983   \u001b[39m | \u001b[39m0.2296   \u001b[39m | \u001b[39m81.49    \u001b[39m | \u001b[39m7.073    \u001b[39m | \u001b[39m0.7081   \u001b[39m | \u001b[39m0.6812   \u001b[39m | \u001b[39m0.8243   \u001b[39m | \u001b[39m179.4    \u001b[39m | \u001b[39m0.1536   \u001b[39m | \u001b[39m182.5    \u001b[39m | \u001b[39m34.96    \u001b[39m | \u001b[39m7.66     \u001b[39m | \u001b[39m89.42    \u001b[39m | \u001b[39m91.52    \u001b[39m | \u001b[39m16.67    \u001b[39m | \u001b[39m0.1332   \u001b[39m | \u001b[39m0.1347   \u001b[39m | \u001b[39m2.221    \u001b[39m | \u001b[39m8.134    \u001b[39m | \u001b[39m3.182    \u001b[39m | \u001b[39m52.05    \u001b[39m |\n"
     ]
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      "2025-04-09 17:58:26,546 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.6628, R²: 0.6691\n"
     ]
    },
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     "text": [
      "| \u001b[39m979      \u001b[39m | \u001b[39m-0.6628  \u001b[39m | \u001b[39m6.209e+04\u001b[39m | \u001b[39m40.78    \u001b[39m | \u001b[39m0.07477  \u001b[39m | \u001b[39m0.9899   \u001b[39m | \u001b[39m4.019    \u001b[39m | \u001b[39m3.256    \u001b[39m | \u001b[39m1.418    \u001b[39m | \u001b[39m43.72    \u001b[39m | \u001b[39m2.271    \u001b[39m | \u001b[39m16.91    \u001b[39m | \u001b[39m9.725    \u001b[39m | \u001b[39m0.4068   \u001b[39m | \u001b[39m30.64    \u001b[39m | \u001b[39m29.98    \u001b[39m | \u001b[39m27.23    \u001b[39m | \u001b[39m7.378    \u001b[39m | \u001b[39m0.701    \u001b[39m | \u001b[39m0.18     \u001b[39m | \u001b[39m69.48    \u001b[39m | \u001b[39m17.93    \u001b[39m | \u001b[39m0.6345   \u001b[39m | \u001b[39m0.6294   \u001b[39m | \u001b[39m0.9247   \u001b[39m | \u001b[39m198.5    \u001b[39m | \u001b[39m0.04984  \u001b[39m | \u001b[39m41.13    \u001b[39m | \u001b[39m7.341    \u001b[39m | \u001b[39m13.11    \u001b[39m | \u001b[39m85.09    \u001b[39m | \u001b[39m82.14    \u001b[39m | \u001b[39m11.22    \u001b[39m | \u001b[39m0.7917   \u001b[39m | \u001b[39m0.3582   \u001b[39m | \u001b[39m0.07655  \u001b[39m | \u001b[39m10.44    \u001b[39m | \u001b[39m2.486    \u001b[39m | \u001b[39m15.33    \u001b[39m |\n"
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      "2025-04-09 17:58:27,559 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 0.6355, R²: 0.6958\n"
     ]
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     "output_type": "stream",
     "text": [
      "| \u001b[39m980      \u001b[39m | \u001b[39m-0.6355  \u001b[39m | \u001b[39m9.615e+04\u001b[39m | \u001b[39m23.02    \u001b[39m | \u001b[39m0.176    \u001b[39m | \u001b[39m0.8744   \u001b[39m | \u001b[39m1.613    \u001b[39m | \u001b[39m1.743    \u001b[39m | \u001b[39m0.002738 \u001b[39m | \u001b[39m46.02    \u001b[39m | \u001b[39m1.438    \u001b[39m | \u001b[39m40.97    \u001b[39m | \u001b[39m9.337    \u001b[39m | \u001b[39m2.437    \u001b[39m | \u001b[39m18.61    \u001b[39m | \u001b[39m2.352    \u001b[39m | \u001b[39m7.721    \u001b[39m | \u001b[39m12.09    \u001b[39m | \u001b[39m0.8668   \u001b[39m | \u001b[39m0.1473   \u001b[39m | \u001b[39m98.93    \u001b[39m | \u001b[39m21.63    \u001b[39m | \u001b[39m0.6823   \u001b[39m | \u001b[39m0.5664   \u001b[39m | \u001b[39m0.3707   \u001b[39m | \u001b[39m131.1    \u001b[39m | \u001b[39m0.09118  \u001b[39m | \u001b[39m20.07    \u001b[39m | \u001b[39m5.974    \u001b[39m | \u001b[39m19.75    \u001b[39m | \u001b[39m83.7     \u001b[39m | \u001b[39m79.72    \u001b[39m | \u001b[39m8.871    \u001b[39m | \u001b[39m0.9257   \u001b[39m | \u001b[39m0.9101   \u001b[39m | \u001b[39m0.3266   \u001b[39m | \u001b[39m11.56    \u001b[39m | \u001b[39m3.647    \u001b[39m | \u001b[39m27.62    \u001b[39m |\n"
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      "2025-04-09 17:58:28,764 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.8905, R²: 0.4026\n"
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    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m981      \u001b[39m | \u001b[39m-0.8905  \u001b[39m | \u001b[39m2.974e+04\u001b[39m | \u001b[39m25.9     \u001b[39m | \u001b[39m0.1521   \u001b[39m | \u001b[39m0.2022   \u001b[39m | \u001b[39m4.116    \u001b[39m | \u001b[39m2.494    \u001b[39m | \u001b[39m1.253    \u001b[39m | \u001b[39m73.99    \u001b[39m | \u001b[39m4.409    \u001b[39m | \u001b[39m38.87    \u001b[39m | \u001b[39m1.132    \u001b[39m | \u001b[39m0.8426   \u001b[39m | \u001b[39m15.04    \u001b[39m | \u001b[39m4.641    \u001b[39m | \u001b[39m11.07    \u001b[39m | \u001b[39m7.637    \u001b[39m | \u001b[39m0.8701   \u001b[39m | \u001b[39m0.1031   \u001b[39m | \u001b[39m82.49    \u001b[39m | \u001b[39m0.3791   \u001b[39m | \u001b[39m0.166    \u001b[39m | \u001b[39m0.2385   \u001b[39m | \u001b[39m0.9209   \u001b[39m | \u001b[39m90.29    \u001b[39m | \u001b[39m0.5394   \u001b[39m | \u001b[39m112.4    \u001b[39m | \u001b[39m90.4     \u001b[39m | \u001b[39m12.08    \u001b[39m | \u001b[39m85.24    \u001b[39m | \u001b[39m90.84    \u001b[39m | \u001b[39m7.901    \u001b[39m | \u001b[39m0.522    \u001b[39m | \u001b[39m0.9331   \u001b[39m | \u001b[39m1.753    \u001b[39m | \u001b[39m11.04    \u001b[39m | \u001b[39m2.314    \u001b[39m | \u001b[39m51.98    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:30,310 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1462, R²: 0.0104\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m982      \u001b[39m | \u001b[39m-1.146   \u001b[39m | \u001b[39m4.226e+04\u001b[39m | \u001b[39m40.94    \u001b[39m | \u001b[39m0.1433   \u001b[39m | \u001b[39m0.6681   \u001b[39m | \u001b[39m3.085    \u001b[39m | \u001b[39m2.966    \u001b[39m | \u001b[39m2.953    \u001b[39m | \u001b[39m38.2     \u001b[39m | \u001b[39m1.75     \u001b[39m | \u001b[39m43.12    \u001b[39m | \u001b[39m9.437    \u001b[39m | \u001b[39m1.94     \u001b[39m | \u001b[39m18.5     \u001b[39m | \u001b[39m21.42    \u001b[39m | \u001b[39m13.15    \u001b[39m | \u001b[39m11.59    \u001b[39m | \u001b[39m0.7654   \u001b[39m | \u001b[39m0.08481  \u001b[39m | \u001b[39m90.58    \u001b[39m | \u001b[39m9.458    \u001b[39m | \u001b[39m0.4849   \u001b[39m | \u001b[39m0.669    \u001b[39m | \u001b[39m0.1369   \u001b[39m | \u001b[39m183.0    \u001b[39m | \u001b[39m0.7218   \u001b[39m | \u001b[39m180.6    \u001b[39m | \u001b[39m73.15    \u001b[39m | \u001b[39m6.857    \u001b[39m | \u001b[39m89.7     \u001b[39m | \u001b[39m78.12    \u001b[39m | \u001b[39m5.879    \u001b[39m | \u001b[39m0.6645   \u001b[39m | \u001b[39m0.9257   \u001b[39m | \u001b[39m0.8902   \u001b[39m | \u001b[39m10.25    \u001b[39m | \u001b[39m2.398    \u001b[39m | \u001b[39m8.499    \u001b[39m |\n"
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      "2025-04-09 17:58:31,350 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.0839, R²: 0.9947\n"
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     "output_type": "stream",
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      "| \u001b[39m983      \u001b[39m | \u001b[39m-0.08394 \u001b[39m | \u001b[39m6.876e+04\u001b[39m | \u001b[39m36.1     \u001b[39m | \u001b[39m0.1434   \u001b[39m | \u001b[39m0.1742   \u001b[39m | \u001b[39m1.081    \u001b[39m | \u001b[39m1.308    \u001b[39m | \u001b[39m2.221    \u001b[39m | \u001b[39m88.57    \u001b[39m | \u001b[39m4.169    \u001b[39m | \u001b[39m25.2     \u001b[39m | \u001b[39m6.587    \u001b[39m | \u001b[39m0.6475   \u001b[39m | \u001b[39m10.38    \u001b[39m | \u001b[39m17.06    \u001b[39m | \u001b[39m10.76    \u001b[39m | \u001b[39m12.73    \u001b[39m | \u001b[39m0.8929   \u001b[39m | \u001b[39m0.3083   \u001b[39m | \u001b[39m8.064    \u001b[39m | \u001b[39m17.21    \u001b[39m | \u001b[39m0.2299   \u001b[39m | \u001b[39m0.1188   \u001b[39m | \u001b[39m0.2795   \u001b[39m | \u001b[39m166.3    \u001b[39m | \u001b[39m0.1821   \u001b[39m | \u001b[39m128.1    \u001b[39m | \u001b[39m62.55    \u001b[39m | \u001b[39m6.003    \u001b[39m | \u001b[39m90.7     \u001b[39m | \u001b[39m84.2     \u001b[39m | \u001b[39m9.469    \u001b[39m | \u001b[39m0.8434   \u001b[39m | \u001b[39m0.3196   \u001b[39m | \u001b[39m1.941    \u001b[39m | \u001b[39m8.995    \u001b[39m | \u001b[39m2.165    \u001b[39m | \u001b[39m38.62    \u001b[39m |\n"
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      "2025-04-09 17:58:32,500 - PipelineOptimizer - INFO - Pipeline config: ('msc',), RMSE: 0.8715, R²: 0.4279\n"
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    },
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      "| \u001b[39m984      \u001b[39m | \u001b[39m-0.8715  \u001b[39m | \u001b[39m4.951e+04\u001b[39m | \u001b[39m41.69    \u001b[39m | \u001b[39m0.01527  \u001b[39m | \u001b[39m0.5086   \u001b[39m | \u001b[39m3.544    \u001b[39m | \u001b[39m3.153    \u001b[39m | \u001b[39m1.952    \u001b[39m | \u001b[39m31.25    \u001b[39m | \u001b[39m7.691    \u001b[39m | \u001b[39m11.67    \u001b[39m | \u001b[39m2.5      \u001b[39m | \u001b[39m3.601    \u001b[39m | \u001b[39m28.69    \u001b[39m | \u001b[39m11.04    \u001b[39m | \u001b[39m5.436    \u001b[39m | \u001b[39m12.39    \u001b[39m | \u001b[39m0.907    \u001b[39m | \u001b[39m0.1346   \u001b[39m | \u001b[39m12.33    \u001b[39m | \u001b[39m0.3281   \u001b[39m | \u001b[39m0.2927   \u001b[39m | \u001b[39m0.5516   \u001b[39m | \u001b[39m0.4955   \u001b[39m | \u001b[39m80.43    \u001b[39m | \u001b[39m0.6631   \u001b[39m | \u001b[39m10.05    \u001b[39m | \u001b[39m62.47    \u001b[39m | \u001b[39m11.66    \u001b[39m | \u001b[39m91.79    \u001b[39m | \u001b[39m77.72    \u001b[39m | \u001b[39m21.58    \u001b[39m | \u001b[39m0.4103   \u001b[39m | \u001b[39m0.9095   \u001b[39m | \u001b[39m2.274    \u001b[39m | \u001b[39m10.02    \u001b[39m | \u001b[39m1.113    \u001b[39m | \u001b[39m75.88    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:58:33,468 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2822, R²: 0.9400\n"
     ]
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      "| \u001b[39m985      \u001b[39m | \u001b[39m-0.2822  \u001b[39m | \u001b[39m7.402e+04\u001b[39m | \u001b[39m15.87    \u001b[39m | \u001b[39m0.1702   \u001b[39m | \u001b[39m0.03466  \u001b[39m | \u001b[39m3.663    \u001b[39m | \u001b[39m3.525    \u001b[39m | \u001b[39m0.5462   \u001b[39m | \u001b[39m93.93    \u001b[39m | \u001b[39m3.462    \u001b[39m | \u001b[39m45.77    \u001b[39m | \u001b[39m2.003    \u001b[39m | \u001b[39m3.88     \u001b[39m | \u001b[39m43.08    \u001b[39m | \u001b[39m16.22    \u001b[39m | \u001b[39m11.47    \u001b[39m | \u001b[39m9.353    \u001b[39m | \u001b[39m0.9497   \u001b[39m | \u001b[39m0.1965   \u001b[39m | \u001b[39m98.21    \u001b[39m | \u001b[39m29.53    \u001b[39m | \u001b[39m0.8509   \u001b[39m | \u001b[39m0.3388   \u001b[39m | \u001b[39m0.02669  \u001b[39m | \u001b[39m118.9    \u001b[39m | \u001b[39m0.4535   \u001b[39m | \u001b[39m154.9    \u001b[39m | \u001b[39m66.52    \u001b[39m | \u001b[39m9.495    \u001b[39m | \u001b[39m94.18    \u001b[39m | \u001b[39m87.37    \u001b[39m | \u001b[39m20.62    \u001b[39m | \u001b[39m0.2872   \u001b[39m | \u001b[39m0.8568   \u001b[39m | \u001b[39m0.8426   \u001b[39m | \u001b[39m7.095    \u001b[39m | \u001b[39m2.59     \u001b[39m | \u001b[39m33.4     \u001b[39m |\n"
     ]
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      "2025-04-09 17:58:34,426 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'autoscale'), RMSE: 0.2921, R²: 0.9357\n"
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      "| \u001b[39m986      \u001b[39m | \u001b[39m-0.2921  \u001b[39m | \u001b[39m4.304e+04\u001b[39m | \u001b[39m41.45    \u001b[39m | \u001b[39m0.1298   \u001b[39m | \u001b[39m0.2169   \u001b[39m | \u001b[39m4.665    \u001b[39m | \u001b[39m1.764    \u001b[39m | \u001b[39m0.3561   \u001b[39m | \u001b[39m52.09    \u001b[39m | \u001b[39m9.122    \u001b[39m | \u001b[39m11.49    \u001b[39m | \u001b[39m6.912    \u001b[39m | \u001b[39m2.074    \u001b[39m | \u001b[39m15.47    \u001b[39m | \u001b[39m26.01    \u001b[39m | \u001b[39m24.12    \u001b[39m | \u001b[39m7.689    \u001b[39m | \u001b[39m0.6245   \u001b[39m | \u001b[39m0.2528   \u001b[39m | \u001b[39m76.98    \u001b[39m | \u001b[39m35.81    \u001b[39m | \u001b[39m0.9467   \u001b[39m | \u001b[39m0.4428   \u001b[39m | \u001b[39m0.1911   \u001b[39m | \u001b[39m185.9    \u001b[39m | \u001b[39m0.3021   \u001b[39m | \u001b[39m117.2    \u001b[39m | \u001b[39m85.31    \u001b[39m | \u001b[39m10.84    \u001b[39m | \u001b[39m87.96    \u001b[39m | \u001b[39m89.16    \u001b[39m | \u001b[39m9.094    \u001b[39m | \u001b[39m0.3244   \u001b[39m | \u001b[39m0.4092   \u001b[39m | \u001b[39m1.712    \u001b[39m | \u001b[39m10.12    \u001b[39m | \u001b[39m1.254    \u001b[39m | \u001b[39m26.57    \u001b[39m |\n"
     ]
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      "2025-04-09 17:58:36,066 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.8699, R²: 0.4300\n"
     ]
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      "| \u001b[39m987      \u001b[39m | \u001b[39m-0.8699  \u001b[39m | \u001b[39m1.353e+04\u001b[39m | \u001b[39m19.54    \u001b[39m | \u001b[39m0.1373   \u001b[39m | \u001b[39m0.6298   \u001b[39m | \u001b[39m1.826    \u001b[39m | \u001b[39m4.683    \u001b[39m | \u001b[39m0.465    \u001b[39m | \u001b[39m72.08    \u001b[39m | \u001b[39m3.411    \u001b[39m | \u001b[39m28.06    \u001b[39m | \u001b[39m1.527    \u001b[39m | \u001b[39m1.45     \u001b[39m | \u001b[39m20.49    \u001b[39m | \u001b[39m5.038    \u001b[39m | \u001b[39m12.6     \u001b[39m | \u001b[39m11.32    \u001b[39m | \u001b[39m0.6691   \u001b[39m | \u001b[39m0.1811   \u001b[39m | \u001b[39m57.79    \u001b[39m | \u001b[39m11.97    \u001b[39m | \u001b[39m0.01024  \u001b[39m | \u001b[39m0.1248   \u001b[39m | \u001b[39m0.3679   \u001b[39m | \u001b[39m142.3    \u001b[39m | \u001b[39m0.716    \u001b[39m | \u001b[39m108.8    \u001b[39m | \u001b[39m60.57    \u001b[39m | \u001b[39m13.14    \u001b[39m | \u001b[39m87.55    \u001b[39m | \u001b[39m84.47    \u001b[39m | \u001b[39m22.28    \u001b[39m | \u001b[39m0.3176   \u001b[39m | \u001b[39m0.07555  \u001b[39m | \u001b[39m1.098    \u001b[39m | \u001b[39m9.702    \u001b[39m | \u001b[39m3.941    \u001b[39m | \u001b[39m52.09    \u001b[39m |\n"
     ]
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      "2025-04-09 17:58:37,189 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1496, R²: 0.0046\n"
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      "| \u001b[39m988      \u001b[39m | \u001b[39m-1.15    \u001b[39m | \u001b[39m9.711e+03\u001b[39m | \u001b[39m37.13    \u001b[39m | \u001b[39m0.113    \u001b[39m | \u001b[39m0.03508  \u001b[39m | \u001b[39m4.896    \u001b[39m | \u001b[39m1.362    \u001b[39m | \u001b[39m1.758    \u001b[39m | \u001b[39m68.2     \u001b[39m | \u001b[39m7.351    \u001b[39m | \u001b[39m21.7     \u001b[39m | \u001b[39m0.8805   \u001b[39m | \u001b[39m3.044    \u001b[39m | \u001b[39m29.43    \u001b[39m | \u001b[39m22.72    \u001b[39m | \u001b[39m22.92    \u001b[39m | \u001b[39m11.49    \u001b[39m | \u001b[39m0.6398   \u001b[39m | \u001b[39m0.2054   \u001b[39m | \u001b[39m33.88    \u001b[39m | \u001b[39m17.81    \u001b[39m | \u001b[39m0.1488   \u001b[39m | \u001b[39m0.4697   \u001b[39m | \u001b[39m0.4311   \u001b[39m | \u001b[39m133.6    \u001b[39m | \u001b[39m0.175    \u001b[39m | \u001b[39m83.57    \u001b[39m | \u001b[39m33.84    \u001b[39m | \u001b[39m5.921    \u001b[39m | \u001b[39m89.01    \u001b[39m | \u001b[39m80.37    \u001b[39m | \u001b[39m7.908    \u001b[39m | \u001b[39m0.6108   \u001b[39m | \u001b[39m0.1249   \u001b[39m | \u001b[39m2.218    \u001b[39m | \u001b[39m9.184    \u001b[39m | \u001b[39m4.696    \u001b[39m | \u001b[39m93.83    \u001b[39m |\n"
     ]
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      "2025-04-09 17:58:38,435 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 0.6239, R²: 0.7068\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m989      \u001b[39m | \u001b[39m-0.6239  \u001b[39m | \u001b[39m6.243e+04\u001b[39m | \u001b[39m19.94    \u001b[39m | \u001b[39m0.1493   \u001b[39m | \u001b[39m0.848    \u001b[39m | \u001b[39m3.349    \u001b[39m | \u001b[39m3.185    \u001b[39m | \u001b[39m0.3814   \u001b[39m | \u001b[39m96.89    \u001b[39m | \u001b[39m8.126    \u001b[39m | \u001b[39m17.43    \u001b[39m | \u001b[39m7.202    \u001b[39m | \u001b[39m3.258    \u001b[39m | \u001b[39m49.9     \u001b[39m | \u001b[39m29.5     \u001b[39m | \u001b[39m10.87    \u001b[39m | \u001b[39m12.54    \u001b[39m | \u001b[39m0.7987   \u001b[39m | \u001b[39m0.1686   \u001b[39m | \u001b[39m88.75    \u001b[39m | \u001b[39m19.92    \u001b[39m | \u001b[39m0.0363   \u001b[39m | \u001b[39m0.596    \u001b[39m | \u001b[39m0.9912   \u001b[39m | \u001b[39m42.77    \u001b[39m | \u001b[39m0.8045   \u001b[39m | \u001b[39m185.0    \u001b[39m | \u001b[39m5.49     \u001b[39m | \u001b[39m16.27    \u001b[39m | \u001b[39m88.03    \u001b[39m | \u001b[39m79.44    \u001b[39m | \u001b[39m19.72    \u001b[39m | \u001b[39m0.0886   \u001b[39m | \u001b[39m0.3124   \u001b[39m | \u001b[39m0.4722   \u001b[39m | \u001b[39m10.26    \u001b[39m | \u001b[39m4.485    \u001b[39m | \u001b[39m24.49    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 17:58:39,642 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.5811, R²: 0.7457\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m990      \u001b[39m | \u001b[39m-0.5811  \u001b[39m | \u001b[39m4.804e+04\u001b[39m | \u001b[39m43.78    \u001b[39m | \u001b[39m0.2492   \u001b[39m | \u001b[39m0.555    \u001b[39m | \u001b[39m3.763    \u001b[39m | \u001b[39m3.073    \u001b[39m | \u001b[39m0.7124   \u001b[39m | \u001b[39m52.34    \u001b[39m | \u001b[39m5.31     \u001b[39m | \u001b[39m2.246    \u001b[39m | \u001b[39m7.066    \u001b[39m | \u001b[39m2.522    \u001b[39m | \u001b[39m34.13    \u001b[39m | \u001b[39m14.45    \u001b[39m | \u001b[39m29.93    \u001b[39m | \u001b[39m7.431    \u001b[39m | \u001b[39m0.9081   \u001b[39m | \u001b[39m0.367    \u001b[39m | \u001b[39m72.44    \u001b[39m | \u001b[39m35.32    \u001b[39m | \u001b[39m0.896    \u001b[39m | \u001b[39m0.8497   \u001b[39m | \u001b[39m0.01073  \u001b[39m | \u001b[39m141.2    \u001b[39m | \u001b[39m0.2454   \u001b[39m | \u001b[39m161.5    \u001b[39m | \u001b[39m99.63    \u001b[39m | \u001b[39m8.133    \u001b[39m | \u001b[39m92.48    \u001b[39m | \u001b[39m83.48    \u001b[39m | \u001b[39m15.03    \u001b[39m | \u001b[39m0.7764   \u001b[39m | \u001b[39m0.2528   \u001b[39m | \u001b[39m2.401    \u001b[39m | \u001b[39m10.22    \u001b[39m | \u001b[39m1.854    \u001b[39m | \u001b[39m2.149    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:58:40,671 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.7905, R²: 0.5292\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m991      \u001b[39m | \u001b[39m-0.7905  \u001b[39m | \u001b[39m5.763e+04\u001b[39m | \u001b[39m27.53    \u001b[39m | \u001b[39m0.1943   \u001b[39m | \u001b[39m0.4521   \u001b[39m | \u001b[39m2.193    \u001b[39m | \u001b[39m3.992    \u001b[39m | \u001b[39m1.996    \u001b[39m | \u001b[39m8.863    \u001b[39m | \u001b[39m3.906    \u001b[39m | \u001b[39m45.34    \u001b[39m | \u001b[39m6.279    \u001b[39m | \u001b[39m0.2645   \u001b[39m | \u001b[39m29.03    \u001b[39m | \u001b[39m2.582    \u001b[39m | \u001b[39m23.1     \u001b[39m | \u001b[39m12.34    \u001b[39m | \u001b[39m0.7692   \u001b[39m | \u001b[39m0.2906   \u001b[39m | \u001b[39m57.15    \u001b[39m | \u001b[39m2.096    \u001b[39m | \u001b[39m0.3575   \u001b[39m | \u001b[39m0.2006   \u001b[39m | \u001b[39m0.311    \u001b[39m | \u001b[39m96.0     \u001b[39m | \u001b[39m0.2569   \u001b[39m | \u001b[39m169.4    \u001b[39m | \u001b[39m34.33    \u001b[39m | \u001b[39m7.697    \u001b[39m | \u001b[39m90.61    \u001b[39m | \u001b[39m87.34    \u001b[39m | \u001b[39m14.76    \u001b[39m | \u001b[39m0.0962   \u001b[39m | \u001b[39m0.897    \u001b[39m | \u001b[39m2.882    \u001b[39m | \u001b[39m10.37    \u001b[39m | \u001b[39m1.102    \u001b[39m | \u001b[39m90.21    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
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      "2025-04-09 17:58:41,623 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2793, R²: 0.9412\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m992      \u001b[39m | \u001b[39m-0.2793  \u001b[39m | \u001b[39m4.754e+04\u001b[39m | \u001b[39m20.3     \u001b[39m | \u001b[39m0.2673   \u001b[39m | \u001b[39m0.1848   \u001b[39m | \u001b[39m3.805    \u001b[39m | \u001b[39m4.815    \u001b[39m | \u001b[39m1.186    \u001b[39m | \u001b[39m11.94    \u001b[39m | \u001b[39m4.487    \u001b[39m | \u001b[39m39.51    \u001b[39m | \u001b[39m3.191    \u001b[39m | \u001b[39m1.506    \u001b[39m | \u001b[39m8.198    \u001b[39m | \u001b[39m15.12    \u001b[39m | \u001b[39m24.88    \u001b[39m | \u001b[39m8.865    \u001b[39m | \u001b[39m0.7859   \u001b[39m | \u001b[39m0.2593   \u001b[39m | \u001b[39m61.11    \u001b[39m | \u001b[39m30.05    \u001b[39m | \u001b[39m0.0141   \u001b[39m | \u001b[39m0.4215   \u001b[39m | \u001b[39m0.4823   \u001b[39m | \u001b[39m105.0    \u001b[39m | \u001b[39m0.7945   \u001b[39m | \u001b[39m135.8    \u001b[39m | \u001b[39m61.56    \u001b[39m | \u001b[39m15.42    \u001b[39m | \u001b[39m91.39    \u001b[39m | \u001b[39m79.85    \u001b[39m | \u001b[39m17.72    \u001b[39m | \u001b[39m0.2521   \u001b[39m | \u001b[39m0.09423  \u001b[39m | \u001b[39m0.9667   \u001b[39m | \u001b[39m10.35    \u001b[39m | \u001b[39m4.173    \u001b[39m | \u001b[39m56.82    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 17:58:43,146 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.3088, R²: 0.9282\n"
     ]
    },
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      "| \u001b[39m993      \u001b[39m | \u001b[39m-0.3088  \u001b[39m | \u001b[39m8.51e+04 \u001b[39m | \u001b[39m33.97    \u001b[39m | \u001b[39m0.05776  \u001b[39m | \u001b[39m0.7238   \u001b[39m | \u001b[39m1.981    \u001b[39m | \u001b[39m3.28     \u001b[39m | \u001b[39m1.621    \u001b[39m | \u001b[39m70.44    \u001b[39m | \u001b[39m2.822    \u001b[39m | \u001b[39m41.15    \u001b[39m | \u001b[39m5.563    \u001b[39m | \u001b[39m0.9832   \u001b[39m | \u001b[39m11.21    \u001b[39m | \u001b[39m19.76    \u001b[39m | \u001b[39m18.98    \u001b[39m | \u001b[39m9.111    \u001b[39m | \u001b[39m0.7976   \u001b[39m | \u001b[39m0.01292  \u001b[39m | \u001b[39m74.0     \u001b[39m | \u001b[39m28.36    \u001b[39m | \u001b[39m0.778    \u001b[39m | \u001b[39m0.534    \u001b[39m | \u001b[39m0.744    \u001b[39m | \u001b[39m114.1    \u001b[39m | \u001b[39m0.9075   \u001b[39m | \u001b[39m26.1     \u001b[39m | \u001b[39m0.7683   \u001b[39m | \u001b[39m16.98    \u001b[39m | \u001b[39m82.02    \u001b[39m | \u001b[39m86.28    \u001b[39m | \u001b[39m14.9     \u001b[39m | \u001b[39m0.1362   \u001b[39m | \u001b[39m0.06533  \u001b[39m | \u001b[39m0.4929   \u001b[39m | \u001b[39m8.635    \u001b[39m | \u001b[39m3.577    \u001b[39m | \u001b[39m11.51    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:58:44,233 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2972, R²: 0.9335\n"
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    },
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      "| \u001b[39m994      \u001b[39m | \u001b[39m-0.2972  \u001b[39m | \u001b[39m2.129e+04\u001b[39m | \u001b[39m26.45    \u001b[39m | \u001b[39m0.2424   \u001b[39m | \u001b[39m0.4599   \u001b[39m | \u001b[39m4.101    \u001b[39m | \u001b[39m4.271    \u001b[39m | \u001b[39m1.092    \u001b[39m | \u001b[39m99.42    \u001b[39m | \u001b[39m2.836    \u001b[39m | \u001b[39m34.64    \u001b[39m | \u001b[39m7.849    \u001b[39m | \u001b[39m0.8809   \u001b[39m | \u001b[39m20.92    \u001b[39m | \u001b[39m2.572    \u001b[39m | \u001b[39m14.14    \u001b[39m | \u001b[39m8.184    \u001b[39m | \u001b[39m0.8648   \u001b[39m | \u001b[39m0.002789 \u001b[39m | \u001b[39m49.79    \u001b[39m | \u001b[39m7.039    \u001b[39m | \u001b[39m0.815    \u001b[39m | \u001b[39m0.886    \u001b[39m | \u001b[39m0.9418   \u001b[39m | \u001b[39m180.6    \u001b[39m | \u001b[39m0.8522   \u001b[39m | \u001b[39m149.8    \u001b[39m | \u001b[39m95.57    \u001b[39m | \u001b[39m8.545    \u001b[39m | \u001b[39m91.67    \u001b[39m | \u001b[39m81.44    \u001b[39m | \u001b[39m5.939    \u001b[39m | \u001b[39m0.2433   \u001b[39m | \u001b[39m0.9194   \u001b[39m | \u001b[39m1.964    \u001b[39m | \u001b[39m11.17    \u001b[39m | \u001b[39m2.861    \u001b[39m | \u001b[39m15.68    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:58:45,189 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1516, R²: 0.0011\n"
     ]
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      "| \u001b[39m995      \u001b[39m | \u001b[39m-1.152   \u001b[39m | \u001b[39m1.097e+04\u001b[39m | \u001b[39m32.04    \u001b[39m | \u001b[39m0.1363   \u001b[39m | \u001b[39m0.3206   \u001b[39m | \u001b[39m3.892    \u001b[39m | \u001b[39m2.192    \u001b[39m | \u001b[39m0.1541   \u001b[39m | \u001b[39m39.05    \u001b[39m | \u001b[39m2.713    \u001b[39m | \u001b[39m44.57    \u001b[39m | \u001b[39m4.317    \u001b[39m | \u001b[39m1.062    \u001b[39m | \u001b[39m23.94    \u001b[39m | \u001b[39m6.147    \u001b[39m | \u001b[39m20.77    \u001b[39m | \u001b[39m7.334    \u001b[39m | \u001b[39m0.7118   \u001b[39m | \u001b[39m0.1378   \u001b[39m | \u001b[39m20.43    \u001b[39m | \u001b[39m20.04    \u001b[39m | \u001b[39m0.08634  \u001b[39m | \u001b[39m0.4562   \u001b[39m | \u001b[39m0.7508   \u001b[39m | \u001b[39m91.11    \u001b[39m | \u001b[39m0.5009   \u001b[39m | \u001b[39m31.0     \u001b[39m | \u001b[39m52.25    \u001b[39m | \u001b[39m9.599    \u001b[39m | \u001b[39m90.03    \u001b[39m | \u001b[39m86.97    \u001b[39m | \u001b[39m11.62    \u001b[39m | \u001b[39m0.3849   \u001b[39m | \u001b[39m0.5541   \u001b[39m | \u001b[39m1.554    \u001b[39m | \u001b[39m8.748    \u001b[39m | \u001b[39m4.994    \u001b[39m | \u001b[39m41.73    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 17:58:46,553 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.6056, R²: 0.7237\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m996      \u001b[39m | \u001b[39m-0.6056  \u001b[39m | \u001b[39m8.129e+04\u001b[39m | \u001b[39m19.95    \u001b[39m | \u001b[39m0.1222   \u001b[39m | \u001b[39m0.4771   \u001b[39m | \u001b[39m2.108    \u001b[39m | \u001b[39m3.605    \u001b[39m | \u001b[39m0.4021   \u001b[39m | \u001b[39m5.405    \u001b[39m | \u001b[39m7.432    \u001b[39m | \u001b[39m17.1     \u001b[39m | \u001b[39m0.4302   \u001b[39m | \u001b[39m1.674    \u001b[39m | \u001b[39m39.43    \u001b[39m | \u001b[39m18.59    \u001b[39m | \u001b[39m8.741    \u001b[39m | \u001b[39m9.239    \u001b[39m | \u001b[39m0.6845   \u001b[39m | \u001b[39m0.1382   \u001b[39m | \u001b[39m68.83    \u001b[39m | \u001b[39m26.42    \u001b[39m | \u001b[39m0.0346   \u001b[39m | \u001b[39m0.9753   \u001b[39m | \u001b[39m0.9218   \u001b[39m | \u001b[39m132.2    \u001b[39m | \u001b[39m0.2147   \u001b[39m | \u001b[39m15.07    \u001b[39m | \u001b[39m6.622    \u001b[39m | \u001b[39m12.35    \u001b[39m | \u001b[39m82.25    \u001b[39m | \u001b[39m76.84    \u001b[39m | \u001b[39m14.14    \u001b[39m | \u001b[39m0.5135   \u001b[39m | \u001b[39m0.3616   \u001b[39m | \u001b[39m0.6363   \u001b[39m | \u001b[39m9.331    \u001b[39m | \u001b[39m4.587    \u001b[39m | \u001b[39m14.31    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:58:47,733 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "output_type": "stream",
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      "| \u001b[39m997      \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m3.653e+04\u001b[39m | \u001b[39m17.65    \u001b[39m | \u001b[39m0.2815   \u001b[39m | \u001b[39m0.05843  \u001b[39m | \u001b[39m3.465    \u001b[39m | \u001b[39m4.704    \u001b[39m | \u001b[39m0.4976   \u001b[39m | \u001b[39m96.76    \u001b[39m | \u001b[39m8.011    \u001b[39m | \u001b[39m48.34    \u001b[39m | \u001b[39m2.236    \u001b[39m | \u001b[39m2.988    \u001b[39m | \u001b[39m43.85    \u001b[39m | \u001b[39m28.64    \u001b[39m | \u001b[39m14.75    \u001b[39m | \u001b[39m11.99    \u001b[39m | \u001b[39m0.8654   \u001b[39m | \u001b[39m0.3431   \u001b[39m | \u001b[39m33.3     \u001b[39m | \u001b[39m8.708    \u001b[39m | \u001b[39m0.3863   \u001b[39m | \u001b[39m0.3498   \u001b[39m | \u001b[39m0.6851   \u001b[39m | \u001b[39m98.32    \u001b[39m | \u001b[39m0.6323   \u001b[39m | \u001b[39m143.5    \u001b[39m | \u001b[39m92.15    \u001b[39m | \u001b[39m8.362    \u001b[39m | \u001b[39m86.45    \u001b[39m | \u001b[39m86.71    \u001b[39m | \u001b[39m24.65    \u001b[39m | \u001b[39m0.1572   \u001b[39m | \u001b[39m0.6084   \u001b[39m | \u001b[39m2.781    \u001b[39m | \u001b[39m8.079    \u001b[39m | \u001b[39m2.189    \u001b[39m | \u001b[39m51.78    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 17:58:49,162 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2494, R²: 0.9531\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m998      \u001b[39m | \u001b[39m-0.2494  \u001b[39m | \u001b[39m3.72e+04 \u001b[39m | \u001b[39m40.99    \u001b[39m | \u001b[39m0.0592   \u001b[39m | \u001b[39m0.1629   \u001b[39m | \u001b[39m3.542    \u001b[39m | \u001b[39m4.31     \u001b[39m | \u001b[39m2.763    \u001b[39m | \u001b[39m46.91    \u001b[39m | \u001b[39m1.014    \u001b[39m | \u001b[39m38.84    \u001b[39m | \u001b[39m2.8      \u001b[39m | \u001b[39m0.9834   \u001b[39m | \u001b[39m5.753    \u001b[39m | \u001b[39m15.99    \u001b[39m | \u001b[39m26.47    \u001b[39m | \u001b[39m7.292    \u001b[39m | \u001b[39m0.9483   \u001b[39m | \u001b[39m0.1552   \u001b[39m | \u001b[39m7.488    \u001b[39m | \u001b[39m3.434    \u001b[39m | \u001b[39m0.2683   \u001b[39m | \u001b[39m0.5806   \u001b[39m | \u001b[39m0.2797   \u001b[39m | \u001b[39m63.52    \u001b[39m | \u001b[39m0.8003   \u001b[39m | \u001b[39m27.43    \u001b[39m | \u001b[39m22.14    \u001b[39m | \u001b[39m9.035    \u001b[39m | \u001b[39m94.73    \u001b[39m | \u001b[39m82.1     \u001b[39m | \u001b[39m12.81    \u001b[39m | \u001b[39m0.6306   \u001b[39m | \u001b[39m0.2281   \u001b[39m | \u001b[39m2.278    \u001b[39m | \u001b[39m7.902    \u001b[39m | \u001b[39m2.229    \u001b[39m | \u001b[39m81.48    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:50,660 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.8498, R²: 0.4560\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m999      \u001b[39m | \u001b[39m-0.8498  \u001b[39m | \u001b[39m6.179e+04\u001b[39m | \u001b[39m24.78    \u001b[39m | \u001b[39m0.266    \u001b[39m | \u001b[39m0.534    \u001b[39m | \u001b[39m1.101    \u001b[39m | \u001b[39m4.103    \u001b[39m | \u001b[39m1.03     \u001b[39m | \u001b[39m94.66    \u001b[39m | \u001b[39m1.331    \u001b[39m | \u001b[39m24.56    \u001b[39m | \u001b[39m0.8956   \u001b[39m | \u001b[39m3.829    \u001b[39m | \u001b[39m21.45    \u001b[39m | \u001b[39m2.873    \u001b[39m | \u001b[39m23.16    \u001b[39m | \u001b[39m11.36    \u001b[39m | \u001b[39m0.8686   \u001b[39m | \u001b[39m0.3873   \u001b[39m | \u001b[39m62.73    \u001b[39m | \u001b[39m12.42    \u001b[39m | \u001b[39m0.1076   \u001b[39m | \u001b[39m0.0665   \u001b[39m | \u001b[39m0.4477   \u001b[39m | \u001b[39m176.0    \u001b[39m | \u001b[39m0.9234   \u001b[39m | \u001b[39m171.7    \u001b[39m | \u001b[39m41.4     \u001b[39m | \u001b[39m15.46    \u001b[39m | \u001b[39m85.87    \u001b[39m | \u001b[39m91.92    \u001b[39m | \u001b[39m8.3      \u001b[39m | \u001b[39m0.7273   \u001b[39m | \u001b[39m0.3519   \u001b[39m | \u001b[39m0.8567   \u001b[39m | \u001b[39m7.157    \u001b[39m | \u001b[39m4.795    \u001b[39m | \u001b[39m10.96    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:51,914 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.9662, R²: 0.2969\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m1000     \u001b[39m | \u001b[39m-0.9662  \u001b[39m | \u001b[39m3.433e+03\u001b[39m | \u001b[39m34.76    \u001b[39m | \u001b[39m0.2586   \u001b[39m | \u001b[39m0.2074   \u001b[39m | \u001b[39m2.715    \u001b[39m | \u001b[39m4.366    \u001b[39m | \u001b[39m1.166    \u001b[39m | \u001b[39m42.61    \u001b[39m | \u001b[39m4.881    \u001b[39m | \u001b[39m48.38    \u001b[39m | \u001b[39m8.467    \u001b[39m | \u001b[39m1.596    \u001b[39m | \u001b[39m9.739    \u001b[39m | \u001b[39m11.99    \u001b[39m | \u001b[39m17.22    \u001b[39m | \u001b[39m8.167    \u001b[39m | \u001b[39m0.8683   \u001b[39m | \u001b[39m0.05487  \u001b[39m | \u001b[39m13.52    \u001b[39m | \u001b[39m25.03    \u001b[39m | \u001b[39m0.5252   \u001b[39m | \u001b[39m0.7698   \u001b[39m | \u001b[39m0.4054   \u001b[39m | \u001b[39m53.92    \u001b[39m | \u001b[39m0.3817   \u001b[39m | \u001b[39m170.6    \u001b[39m | \u001b[39m92.0     \u001b[39m | \u001b[39m17.12    \u001b[39m | \u001b[39m83.11    \u001b[39m | \u001b[39m91.8     \u001b[39m | \u001b[39m17.47    \u001b[39m | \u001b[39m0.4822   \u001b[39m | \u001b[39m0.8725   \u001b[39m | \u001b[39m2.484    \u001b[39m | \u001b[39m11.9     \u001b[39m | \u001b[39m4.336    \u001b[39m | \u001b[39m75.21    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 17:58:53,405 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 0.8165, R²: 0.4978\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m1001     \u001b[39m | \u001b[39m-0.8165  \u001b[39m | \u001b[39m2.137e+04\u001b[39m | \u001b[39m35.4     \u001b[39m | \u001b[39m0.1648   \u001b[39m | \u001b[39m0.06004  \u001b[39m | \u001b[39m2.47     \u001b[39m | \u001b[39m3.422    \u001b[39m | \u001b[39m0.766    \u001b[39m | \u001b[39m23.63    \u001b[39m | \u001b[39m3.31     \u001b[39m | \u001b[39m24.95    \u001b[39m | \u001b[39m3.377    \u001b[39m | \u001b[39m1.299    \u001b[39m | \u001b[39m37.8     \u001b[39m | \u001b[39m29.0     \u001b[39m | \u001b[39m20.56    \u001b[39m | \u001b[39m10.67    \u001b[39m | \u001b[39m0.9698   \u001b[39m | \u001b[39m0.2078   \u001b[39m | \u001b[39m62.02    \u001b[39m | \u001b[39m25.07    \u001b[39m | \u001b[39m0.4221   \u001b[39m | \u001b[39m0.4419   \u001b[39m | \u001b[39m0.915    \u001b[39m | \u001b[39m47.72    \u001b[39m | \u001b[39m0.9497   \u001b[39m | \u001b[39m58.01    \u001b[39m | \u001b[39m31.03    \u001b[39m | \u001b[39m15.25    \u001b[39m | \u001b[39m92.84    \u001b[39m | \u001b[39m76.76    \u001b[39m | \u001b[39m12.93    \u001b[39m | \u001b[39m0.4488   \u001b[39m | \u001b[39m0.197    \u001b[39m | \u001b[39m0.2219   \u001b[39m | \u001b[39m12.24    \u001b[39m | \u001b[39m4.849    \u001b[39m | \u001b[39m48.32    \u001b[39m |\n"
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    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 17:58:54,583 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'globalscale'), RMSE: 0.5736, R²: 0.7522\n"
     ]
    },
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      "| \u001b[39m1002     \u001b[39m | \u001b[39m-0.5736  \u001b[39m | \u001b[39m1.702e+04\u001b[39m | \u001b[39m26.23    \u001b[39m | \u001b[39m0.1246   \u001b[39m | \u001b[39m0.9269   \u001b[39m | \u001b[39m4.726    \u001b[39m | \u001b[39m1.939    \u001b[39m | \u001b[39m2.424    \u001b[39m | \u001b[39m3.326    \u001b[39m | \u001b[39m3.634    \u001b[39m | \u001b[39m35.54    \u001b[39m | \u001b[39m2.613    \u001b[39m | \u001b[39m1.404    \u001b[39m | \u001b[39m45.67    \u001b[39m | \u001b[39m24.53    \u001b[39m | \u001b[39m26.99    \u001b[39m | \u001b[39m10.64    \u001b[39m | \u001b[39m0.939    \u001b[39m | \u001b[39m0.2358   \u001b[39m | \u001b[39m8.505    \u001b[39m | \u001b[39m15.22    \u001b[39m | \u001b[39m0.4591   \u001b[39m | \u001b[39m0.4423   \u001b[39m | \u001b[39m0.2441   \u001b[39m | \u001b[39m168.2    \u001b[39m | \u001b[39m0.7796   \u001b[39m | \u001b[39m95.0     \u001b[39m | \u001b[39m58.13    \u001b[39m | \u001b[39m14.27    \u001b[39m | \u001b[39m85.62    \u001b[39m | \u001b[39m91.17    \u001b[39m | \u001b[39m12.9     \u001b[39m | \u001b[39m0.05687  \u001b[39m | \u001b[39m0.3825   \u001b[39m | \u001b[39m0.3265   \u001b[39m | \u001b[39m8.658    \u001b[39m | \u001b[39m1.157    \u001b[39m | \u001b[39m13.7     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 18:02:34,315 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1475, R²: 0.0081\n"
     ]
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      "| \u001b[39m1003     \u001b[39m | \u001b[39m-1.148   \u001b[39m | \u001b[39m6.498e+03\u001b[39m | \u001b[39m30.91    \u001b[39m | \u001b[39m0.2622   \u001b[39m | \u001b[39m0.4932   \u001b[39m | \u001b[39m1.475    \u001b[39m | \u001b[39m4.196    \u001b[39m | \u001b[39m2.392    \u001b[39m | \u001b[39m52.98    \u001b[39m | \u001b[39m6.142    \u001b[39m | \u001b[39m40.55    \u001b[39m | \u001b[39m9.194    \u001b[39m | \u001b[39m2.574    \u001b[39m | \u001b[39m29.0     \u001b[39m | \u001b[39m16.48    \u001b[39m | \u001b[39m8.242    \u001b[39m | \u001b[39m12.39    \u001b[39m | \u001b[39m0.6925   \u001b[39m | \u001b[39m0.04719  \u001b[39m | \u001b[39m30.5     \u001b[39m | \u001b[39m17.98    \u001b[39m | \u001b[39m0.3572   \u001b[39m | \u001b[39m0.6853   \u001b[39m | \u001b[39m0.6622   \u001b[39m | \u001b[39m117.9    \u001b[39m | \u001b[39m0.01485  \u001b[39m | \u001b[39m27.04    \u001b[39m | \u001b[39m85.3     \u001b[39m | \u001b[39m5.602    \u001b[39m | \u001b[39m81.21    \u001b[39m | \u001b[39m92.91    \u001b[39m | \u001b[39m11.3     \u001b[39m | \u001b[39m0.6349   \u001b[39m | \u001b[39m0.1734   \u001b[39m | \u001b[39m0.5002   \u001b[39m | \u001b[39m9.226    \u001b[39m | \u001b[39m1.038    \u001b[39m | \u001b[39m4.51     \u001b[39m |\n"
     ]
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      "2025-04-09 18:02:35,454 - PipelineOptimizer - INFO - Pipeline config: ('globalscale',), RMSE: 0.4382, R²: 0.8554\n"
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      "| \u001b[39m1004     \u001b[39m | \u001b[39m-0.4382  \u001b[39m | \u001b[39m2.617e+04\u001b[39m | \u001b[39m25.13    \u001b[39m | \u001b[39m0.0626   \u001b[39m | \u001b[39m0.02727  \u001b[39m | \u001b[39m3.012    \u001b[39m | \u001b[39m4.451    \u001b[39m | \u001b[39m0.03964  \u001b[39m | \u001b[39m21.61    \u001b[39m | \u001b[39m6.506    \u001b[39m | \u001b[39m5.368    \u001b[39m | \u001b[39m3.123    \u001b[39m | \u001b[39m3.647    \u001b[39m | \u001b[39m15.64    \u001b[39m | \u001b[39m3.966    \u001b[39m | \u001b[39m8.225    \u001b[39m | \u001b[39m11.91    \u001b[39m | \u001b[39m0.9006   \u001b[39m | \u001b[39m0.1674   \u001b[39m | \u001b[39m78.7     \u001b[39m | \u001b[39m8.054    \u001b[39m | \u001b[39m0.02521  \u001b[39m | \u001b[39m0.7092   \u001b[39m | \u001b[39m0.05235  \u001b[39m | \u001b[39m84.2     \u001b[39m | \u001b[39m0.924    \u001b[39m | \u001b[39m121.5    \u001b[39m | \u001b[39m73.99    \u001b[39m | \u001b[39m8.124    \u001b[39m | \u001b[39m90.38    \u001b[39m | \u001b[39m91.54    \u001b[39m | \u001b[39m8.002    \u001b[39m | \u001b[39m0.4742   \u001b[39m | \u001b[39m0.4092   \u001b[39m | \u001b[39m0.3454   \u001b[39m | \u001b[39m8.218    \u001b[39m | \u001b[39m4.923    \u001b[39m | \u001b[39m9.575    \u001b[39m |\n"
     ]
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      "2025-04-09 18:02:36,822 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.8784, R²: 0.4188\n"
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      "| \u001b[39m1005     \u001b[39m | \u001b[39m-0.8784  \u001b[39m | \u001b[39m5.663e+04\u001b[39m | \u001b[39m40.75    \u001b[39m | \u001b[39m0.1856   \u001b[39m | \u001b[39m0.9581   \u001b[39m | \u001b[39m4.085    \u001b[39m | \u001b[39m3.05     \u001b[39m | \u001b[39m1.659    \u001b[39m | \u001b[39m8.075    \u001b[39m | \u001b[39m1.424    \u001b[39m | \u001b[39m3.315    \u001b[39m | \u001b[39m9.301    \u001b[39m | \u001b[39m0.473    \u001b[39m | \u001b[39m40.45    \u001b[39m | \u001b[39m29.11    \u001b[39m | \u001b[39m7.385    \u001b[39m | \u001b[39m12.65    \u001b[39m | \u001b[39m0.8323   \u001b[39m | \u001b[39m0.3848   \u001b[39m | \u001b[39m19.69    \u001b[39m | \u001b[39m12.23    \u001b[39m | \u001b[39m0.05338  \u001b[39m | \u001b[39m0.6646   \u001b[39m | \u001b[39m0.01383  \u001b[39m | \u001b[39m31.11    \u001b[39m | \u001b[39m0.4087   \u001b[39m | \u001b[39m173.5    \u001b[39m | \u001b[39m71.63    \u001b[39m | \u001b[39m14.75    \u001b[39m | \u001b[39m92.4     \u001b[39m | \u001b[39m93.06    \u001b[39m | \u001b[39m22.75    \u001b[39m | \u001b[39m0.7998   \u001b[39m | \u001b[39m0.2825   \u001b[39m | \u001b[39m1.594    \u001b[39m | \u001b[39m11.73    \u001b[39m | \u001b[39m4.529    \u001b[39m | \u001b[39m81.55    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 18:02:37,916 - PipelineOptimizer - INFO - Pipeline config: ('meancn', 'globalscale'), RMSE: 0.3296, R²: 0.9182\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m1006     \u001b[39m | \u001b[39m-0.3296  \u001b[39m | \u001b[39m8.287e+04\u001b[39m | \u001b[39m23.76    \u001b[39m | \u001b[39m0.05643  \u001b[39m | \u001b[39m0.858    \u001b[39m | \u001b[39m4.877    \u001b[39m | \u001b[39m3.381    \u001b[39m | \u001b[39m0.3954   \u001b[39m | \u001b[39m16.7     \u001b[39m | \u001b[39m9.626    \u001b[39m | \u001b[39m38.77    \u001b[39m | \u001b[39m7.837    \u001b[39m | \u001b[39m0.8887   \u001b[39m | \u001b[39m31.79    \u001b[39m | \u001b[39m18.17    \u001b[39m | \u001b[39m18.88    \u001b[39m | \u001b[39m10.32    \u001b[39m | \u001b[39m0.8317   \u001b[39m | \u001b[39m0.2089   \u001b[39m | \u001b[39m31.12    \u001b[39m | \u001b[39m36.85    \u001b[39m | \u001b[39m0.09036  \u001b[39m | \u001b[39m0.1127   \u001b[39m | \u001b[39m0.3877   \u001b[39m | \u001b[39m183.5    \u001b[39m | \u001b[39m0.5858   \u001b[39m | \u001b[39m77.32    \u001b[39m | \u001b[39m48.15    \u001b[39m | \u001b[39m14.04    \u001b[39m | \u001b[39m81.89    \u001b[39m | \u001b[39m77.14    \u001b[39m | \u001b[39m12.52    \u001b[39m | \u001b[39m0.8406   \u001b[39m | \u001b[39m0.9475   \u001b[39m | \u001b[39m0.06138  \u001b[39m | \u001b[39m7.507    \u001b[39m | \u001b[39m3.477    \u001b[39m | \u001b[39m62.2     \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
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      "2025-04-09 18:02:39,047 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.6977, R²: 0.6333\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m1007     \u001b[39m | \u001b[39m-0.6977  \u001b[39m | \u001b[39m1.677e+03\u001b[39m | \u001b[39m40.38    \u001b[39m | \u001b[39m0.1592   \u001b[39m | \u001b[39m0.2663   \u001b[39m | \u001b[39m3.785    \u001b[39m | \u001b[39m2.341    \u001b[39m | \u001b[39m1.667    \u001b[39m | \u001b[39m25.4     \u001b[39m | \u001b[39m4.973    \u001b[39m | \u001b[39m44.08    \u001b[39m | \u001b[39m2.227    \u001b[39m | \u001b[39m1.298    \u001b[39m | \u001b[39m43.37    \u001b[39m | \u001b[39m25.79    \u001b[39m | \u001b[39m25.44    \u001b[39m | \u001b[39m11.4     \u001b[39m | \u001b[39m0.6058   \u001b[39m | \u001b[39m0.2548   \u001b[39m | \u001b[39m69.26    \u001b[39m | \u001b[39m32.99    \u001b[39m | \u001b[39m0.3412   \u001b[39m | \u001b[39m0.8974   \u001b[39m | \u001b[39m0.1957   \u001b[39m | \u001b[39m139.9    \u001b[39m | \u001b[39m0.7656   \u001b[39m | \u001b[39m81.09    \u001b[39m | \u001b[39m11.8     \u001b[39m | \u001b[39m6.74     \u001b[39m | \u001b[39m92.97    \u001b[39m | \u001b[39m86.98    \u001b[39m | \u001b[39m16.27    \u001b[39m | \u001b[39m0.3062   \u001b[39m | \u001b[39m0.0207   \u001b[39m | \u001b[39m0.4378   \u001b[39m | \u001b[39m10.98    \u001b[39m | \u001b[39m4.333    \u001b[39m | \u001b[39m56.56    \u001b[39m |\n"
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      "2025-04-09 18:02:40,095 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.7015, R²: 0.6294\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m1008     \u001b[39m | \u001b[39m-0.7015  \u001b[39m | \u001b[39m8.771e+04\u001b[39m | \u001b[39m21.12    \u001b[39m | \u001b[39m0.01243  \u001b[39m | \u001b[39m0.293    \u001b[39m | \u001b[39m2.699    \u001b[39m | \u001b[39m4.362    \u001b[39m | \u001b[39m1.263    \u001b[39m | \u001b[39m79.35    \u001b[39m | \u001b[39m6.324    \u001b[39m | \u001b[39m26.79    \u001b[39m | \u001b[39m7.118    \u001b[39m | \u001b[39m3.003    \u001b[39m | \u001b[39m47.21    \u001b[39m | \u001b[39m25.5     \u001b[39m | \u001b[39m14.25    \u001b[39m | \u001b[39m7.263    \u001b[39m | \u001b[39m0.7949   \u001b[39m | \u001b[39m0.2008   \u001b[39m | \u001b[39m82.36    \u001b[39m | \u001b[39m2.418    \u001b[39m | \u001b[39m0.1043   \u001b[39m | \u001b[39m0.1065   \u001b[39m | \u001b[39m0.5304   \u001b[39m | \u001b[39m187.7    \u001b[39m | \u001b[39m0.4136   \u001b[39m | \u001b[39m147.3    \u001b[39m | \u001b[39m16.19    \u001b[39m | \u001b[39m5.355    \u001b[39m | \u001b[39m82.24    \u001b[39m | \u001b[39m82.8     \u001b[39m | \u001b[39m11.02    \u001b[39m | \u001b[39m0.1376   \u001b[39m | \u001b[39m0.4128   \u001b[39m | \u001b[39m2.687    \u001b[39m | \u001b[39m11.71    \u001b[39m | \u001b[39m2.805    \u001b[39m | \u001b[39m58.98    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 18:02:41,542 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'globalscale'), RMSE: 0.3887, R²: 0.8862\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m1009     \u001b[39m | \u001b[39m-0.3887  \u001b[39m | \u001b[39m9.128e+04\u001b[39m | \u001b[39m24.0     \u001b[39m | \u001b[39m0.26     \u001b[39m | \u001b[39m0.9586   \u001b[39m | \u001b[39m1.064    \u001b[39m | \u001b[39m4.895    \u001b[39m | \u001b[39m1.756    \u001b[39m | \u001b[39m32.44    \u001b[39m | \u001b[39m4.277    \u001b[39m | \u001b[39m16.56    \u001b[39m | \u001b[39m7.999    \u001b[39m | \u001b[39m1.566    \u001b[39m | \u001b[39m28.73    \u001b[39m | \u001b[39m14.49    \u001b[39m | \u001b[39m18.16    \u001b[39m | \u001b[39m11.34    \u001b[39m | \u001b[39m0.6289   \u001b[39m | \u001b[39m0.1403   \u001b[39m | \u001b[39m7.842    \u001b[39m | \u001b[39m35.42    \u001b[39m | \u001b[39m0.3869   \u001b[39m | \u001b[39m0.2518   \u001b[39m | \u001b[39m0.1584   \u001b[39m | \u001b[39m107.0    \u001b[39m | \u001b[39m0.6094   \u001b[39m | \u001b[39m182.8    \u001b[39m | \u001b[39m13.8     \u001b[39m | \u001b[39m17.37    \u001b[39m | \u001b[39m88.72    \u001b[39m | \u001b[39m78.34    \u001b[39m | \u001b[39m6.507    \u001b[39m | \u001b[39m0.4323   \u001b[39m | \u001b[39m0.04973  \u001b[39m | \u001b[39m1.747    \u001b[39m | \u001b[39m11.65    \u001b[39m | \u001b[39m3.735    \u001b[39m | \u001b[39m9.399    \u001b[39m |\n"
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      "2025-04-09 18:03:09,172 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1236, R²: 0.0490\n"
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    },
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      "| \u001b[39m1010     \u001b[39m | \u001b[39m-1.124   \u001b[39m | \u001b[39m6.326e+04\u001b[39m | \u001b[39m11.07    \u001b[39m | \u001b[39m0.1167   \u001b[39m | \u001b[39m0.8022   \u001b[39m | \u001b[39m2.385    \u001b[39m | \u001b[39m2.784    \u001b[39m | \u001b[39m0.08021  \u001b[39m | \u001b[39m92.96    \u001b[39m | \u001b[39m7.687    \u001b[39m | \u001b[39m33.35    \u001b[39m | \u001b[39m3.472    \u001b[39m | \u001b[39m2.045    \u001b[39m | \u001b[39m32.34    \u001b[39m | \u001b[39m20.09    \u001b[39m | \u001b[39m22.68    \u001b[39m | \u001b[39m12.98    \u001b[39m | \u001b[39m0.6703   \u001b[39m | \u001b[39m0.1183   \u001b[39m | \u001b[39m95.01    \u001b[39m | \u001b[39m22.39    \u001b[39m | \u001b[39m0.07827  \u001b[39m | \u001b[39m0.5471   \u001b[39m | \u001b[39m0.2803   \u001b[39m | \u001b[39m49.2     \u001b[39m | \u001b[39m0.3906   \u001b[39m | \u001b[39m193.1    \u001b[39m | \u001b[39m86.87    \u001b[39m | \u001b[39m13.64    \u001b[39m | \u001b[39m90.62    \u001b[39m | \u001b[39m82.32    \u001b[39m | \u001b[39m6.862    \u001b[39m | \u001b[39m0.2861   \u001b[39m | \u001b[39m0.6123   \u001b[39m | \u001b[39m2.956    \u001b[39m | \u001b[39m7.07     \u001b[39m | \u001b[39m3.039    \u001b[39m | \u001b[39m3.209    \u001b[39m |\n"
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    },
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     "output_type": "stream",
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      "2025-04-09 18:03:10,299 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7891, R²: 0.5310\n"
     ]
    },
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      "| \u001b[39m1011     \u001b[39m | \u001b[39m-0.7891  \u001b[39m | \u001b[39m5.127e+04\u001b[39m | \u001b[39m30.95    \u001b[39m | \u001b[39m0.2231   \u001b[39m | \u001b[39m0.324    \u001b[39m | \u001b[39m1.556    \u001b[39m | \u001b[39m2.527    \u001b[39m | \u001b[39m2.101    \u001b[39m | \u001b[39m38.17    \u001b[39m | \u001b[39m3.306    \u001b[39m | \u001b[39m37.65    \u001b[39m | \u001b[39m0.1878   \u001b[39m | \u001b[39m0.2774   \u001b[39m | \u001b[39m6.774    \u001b[39m | \u001b[39m3.828    \u001b[39m | \u001b[39m5.771    \u001b[39m | \u001b[39m11.94    \u001b[39m | \u001b[39m0.7026   \u001b[39m | \u001b[39m0.1456   \u001b[39m | \u001b[39m61.59    \u001b[39m | \u001b[39m33.21    \u001b[39m | \u001b[39m0.6172   \u001b[39m | \u001b[39m0.9747   \u001b[39m | \u001b[39m0.1253   \u001b[39m | \u001b[39m55.04    \u001b[39m | \u001b[39m0.6243   \u001b[39m | \u001b[39m58.79    \u001b[39m | \u001b[39m38.03    \u001b[39m | \u001b[39m7.562    \u001b[39m | \u001b[39m87.77    \u001b[39m | \u001b[39m89.11    \u001b[39m | \u001b[39m18.15    \u001b[39m | \u001b[39m0.1709   \u001b[39m | \u001b[39m0.4749   \u001b[39m | \u001b[39m1.669    \u001b[39m | \u001b[39m10.86    \u001b[39m | \u001b[39m3.609    \u001b[39m | \u001b[39m67.81    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 18:03:11,817 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'meancn'), RMSE: 0.8636, R²: 0.4383\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m1012     \u001b[39m | \u001b[39m-0.8636  \u001b[39m | \u001b[39m8.126e+04\u001b[39m | \u001b[39m38.71    \u001b[39m | \u001b[39m0.1775   \u001b[39m | \u001b[39m0.4673   \u001b[39m | \u001b[39m2.378    \u001b[39m | \u001b[39m1.766    \u001b[39m | \u001b[39m1.246    \u001b[39m | \u001b[39m44.95    \u001b[39m | \u001b[39m3.139    \u001b[39m | \u001b[39m2.786    \u001b[39m | \u001b[39m1.092    \u001b[39m | \u001b[39m0.5901   \u001b[39m | \u001b[39m48.81    \u001b[39m | \u001b[39m28.91    \u001b[39m | \u001b[39m17.44    \u001b[39m | \u001b[39m8.91     \u001b[39m | \u001b[39m0.6001   \u001b[39m | \u001b[39m0.3523   \u001b[39m | \u001b[39m56.66    \u001b[39m | \u001b[39m13.35    \u001b[39m | \u001b[39m0.8217   \u001b[39m | \u001b[39m0.2836   \u001b[39m | \u001b[39m0.00397  \u001b[39m | \u001b[39m156.5    \u001b[39m | \u001b[39m0.6368   \u001b[39m | \u001b[39m135.7    \u001b[39m | \u001b[39m53.52    \u001b[39m | \u001b[39m5.589    \u001b[39m | \u001b[39m89.09    \u001b[39m | \u001b[39m75.46    \u001b[39m | \u001b[39m20.06    \u001b[39m | \u001b[39m0.6434   \u001b[39m | \u001b[39m0.3371   \u001b[39m | \u001b[39m2.236    \u001b[39m | \u001b[39m8.932    \u001b[39m | \u001b[39m2.547    \u001b[39m | \u001b[39m52.0     \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 18:03:12,634 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 18:03:12,728 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 18:03:12,816 - PipelineOptimizer - WARNING - Error in fold: Input X contains NaN.\n",
      "Ridge does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values\n",
      "2025-04-09 18:03:12,816 - PipelineOptimizer - WARNING - No valid predictions. Returning penalty score.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m1013     \u001b[39m | \u001b[39m-1e+06   \u001b[39m | \u001b[39m1.397e+04\u001b[39m | \u001b[39m19.09    \u001b[39m | \u001b[39m0.1335   \u001b[39m | \u001b[39m0.1935   \u001b[39m | \u001b[39m3.235    \u001b[39m | \u001b[39m3.743    \u001b[39m | \u001b[39m1.39     \u001b[39m | \u001b[39m15.13    \u001b[39m | \u001b[39m8.356    \u001b[39m | \u001b[39m22.21    \u001b[39m | \u001b[39m0.1597   \u001b[39m | \u001b[39m0.9319   \u001b[39m | \u001b[39m3.339    \u001b[39m | \u001b[39m15.72    \u001b[39m | \u001b[39m22.96    \u001b[39m | \u001b[39m10.01    \u001b[39m | \u001b[39m0.8864   \u001b[39m | \u001b[39m0.1248   \u001b[39m | \u001b[39m80.0     \u001b[39m | \u001b[39m26.71    \u001b[39m | \u001b[39m0.9272   \u001b[39m | \u001b[39m0.818    \u001b[39m | \u001b[39m0.5709   \u001b[39m | \u001b[39m37.04    \u001b[39m | \u001b[39m0.6136   \u001b[39m | \u001b[39m105.7    \u001b[39m | \u001b[39m84.69    \u001b[39m | \u001b[39m5.928    \u001b[39m | \u001b[39m91.2     \u001b[39m | \u001b[39m90.32    \u001b[39m | \u001b[39m17.28    \u001b[39m | \u001b[39m0.7159   \u001b[39m | \u001b[39m0.2602   \u001b[39m | \u001b[39m2.714    \u001b[39m | \u001b[39m8.003    \u001b[39m | \u001b[39m2.35     \u001b[39m | \u001b[39m77.19    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 18:03:13,949 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'scaler'), RMSE: 0.1095, R²: 0.9910\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m1014     \u001b[39m | \u001b[39m-0.1095  \u001b[39m | \u001b[39m8.258e+04\u001b[39m | \u001b[39m13.17    \u001b[39m | \u001b[39m0.1459   \u001b[39m | \u001b[39m0.4882   \u001b[39m | \u001b[39m1.202    \u001b[39m | \u001b[39m3.742    \u001b[39m | \u001b[39m0.1349   \u001b[39m | \u001b[39m35.62    \u001b[39m | \u001b[39m3.375    \u001b[39m | \u001b[39m26.09    \u001b[39m | \u001b[39m9.442    \u001b[39m | \u001b[39m1.37     \u001b[39m | \u001b[39m42.14    \u001b[39m | \u001b[39m16.44    \u001b[39m | \u001b[39m7.876    \u001b[39m | \u001b[39m7.329    \u001b[39m | \u001b[39m0.7244   \u001b[39m | \u001b[39m0.1195   \u001b[39m | \u001b[39m53.78    \u001b[39m | \u001b[39m17.26    \u001b[39m | \u001b[39m0.5778   \u001b[39m | \u001b[39m0.302    \u001b[39m | \u001b[39m0.8632   \u001b[39m | \u001b[39m33.67    \u001b[39m | \u001b[39m0.466    \u001b[39m | \u001b[39m186.3    \u001b[39m | \u001b[39m45.4     \u001b[39m | \u001b[39m6.571    \u001b[39m | \u001b[39m93.2     \u001b[39m | \u001b[39m84.66    \u001b[39m | \u001b[39m12.93    \u001b[39m | \u001b[39m0.9731   \u001b[39m | \u001b[39m0.5843   \u001b[39m | \u001b[39m1.945    \u001b[39m | \u001b[39m9.142    \u001b[39m | \u001b[39m4.822    \u001b[39m | \u001b[39m94.78    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 18:03:14,998 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.7078, R²: 0.6226\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m1015     \u001b[39m | \u001b[39m-0.7078  \u001b[39m | \u001b[39m1.545e+04\u001b[39m | \u001b[39m46.73    \u001b[39m | \u001b[39m0.2301   \u001b[39m | \u001b[39m0.5962   \u001b[39m | \u001b[39m3.927    \u001b[39m | \u001b[39m1.455    \u001b[39m | \u001b[39m0.8761   \u001b[39m | \u001b[39m95.2     \u001b[39m | \u001b[39m9.397    \u001b[39m | \u001b[39m19.4     \u001b[39m | \u001b[39m2.364    \u001b[39m | \u001b[39m2.972    \u001b[39m | \u001b[39m16.66    \u001b[39m | \u001b[39m21.72    \u001b[39m | \u001b[39m28.2     \u001b[39m | \u001b[39m8.38     \u001b[39m | \u001b[39m0.6869   \u001b[39m | \u001b[39m0.2945   \u001b[39m | \u001b[39m41.94    \u001b[39m | \u001b[39m32.6     \u001b[39m | \u001b[39m0.8327   \u001b[39m | \u001b[39m0.6453   \u001b[39m | \u001b[39m0.2568   \u001b[39m | \u001b[39m47.38    \u001b[39m | \u001b[39m0.2261   \u001b[39m | \u001b[39m162.2    \u001b[39m | \u001b[39m11.62    \u001b[39m | \u001b[39m7.299    \u001b[39m | \u001b[39m88.51    \u001b[39m | \u001b[39m80.55    \u001b[39m | \u001b[39m6.849    \u001b[39m | \u001b[39m0.8866   \u001b[39m | \u001b[39m0.06505  \u001b[39m | \u001b[39m0.2109   \u001b[39m | \u001b[39m10.8     \u001b[39m | \u001b[39m4.029    \u001b[39m | \u001b[39m39.66    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 18:13:25,259 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8408, R²: 0.4675\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m1016     \u001b[39m | \u001b[39m-0.8408  \u001b[39m | \u001b[39m6.867e+04\u001b[39m | \u001b[39m11.1     \u001b[39m | \u001b[39m0.2158   \u001b[39m | \u001b[39m0.3864   \u001b[39m | \u001b[39m3.39     \u001b[39m | \u001b[39m1.503    \u001b[39m | \u001b[39m0.336    \u001b[39m | \u001b[39m85.6     \u001b[39m | \u001b[39m3.629    \u001b[39m | \u001b[39m24.75    \u001b[39m | \u001b[39m9.995    \u001b[39m | \u001b[39m1.562    \u001b[39m | \u001b[39m6.949    \u001b[39m | \u001b[39m26.86    \u001b[39m | \u001b[39m28.79    \u001b[39m | \u001b[39m8.329    \u001b[39m | \u001b[39m0.6297   \u001b[39m | \u001b[39m0.05733  \u001b[39m | \u001b[39m32.44    \u001b[39m | \u001b[39m32.73    \u001b[39m | \u001b[39m0.4871   \u001b[39m | \u001b[39m0.5533   \u001b[39m | \u001b[39m0.5519   \u001b[39m | \u001b[39m157.7    \u001b[39m | \u001b[39m0.3254   \u001b[39m | \u001b[39m69.5     \u001b[39m | \u001b[39m76.72    \u001b[39m | \u001b[39m11.06    \u001b[39m | \u001b[39m85.82    \u001b[39m | \u001b[39m82.04    \u001b[39m | \u001b[39m12.11    \u001b[39m | \u001b[39m0.04985  \u001b[39m | \u001b[39m0.145    \u001b[39m | \u001b[39m0.8887   \u001b[39m | \u001b[39m12.28    \u001b[39m | \u001b[39m4.619    \u001b[39m | \u001b[39m60.17    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 18:13:26,551 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'globalscale'), RMSE: 1.1358, R²: 0.0283\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m1017     \u001b[39m | \u001b[39m-1.136   \u001b[39m | \u001b[39m3.429e+04\u001b[39m | \u001b[39m34.96    \u001b[39m | \u001b[39m0.228    \u001b[39m | \u001b[39m0.6109   \u001b[39m | \u001b[39m4.369    \u001b[39m | \u001b[39m3.437    \u001b[39m | \u001b[39m1.239    \u001b[39m | \u001b[39m5.87     \u001b[39m | \u001b[39m3.203    \u001b[39m | \u001b[39m27.01    \u001b[39m | \u001b[39m8.69     \u001b[39m | \u001b[39m2.456    \u001b[39m | \u001b[39m24.24    \u001b[39m | \u001b[39m14.96    \u001b[39m | \u001b[39m24.01    \u001b[39m | \u001b[39m10.45    \u001b[39m | \u001b[39m0.8469   \u001b[39m | \u001b[39m0.2878   \u001b[39m | \u001b[39m25.18    \u001b[39m | \u001b[39m21.57    \u001b[39m | \u001b[39m0.6498   \u001b[39m | \u001b[39m0.09189  \u001b[39m | \u001b[39m0.31     \u001b[39m | \u001b[39m157.2    \u001b[39m | \u001b[39m0.58     \u001b[39m | \u001b[39m150.4    \u001b[39m | \u001b[39m96.62    \u001b[39m | \u001b[39m5.118    \u001b[39m | \u001b[39m91.68    \u001b[39m | \u001b[39m79.75    \u001b[39m | \u001b[39m14.47    \u001b[39m | \u001b[39m0.7239   \u001b[39m | \u001b[39m0.02884  \u001b[39m | \u001b[39m1.793    \u001b[39m | \u001b[39m7.02     \u001b[39m | \u001b[39m3.576    \u001b[39m | \u001b[39m42.25    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 18:13:27,951 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.8127, R²: 0.5024\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m1018     \u001b[39m | \u001b[39m-0.8127  \u001b[39m | \u001b[39m8.084e+04\u001b[39m | \u001b[39m38.82    \u001b[39m | \u001b[39m0.2549   \u001b[39m | \u001b[39m0.03796  \u001b[39m | \u001b[39m3.605    \u001b[39m | \u001b[39m1.784    \u001b[39m | \u001b[39m2.666    \u001b[39m | \u001b[39m43.98    \u001b[39m | \u001b[39m5.503    \u001b[39m | \u001b[39m5.899    \u001b[39m | \u001b[39m3.381    \u001b[39m | \u001b[39m2.721    \u001b[39m | \u001b[39m40.9     \u001b[39m | \u001b[39m27.94    \u001b[39m | \u001b[39m11.2     \u001b[39m | \u001b[39m7.673    \u001b[39m | \u001b[39m0.8815   \u001b[39m | \u001b[39m0.3288   \u001b[39m | \u001b[39m28.34    \u001b[39m | \u001b[39m31.14    \u001b[39m | \u001b[39m0.5455   \u001b[39m | \u001b[39m0.1322   \u001b[39m | \u001b[39m0.7255   \u001b[39m | \u001b[39m30.71    \u001b[39m | \u001b[39m0.1787   \u001b[39m | \u001b[39m195.4    \u001b[39m | \u001b[39m54.78    \u001b[39m | \u001b[39m14.05    \u001b[39m | \u001b[39m88.65    \u001b[39m | \u001b[39m85.09    \u001b[39m | \u001b[39m8.391    \u001b[39m | \u001b[39m0.3402   \u001b[39m | \u001b[39m0.2341   \u001b[39m | \u001b[39m1.203    \u001b[39m | \u001b[39m8.892    \u001b[39m | \u001b[39m2.328    \u001b[39m | \u001b[39m46.83    \u001b[39m |\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2025-04-09 18:13:29,119 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1554, R²: -0.0055\n"
     ]
    },
    {
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     "text": [
      "| \u001b[39m1019     \u001b[39m | \u001b[39m-1.155   \u001b[39m | \u001b[39m5.623e+04\u001b[39m | \u001b[39m39.29    \u001b[39m | \u001b[39m0.07048  \u001b[39m | \u001b[39m0.329    \u001b[39m | \u001b[39m1.064    \u001b[39m | \u001b[39m2.526    \u001b[39m | \u001b[39m1.468    \u001b[39m | \u001b[39m63.56    \u001b[39m | \u001b[39m4.392    \u001b[39m | \u001b[39m37.19    \u001b[39m | \u001b[39m7.241    \u001b[39m | \u001b[39m2.195    \u001b[39m | \u001b[39m25.88    \u001b[39m | \u001b[39m19.78    \u001b[39m | \u001b[39m22.09    \u001b[39m | \u001b[39m8.52     \u001b[39m | \u001b[39m0.6623   \u001b[39m | \u001b[39m0.1909   \u001b[39m | \u001b[39m28.28    \u001b[39m | \u001b[39m18.42    \u001b[39m | \u001b[39m0.6115   \u001b[39m | \u001b[39m0.5409   \u001b[39m | \u001b[39m0.9575   \u001b[39m | \u001b[39m12.33    \u001b[39m | \u001b[39m0.1408   \u001b[39m | \u001b[39m156.7    \u001b[39m | \u001b[39m84.17    \u001b[39m | \u001b[39m7.01     \u001b[39m | \u001b[39m84.3     \u001b[39m | \u001b[39m75.64    \u001b[39m | \u001b[39m18.78    \u001b[39m | \u001b[39m0.9637   \u001b[39m | \u001b[39m0.457    \u001b[39m | \u001b[39m2.568    \u001b[39m | \u001b[39m7.477    \u001b[39m | \u001b[39m2.186    \u001b[39m | \u001b[39m59.98    \u001b[39m |\n"
     ]
    },
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     "text": [
      "2025-04-09 18:13:30,305 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'meancn'), RMSE: 0.8275, R²: 0.4842\n"
     ]
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      "| \u001b[39m1020     \u001b[39m | \u001b[39m-0.8275  \u001b[39m | \u001b[39m8.134e+04\u001b[39m | \u001b[39m40.51    \u001b[39m | \u001b[39m0.2192   \u001b[39m | \u001b[39m0.07383  \u001b[39m | \u001b[39m4.194    \u001b[39m | \u001b[39m1.077    \u001b[39m | \u001b[39m1.106    \u001b[39m | \u001b[39m91.38    \u001b[39m | \u001b[39m4.94     \u001b[39m | \u001b[39m36.0     \u001b[39m | \u001b[39m9.757    \u001b[39m | \u001b[39m0.8971   \u001b[39m | \u001b[39m44.87    \u001b[39m | \u001b[39m8.759    \u001b[39m | \u001b[39m26.11    \u001b[39m | \u001b[39m10.02    \u001b[39m | \u001b[39m0.8478   \u001b[39m | \u001b[39m0.3413   \u001b[39m | \u001b[39m8.564    \u001b[39m | \u001b[39m33.22    \u001b[39m | \u001b[39m0.5176   \u001b[39m | \u001b[39m0.4487   \u001b[39m | \u001b[39m0.7955   \u001b[39m | \u001b[39m117.5    \u001b[39m | \u001b[39m0.7272   \u001b[39m | \u001b[39m102.0    \u001b[39m | \u001b[39m60.21    \u001b[39m | \u001b[39m13.97    \u001b[39m | \u001b[39m92.62    \u001b[39m | \u001b[39m87.53    \u001b[39m | \u001b[39m18.59    \u001b[39m | \u001b[39m0.6531   \u001b[39m | \u001b[39m0.2884   \u001b[39m | \u001b[39m1.062    \u001b[39m | \u001b[39m10.08    \u001b[39m | \u001b[39m3.767    \u001b[39m | \u001b[39m39.44    \u001b[39m |\n"
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      "2025-04-09 18:18:46,268 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'scaler'), RMSE: 0.2308, R²: 0.9599\n"
     ]
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      "| \u001b[39m1021     \u001b[39m | \u001b[39m-0.2308  \u001b[39m | \u001b[39m9.068e+04\u001b[39m | \u001b[39m48.35    \u001b[39m | \u001b[39m0.09547  \u001b[39m | \u001b[39m0.5643   \u001b[39m | \u001b[39m1.93     \u001b[39m | \u001b[39m2.444    \u001b[39m | \u001b[39m2.426    \u001b[39m | \u001b[39m43.06    \u001b[39m | \u001b[39m7.086    \u001b[39m | \u001b[39m20.61    \u001b[39m | \u001b[39m1.278    \u001b[39m | \u001b[39m1.292    \u001b[39m | \u001b[39m43.96    \u001b[39m | \u001b[39m27.2     \u001b[39m | \u001b[39m27.12    \u001b[39m | \u001b[39m10.49    \u001b[39m | \u001b[39m0.8226   \u001b[39m | \u001b[39m0.04921  \u001b[39m | \u001b[39m10.99    \u001b[39m | \u001b[39m11.13    \u001b[39m | \u001b[39m0.5046   \u001b[39m | \u001b[39m0.6915   \u001b[39m | \u001b[39m0.6796   \u001b[39m | \u001b[39m173.5    \u001b[39m | \u001b[39m0.2676   \u001b[39m | \u001b[39m55.33    \u001b[39m | \u001b[39m66.05    \u001b[39m | \u001b[39m6.361    \u001b[39m | \u001b[39m89.35    \u001b[39m | \u001b[39m87.54    \u001b[39m | \u001b[39m11.47    \u001b[39m | \u001b[39m0.7804   \u001b[39m | \u001b[39m0.5256   \u001b[39m | \u001b[39m1.018    \u001b[39m | \u001b[39m8.38     \u001b[39m | \u001b[39m3.067    \u001b[39m | \u001b[39m38.29    \u001b[39m |\n"
     ]
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      "2025-04-09 18:18:48,412 - PipelineOptimizer - INFO - Pipeline config: ('autoscale',), RMSE: 0.2111, R²: 0.9664\n"
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      "| \u001b[39m1022     \u001b[39m | \u001b[39m-0.2111  \u001b[39m | \u001b[39m8.772e+04\u001b[39m | \u001b[39m24.28    \u001b[39m | \u001b[39m0.212    \u001b[39m | \u001b[39m0.9065   \u001b[39m | \u001b[39m4.649    \u001b[39m | \u001b[39m3.89     \u001b[39m | \u001b[39m0.6602   \u001b[39m | \u001b[39m83.98    \u001b[39m | \u001b[39m8.827    \u001b[39m | \u001b[39m40.5     \u001b[39m | \u001b[39m6.52     \u001b[39m | \u001b[39m1.998    \u001b[39m | \u001b[39m48.82    \u001b[39m | \u001b[39m25.27    \u001b[39m | \u001b[39m29.5     \u001b[39m | \u001b[39m12.12    \u001b[39m | \u001b[39m0.6473   \u001b[39m | \u001b[39m0.1911   \u001b[39m | \u001b[39m75.53    \u001b[39m | \u001b[39m7.123    \u001b[39m | \u001b[39m0.1153   \u001b[39m | \u001b[39m0.2775   \u001b[39m | \u001b[39m0.9007   \u001b[39m | \u001b[39m182.7    \u001b[39m | \u001b[39m0.5357   \u001b[39m | \u001b[39m171.7    \u001b[39m | \u001b[39m5.974    \u001b[39m | \u001b[39m5.93     \u001b[39m | \u001b[39m83.35    \u001b[39m | \u001b[39m78.45    \u001b[39m | \u001b[39m23.9     \u001b[39m | \u001b[39m0.7844   \u001b[39m | \u001b[39m0.005561 \u001b[39m | \u001b[39m1.176    \u001b[39m | \u001b[39m12.3     \u001b[39m | \u001b[39m1.772    \u001b[39m | \u001b[39m54.14    \u001b[39m |\n"
     ]
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      "2025-04-09 18:18:50,719 - PipelineOptimizer - INFO - Pipeline config: ('scaler',), RMSE: 0.2040, R²: 0.9687\n"
     ]
    },
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      "| \u001b[39m1023     \u001b[39m | \u001b[39m-0.204   \u001b[39m | \u001b[39m2.555e+04\u001b[39m | \u001b[39m10.67    \u001b[39m | \u001b[39m0.2902   \u001b[39m | \u001b[39m0.323    \u001b[39m | \u001b[39m4.247    \u001b[39m | \u001b[39m2.62     \u001b[39m | \u001b[39m1.294    \u001b[39m | \u001b[39m56.3     \u001b[39m | \u001b[39m6.139    \u001b[39m | \u001b[39m36.63    \u001b[39m | \u001b[39m8.202    \u001b[39m | \u001b[39m3.582    \u001b[39m | \u001b[39m18.24    \u001b[39m | \u001b[39m9.516    \u001b[39m | \u001b[39m25.56    \u001b[39m | \u001b[39m10.59    \u001b[39m | \u001b[39m0.9114   \u001b[39m | \u001b[39m0.1075   \u001b[39m | \u001b[39m15.5     \u001b[39m | \u001b[39m2.669    \u001b[39m | \u001b[39m0.5977   \u001b[39m | \u001b[39m0.09607  \u001b[39m | \u001b[39m0.7054   \u001b[39m | \u001b[39m92.23    \u001b[39m | \u001b[39m0.4739   \u001b[39m | \u001b[39m54.51    \u001b[39m | \u001b[39m4.924    \u001b[39m | \u001b[39m10.08    \u001b[39m | \u001b[39m83.12    \u001b[39m | \u001b[39m83.94    \u001b[39m | \u001b[39m24.43    \u001b[39m | \u001b[39m0.366    \u001b[39m | \u001b[39m0.3197   \u001b[39m | \u001b[39m1.69     \u001b[39m | \u001b[39m11.25    \u001b[39m | \u001b[39m1.764    \u001b[39m | \u001b[39m17.93    \u001b[39m |\n"
     ]
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     "text": [
      "2025-04-09 18:18:52,168 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.6881, R²: 0.6434\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m1024     \u001b[39m | \u001b[39m-0.6881  \u001b[39m | \u001b[39m3.854e+03\u001b[39m | \u001b[39m34.35    \u001b[39m | \u001b[39m0.2877   \u001b[39m | \u001b[39m0.7821   \u001b[39m | \u001b[39m2.983    \u001b[39m | \u001b[39m3.389    \u001b[39m | \u001b[39m1.089    \u001b[39m | \u001b[39m18.1     \u001b[39m | \u001b[39m9.007    \u001b[39m | \u001b[39m5.711    \u001b[39m | \u001b[39m8.436    \u001b[39m | \u001b[39m2.517    \u001b[39m | \u001b[39m24.74    \u001b[39m | \u001b[39m6.776    \u001b[39m | \u001b[39m17.27    \u001b[39m | \u001b[39m7.068    \u001b[39m | \u001b[39m0.9343   \u001b[39m | \u001b[39m0.2268   \u001b[39m | \u001b[39m90.06    \u001b[39m | \u001b[39m27.67    \u001b[39m | \u001b[39m0.2454   \u001b[39m | \u001b[39m0.1235   \u001b[39m | \u001b[39m0.6775   \u001b[39m | \u001b[39m28.5     \u001b[39m | \u001b[39m0.7524   \u001b[39m | \u001b[39m63.78    \u001b[39m | \u001b[39m98.75    \u001b[39m | \u001b[39m6.731    \u001b[39m | \u001b[39m81.7     \u001b[39m | \u001b[39m79.24    \u001b[39m | \u001b[39m20.14    \u001b[39m | \u001b[39m0.7422   \u001b[39m | \u001b[39m0.4026   \u001b[39m | \u001b[39m2.065    \u001b[39m | \u001b[39m8.053    \u001b[39m | \u001b[39m3.491    \u001b[39m | \u001b[39m29.95    \u001b[39m |\n"
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    },
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     "text": [
      "2025-04-09 18:18:53,504 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2511, R²: 0.9525\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m1025     \u001b[39m | \u001b[39m-0.2511  \u001b[39m | \u001b[39m5.606e+04\u001b[39m | \u001b[39m35.89    \u001b[39m | \u001b[39m0.02352  \u001b[39m | \u001b[39m0.5634   \u001b[39m | \u001b[39m1.078    \u001b[39m | \u001b[39m1.604    \u001b[39m | \u001b[39m1.704    \u001b[39m | \u001b[39m50.95    \u001b[39m | \u001b[39m1.696    \u001b[39m | \u001b[39m11.66    \u001b[39m | \u001b[39m0.1032   \u001b[39m | \u001b[39m1.14     \u001b[39m | \u001b[39m39.96    \u001b[39m | \u001b[39m22.25    \u001b[39m | \u001b[39m16.2     \u001b[39m | \u001b[39m12.08    \u001b[39m | \u001b[39m0.9262   \u001b[39m | \u001b[39m0.1575   \u001b[39m | \u001b[39m44.63    \u001b[39m | \u001b[39m29.13    \u001b[39m | \u001b[39m0.877    \u001b[39m | \u001b[39m0.3279   \u001b[39m | \u001b[39m0.8147   \u001b[39m | \u001b[39m11.84    \u001b[39m | \u001b[39m0.09272  \u001b[39m | \u001b[39m99.5     \u001b[39m | \u001b[39m23.65    \u001b[39m | \u001b[39m19.02    \u001b[39m | \u001b[39m88.0     \u001b[39m | \u001b[39m81.43    \u001b[39m | \u001b[39m14.55    \u001b[39m | \u001b[39m0.689    \u001b[39m | \u001b[39m0.441    \u001b[39m | \u001b[39m0.1691   \u001b[39m | \u001b[39m11.07    \u001b[39m | \u001b[39m4.493    \u001b[39m | \u001b[39m64.91    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 18:18:54,602 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.8486, R²: 0.4575\n"
     ]
    },
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     "output_type": "stream",
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      "| \u001b[39m1026     \u001b[39m | \u001b[39m-0.8486  \u001b[39m | \u001b[39m4.74e+04 \u001b[39m | \u001b[39m27.86    \u001b[39m | \u001b[39m0.23     \u001b[39m | \u001b[39m0.8953   \u001b[39m | \u001b[39m4.491    \u001b[39m | \u001b[39m2.761    \u001b[39m | \u001b[39m0.8606   \u001b[39m | \u001b[39m62.21    \u001b[39m | \u001b[39m8.017    \u001b[39m | \u001b[39m17.44    \u001b[39m | \u001b[39m2.269    \u001b[39m | \u001b[39m0.8798   \u001b[39m | \u001b[39m24.62    \u001b[39m | \u001b[39m9.947    \u001b[39m | \u001b[39m27.6     \u001b[39m | \u001b[39m11.91    \u001b[39m | \u001b[39m0.9971   \u001b[39m | \u001b[39m0.3073   \u001b[39m | \u001b[39m97.85    \u001b[39m | \u001b[39m6.465    \u001b[39m | \u001b[39m0.7142   \u001b[39m | \u001b[39m0.2369   \u001b[39m | \u001b[39m0.3159   \u001b[39m | \u001b[39m44.32    \u001b[39m | \u001b[39m0.1592   \u001b[39m | \u001b[39m25.15    \u001b[39m | \u001b[39m77.88    \u001b[39m | \u001b[39m19.52    \u001b[39m | \u001b[39m94.65    \u001b[39m | \u001b[39m92.97    \u001b[39m | \u001b[39m7.195    \u001b[39m | \u001b[39m0.3199   \u001b[39m | \u001b[39m0.1592   \u001b[39m | \u001b[39m0.7995   \u001b[39m | \u001b[39m7.834    \u001b[39m | \u001b[39m4.764    \u001b[39m | \u001b[39m9.769    \u001b[39m |\n"
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     "output_type": "stream",
     "text": [
      "2025-04-09 18:18:55,748 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.8016, R²: 0.5159\n"
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     "output_type": "stream",
     "text": [
      "| \u001b[39m1027     \u001b[39m | \u001b[39m-0.8016  \u001b[39m | \u001b[39m5.802e+04\u001b[39m | \u001b[39m42.52    \u001b[39m | \u001b[39m0.1445   \u001b[39m | \u001b[39m0.4305   \u001b[39m | \u001b[39m1.086    \u001b[39m | \u001b[39m3.17     \u001b[39m | \u001b[39m0.7018   \u001b[39m | \u001b[39m10.06    \u001b[39m | \u001b[39m5.393    \u001b[39m | \u001b[39m25.12    \u001b[39m | \u001b[39m3.724    \u001b[39m | \u001b[39m2.987    \u001b[39m | \u001b[39m5.526    \u001b[39m | \u001b[39m3.043    \u001b[39m | \u001b[39m25.58    \u001b[39m | \u001b[39m7.216    \u001b[39m | \u001b[39m0.6236   \u001b[39m | \u001b[39m0.1658   \u001b[39m | \u001b[39m37.08    \u001b[39m | \u001b[39m30.77    \u001b[39m | \u001b[39m0.9238   \u001b[39m | \u001b[39m0.1106   \u001b[39m | \u001b[39m0.09806  \u001b[39m | \u001b[39m97.49    \u001b[39m | \u001b[39m0.1952   \u001b[39m | \u001b[39m80.89    \u001b[39m | \u001b[39m45.76    \u001b[39m | \u001b[39m10.27    \u001b[39m | \u001b[39m86.99    \u001b[39m | \u001b[39m82.46    \u001b[39m | \u001b[39m18.43    \u001b[39m | \u001b[39m0.1869   \u001b[39m | \u001b[39m0.04634  \u001b[39m | \u001b[39m0.6543   \u001b[39m | \u001b[39m9.193    \u001b[39m | \u001b[39m3.543    \u001b[39m | \u001b[39m68.36    \u001b[39m |\n"
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     "output_type": "stream",
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      "2025-04-09 18:18:56,786 - PipelineOptimizer - INFO - Pipeline config: ('meancn',), RMSE: 0.7614, R²: 0.5633\n"
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    },
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      "| \u001b[39m1028     \u001b[39m | \u001b[39m-0.7614  \u001b[39m | \u001b[39m6.887e+04\u001b[39m | \u001b[39m22.32    \u001b[39m | \u001b[39m0.2996   \u001b[39m | \u001b[39m0.09595  \u001b[39m | \u001b[39m3.794    \u001b[39m | \u001b[39m3.871    \u001b[39m | \u001b[39m2.512    \u001b[39m | \u001b[39m99.64    \u001b[39m | \u001b[39m3.07     \u001b[39m | \u001b[39m19.39    \u001b[39m | \u001b[39m0.01054  \u001b[39m | \u001b[39m3.478    \u001b[39m | \u001b[39m8.11     \u001b[39m | \u001b[39m5.693    \u001b[39m | \u001b[39m24.8     \u001b[39m | \u001b[39m12.19    \u001b[39m | \u001b[39m0.9397   \u001b[39m | \u001b[39m0.154    \u001b[39m | \u001b[39m85.2     \u001b[39m | \u001b[39m6.486    \u001b[39m | \u001b[39m0.321    \u001b[39m | \u001b[39m0.2356   \u001b[39m | \u001b[39m0.7536   \u001b[39m | \u001b[39m156.1    \u001b[39m | \u001b[39m0.1091   \u001b[39m | \u001b[39m46.16    \u001b[39m | \u001b[39m19.65    \u001b[39m | \u001b[39m7.213    \u001b[39m | \u001b[39m94.2     \u001b[39m | \u001b[39m86.9     \u001b[39m | \u001b[39m20.94    \u001b[39m | \u001b[39m0.2331   \u001b[39m | \u001b[39m0.6184   \u001b[39m | \u001b[39m2.425    \u001b[39m | \u001b[39m12.93    \u001b[39m | \u001b[39m2.84     \u001b[39m | \u001b[39m14.93    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 18:18:58,760 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.1305, R²: 0.9872\n"
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      "| \u001b[39m1029     \u001b[39m | \u001b[39m-0.1305  \u001b[39m | \u001b[39m3.677e+04\u001b[39m | \u001b[39m23.7     \u001b[39m | \u001b[39m0.05814  \u001b[39m | \u001b[39m0.8534   \u001b[39m | \u001b[39m2.448    \u001b[39m | \u001b[39m3.872    \u001b[39m | \u001b[39m1.208    \u001b[39m | \u001b[39m22.58    \u001b[39m | \u001b[39m9.937    \u001b[39m | \u001b[39m49.68    \u001b[39m | \u001b[39m9.705    \u001b[39m | \u001b[39m2.145    \u001b[39m | \u001b[39m27.73    \u001b[39m | \u001b[39m7.059    \u001b[39m | \u001b[39m27.52    \u001b[39m | \u001b[39m9.803    \u001b[39m | \u001b[39m0.7096   \u001b[39m | \u001b[39m0.3799   \u001b[39m | \u001b[39m3.579    \u001b[39m | \u001b[39m17.74    \u001b[39m | \u001b[39m0.8947   \u001b[39m | \u001b[39m0.464    \u001b[39m | \u001b[39m0.4921   \u001b[39m | \u001b[39m179.5    \u001b[39m | \u001b[39m0.1665   \u001b[39m | \u001b[39m87.67    \u001b[39m | \u001b[39m57.79    \u001b[39m | \u001b[39m10.9     \u001b[39m | \u001b[39m92.89    \u001b[39m | \u001b[39m92.03    \u001b[39m | \u001b[39m6.505    \u001b[39m | \u001b[39m0.2966   \u001b[39m | \u001b[39m0.7523   \u001b[39m | \u001b[39m0.6101   \u001b[39m | \u001b[39m11.17    \u001b[39m | \u001b[39m3.718    \u001b[39m | \u001b[39m6.326    \u001b[39m |\n"
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      "2025-04-09 18:18:59,904 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 1.0273, R²: 0.2050\n"
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      "| \u001b[39m1030     \u001b[39m | \u001b[39m-1.027   \u001b[39m | \u001b[39m8.951e+04\u001b[39m | \u001b[39m14.99    \u001b[39m | \u001b[39m0.2568   \u001b[39m | \u001b[39m0.6539   \u001b[39m | \u001b[39m1.568    \u001b[39m | \u001b[39m1.847    \u001b[39m | \u001b[39m1.516    \u001b[39m | \u001b[39m59.63    \u001b[39m | \u001b[39m1.026    \u001b[39m | \u001b[39m32.46    \u001b[39m | \u001b[39m6.695    \u001b[39m | \u001b[39m0.9058   \u001b[39m | \u001b[39m3.546    \u001b[39m | \u001b[39m24.48    \u001b[39m | \u001b[39m20.97    \u001b[39m | \u001b[39m9.483    \u001b[39m | \u001b[39m0.6965   \u001b[39m | \u001b[39m0.2567   \u001b[39m | \u001b[39m12.94    \u001b[39m | \u001b[39m2.082    \u001b[39m | \u001b[39m0.7167   \u001b[39m | \u001b[39m0.9707   \u001b[39m | \u001b[39m0.6889   \u001b[39m | \u001b[39m13.16    \u001b[39m | \u001b[39m0.3314   \u001b[39m | \u001b[39m148.3    \u001b[39m | \u001b[39m50.78    \u001b[39m | \u001b[39m17.06    \u001b[39m | \u001b[39m85.68    \u001b[39m | \u001b[39m89.11    \u001b[39m | \u001b[39m6.694    \u001b[39m | \u001b[39m0.6612   \u001b[39m | \u001b[39m0.06292  \u001b[39m | \u001b[39m1.513    \u001b[39m | \u001b[39m8.446    \u001b[39m | \u001b[39m4.032    \u001b[39m | \u001b[39m11.97    \u001b[39m |\n"
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      "2025-04-09 18:19:01,150 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2125, R²: 0.9660\n"
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      "| \u001b[39m1031     \u001b[39m | \u001b[39m-0.2125  \u001b[39m | \u001b[39m3.603e+04\u001b[39m | \u001b[39m28.36    \u001b[39m | \u001b[39m0.01113  \u001b[39m | \u001b[39m0.2599   \u001b[39m | \u001b[39m3.845    \u001b[39m | \u001b[39m2.86     \u001b[39m | \u001b[39m1.017    \u001b[39m | \u001b[39m30.37    \u001b[39m | \u001b[39m4.445    \u001b[39m | \u001b[39m18.61    \u001b[39m | \u001b[39m5.391    \u001b[39m | \u001b[39m3.092    \u001b[39m | \u001b[39m26.45    \u001b[39m | \u001b[39m26.59    \u001b[39m | \u001b[39m26.21    \u001b[39m | \u001b[39m8.577    \u001b[39m | \u001b[39m0.6368   \u001b[39m | \u001b[39m0.2734   \u001b[39m | \u001b[39m82.41    \u001b[39m | \u001b[39m28.93    \u001b[39m | \u001b[39m0.08604  \u001b[39m | \u001b[39m0.7281   \u001b[39m | \u001b[39m0.7117   \u001b[39m | \u001b[39m150.4    \u001b[39m | \u001b[39m0.7042   \u001b[39m | \u001b[39m60.3     \u001b[39m | \u001b[39m6.216    \u001b[39m | \u001b[39m11.7     \u001b[39m | \u001b[39m85.8     \u001b[39m | \u001b[39m83.88    \u001b[39m | \u001b[39m9.376    \u001b[39m | \u001b[39m0.4661   \u001b[39m | \u001b[39m0.9403   \u001b[39m | \u001b[39m1.162    \u001b[39m | \u001b[39m9.881    \u001b[39m | \u001b[39m2.087    \u001b[39m | \u001b[39m70.7     \u001b[39m |\n"
     ]
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      "2025-04-09 18:19:02,570 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'meancn'), RMSE: 0.9027, R²: 0.3861\n"
     ]
    },
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      "| \u001b[39m1032     \u001b[39m | \u001b[39m-0.9027  \u001b[39m | \u001b[39m1.383e+04\u001b[39m | \u001b[39m19.1     \u001b[39m | \u001b[39m0.2547   \u001b[39m | \u001b[39m0.07584  \u001b[39m | \u001b[39m2.444    \u001b[39m | \u001b[39m2.816    \u001b[39m | \u001b[39m1.798    \u001b[39m | \u001b[39m92.33    \u001b[39m | \u001b[39m1.658    \u001b[39m | \u001b[39m15.93    \u001b[39m | \u001b[39m8.741    \u001b[39m | \u001b[39m1.28     \u001b[39m | \u001b[39m36.13    \u001b[39m | \u001b[39m12.87    \u001b[39m | \u001b[39m15.86    \u001b[39m | \u001b[39m7.349    \u001b[39m | \u001b[39m0.9023   \u001b[39m | \u001b[39m0.1991   \u001b[39m | \u001b[39m90.79    \u001b[39m | \u001b[39m26.47    \u001b[39m | \u001b[39m0.2875   \u001b[39m | \u001b[39m0.9837   \u001b[39m | \u001b[39m0.09814  \u001b[39m | \u001b[39m157.8    \u001b[39m | \u001b[39m0.1727   \u001b[39m | \u001b[39m20.28    \u001b[39m | \u001b[39m96.13    \u001b[39m | \u001b[39m12.46    \u001b[39m | \u001b[39m81.36    \u001b[39m | \u001b[39m78.07    \u001b[39m | \u001b[39m14.87    \u001b[39m | \u001b[39m0.1682   \u001b[39m | \u001b[39m0.3722   \u001b[39m | \u001b[39m1.873    \u001b[39m | \u001b[39m11.33    \u001b[39m | \u001b[39m1.059    \u001b[39m | \u001b[39m85.68    \u001b[39m |\n"
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      "2025-04-09 18:19:03,767 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.7415, R²: 0.5858\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m1033     \u001b[39m | \u001b[39m-0.7415  \u001b[39m | \u001b[39m2.747e+03\u001b[39m | \u001b[39m26.83    \u001b[39m | \u001b[39m0.1943   \u001b[39m | \u001b[39m0.8125   \u001b[39m | \u001b[39m1.854    \u001b[39m | \u001b[39m4.452    \u001b[39m | \u001b[39m0.5273   \u001b[39m | \u001b[39m93.55    \u001b[39m | \u001b[39m4.512    \u001b[39m | \u001b[39m17.27    \u001b[39m | \u001b[39m9.007    \u001b[39m | \u001b[39m3.896    \u001b[39m | \u001b[39m15.97    \u001b[39m | \u001b[39m12.87    \u001b[39m | \u001b[39m20.35    \u001b[39m | \u001b[39m12.02    \u001b[39m | \u001b[39m0.6015   \u001b[39m | \u001b[39m0.3161   \u001b[39m | \u001b[39m50.58    \u001b[39m | \u001b[39m28.49    \u001b[39m | \u001b[39m0.9292   \u001b[39m | \u001b[39m0.3676   \u001b[39m | \u001b[39m0.3172   \u001b[39m | \u001b[39m132.5    \u001b[39m | \u001b[39m0.5162   \u001b[39m | \u001b[39m141.2    \u001b[39m | \u001b[39m66.73    \u001b[39m | \u001b[39m10.22    \u001b[39m | \u001b[39m88.79    \u001b[39m | \u001b[39m91.35    \u001b[39m | \u001b[39m8.064    \u001b[39m | \u001b[39m0.5912   \u001b[39m | \u001b[39m0.7828   \u001b[39m | \u001b[39m2.734    \u001b[39m | \u001b[39m11.2     \u001b[39m | \u001b[39m3.433    \u001b[39m | \u001b[39m14.02    \u001b[39m |\n"
     ]
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      "2025-04-09 18:25:22,909 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 0.1366, R²: 0.9859\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m1034     \u001b[39m | \u001b[39m-0.1366  \u001b[39m | \u001b[39m9.738e+04\u001b[39m | \u001b[39m45.12    \u001b[39m | \u001b[39m0.2055   \u001b[39m | \u001b[39m0.5153   \u001b[39m | \u001b[39m4.796    \u001b[39m | \u001b[39m1.243    \u001b[39m | \u001b[39m1.446    \u001b[39m | \u001b[39m32.11    \u001b[39m | \u001b[39m8.195    \u001b[39m | \u001b[39m42.95    \u001b[39m | \u001b[39m6.061    \u001b[39m | \u001b[39m1.632    \u001b[39m | \u001b[39m29.75    \u001b[39m | \u001b[39m15.46    \u001b[39m | \u001b[39m6.772    \u001b[39m | \u001b[39m12.09    \u001b[39m | \u001b[39m0.7044   \u001b[39m | \u001b[39m0.3143   \u001b[39m | \u001b[39m93.27    \u001b[39m | \u001b[39m18.29    \u001b[39m | \u001b[39m0.568    \u001b[39m | \u001b[39m0.6006   \u001b[39m | \u001b[39m0.8078   \u001b[39m | \u001b[39m13.83    \u001b[39m | \u001b[39m0.8497   \u001b[39m | \u001b[39m12.42    \u001b[39m | \u001b[39m13.46    \u001b[39m | \u001b[39m5.529    \u001b[39m | \u001b[39m94.74    \u001b[39m | \u001b[39m91.18    \u001b[39m | \u001b[39m11.42    \u001b[39m | \u001b[39m0.8536   \u001b[39m | \u001b[39m0.5659   \u001b[39m | \u001b[39m2.061    \u001b[39m | \u001b[39m7.119    \u001b[39m | \u001b[39m3.558    \u001b[39m | \u001b[39m72.28    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 18:25:24,145 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'meancn'), RMSE: 1.1340, R²: 0.0313\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m1035     \u001b[39m | \u001b[39m-1.134   \u001b[39m | \u001b[39m4.602e+04\u001b[39m | \u001b[39m25.9     \u001b[39m | \u001b[39m0.2269   \u001b[39m | \u001b[39m0.5088   \u001b[39m | \u001b[39m3.849    \u001b[39m | \u001b[39m1.199    \u001b[39m | \u001b[39m1.817    \u001b[39m | \u001b[39m57.92    \u001b[39m | \u001b[39m1.601    \u001b[39m | \u001b[39m21.48    \u001b[39m | \u001b[39m5.614    \u001b[39m | \u001b[39m1.519    \u001b[39m | \u001b[39m44.53    \u001b[39m | \u001b[39m11.45    \u001b[39m | \u001b[39m15.18    \u001b[39m | \u001b[39m10.54    \u001b[39m | \u001b[39m0.9879   \u001b[39m | \u001b[39m0.1202   \u001b[39m | \u001b[39m78.58    \u001b[39m | \u001b[39m19.9     \u001b[39m | \u001b[39m0.2465   \u001b[39m | \u001b[39m0.1019   \u001b[39m | \u001b[39m0.0639   \u001b[39m | \u001b[39m179.8    \u001b[39m | \u001b[39m0.4893   \u001b[39m | \u001b[39m138.5    \u001b[39m | \u001b[39m38.66    \u001b[39m | \u001b[39m16.62    \u001b[39m | \u001b[39m82.84    \u001b[39m | \u001b[39m91.07    \u001b[39m | \u001b[39m5.517    \u001b[39m | \u001b[39m0.711    \u001b[39m | \u001b[39m0.358    \u001b[39m | \u001b[39m0.8427   \u001b[39m | \u001b[39m11.07    \u001b[39m | \u001b[39m3.166    \u001b[39m | \u001b[39m75.24    \u001b[39m |\n"
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      "2025-04-09 18:25:25,289 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.8952, R²: 0.3964\n"
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      "| \u001b[39m1036     \u001b[39m | \u001b[39m-0.8952  \u001b[39m | \u001b[39m5.21e+04 \u001b[39m | \u001b[39m44.55    \u001b[39m | \u001b[39m0.226    \u001b[39m | \u001b[39m0.1982   \u001b[39m | \u001b[39m3.354    \u001b[39m | \u001b[39m3.367    \u001b[39m | \u001b[39m2.618    \u001b[39m | \u001b[39m55.07    \u001b[39m | \u001b[39m1.094    \u001b[39m | \u001b[39m37.69    \u001b[39m | \u001b[39m7.702    \u001b[39m | \u001b[39m1.098    \u001b[39m | \u001b[39m23.06    \u001b[39m | \u001b[39m10.97    \u001b[39m | \u001b[39m14.65    \u001b[39m | \u001b[39m12.1     \u001b[39m | \u001b[39m0.6728   \u001b[39m | \u001b[39m0.02094  \u001b[39m | \u001b[39m47.34    \u001b[39m | \u001b[39m12.19    \u001b[39m | \u001b[39m0.459    \u001b[39m | \u001b[39m0.5273   \u001b[39m | \u001b[39m0.6213   \u001b[39m | \u001b[39m166.8    \u001b[39m | \u001b[39m0.108    \u001b[39m | \u001b[39m177.6    \u001b[39m | \u001b[39m98.49    \u001b[39m | \u001b[39m7.093    \u001b[39m | \u001b[39m80.48    \u001b[39m | \u001b[39m75.78    \u001b[39m | \u001b[39m5.631    \u001b[39m | \u001b[39m0.3715   \u001b[39m | \u001b[39m0.4513   \u001b[39m | \u001b[39m1.477    \u001b[39m | \u001b[39m9.685    \u001b[39m | \u001b[39m1.132    \u001b[39m | \u001b[39m54.75    \u001b[39m |\n"
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      "2025-04-09 18:25:26,357 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'meancn'), RMSE: 0.2638, R²: 0.9476\n"
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      "| \u001b[39m1037     \u001b[39m | \u001b[39m-0.2638  \u001b[39m | \u001b[39m9.201e+04\u001b[39m | \u001b[39m45.12    \u001b[39m | \u001b[39m0.2362   \u001b[39m | \u001b[39m0.9249   \u001b[39m | \u001b[39m1.788    \u001b[39m | \u001b[39m2.79     \u001b[39m | \u001b[39m0.5494   \u001b[39m | \u001b[39m93.27    \u001b[39m | \u001b[39m8.594    \u001b[39m | \u001b[39m14.53    \u001b[39m | \u001b[39m6.994    \u001b[39m | \u001b[39m2.187    \u001b[39m | \u001b[39m45.52    \u001b[39m | \u001b[39m21.99    \u001b[39m | \u001b[39m6.921    \u001b[39m | \u001b[39m12.96    \u001b[39m | \u001b[39m0.8968   \u001b[39m | \u001b[39m0.3022   \u001b[39m | \u001b[39m15.08    \u001b[39m | \u001b[39m29.73    \u001b[39m | \u001b[39m0.3385   \u001b[39m | \u001b[39m0.1264   \u001b[39m | \u001b[39m0.1027   \u001b[39m | \u001b[39m125.9    \u001b[39m | \u001b[39m0.3343   \u001b[39m | \u001b[39m50.79    \u001b[39m | \u001b[39m37.81    \u001b[39m | \u001b[39m15.21    \u001b[39m | \u001b[39m83.37    \u001b[39m | \u001b[39m76.61    \u001b[39m | \u001b[39m19.44    \u001b[39m | \u001b[39m0.712    \u001b[39m | \u001b[39m0.3251   \u001b[39m | \u001b[39m2.322    \u001b[39m | \u001b[39m11.08    \u001b[39m | \u001b[39m3.036    \u001b[39m | \u001b[39m63.05    \u001b[39m |\n"
     ]
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      "2025-04-09 18:25:27,784 - PipelineOptimizer - INFO - Pipeline config: ('scaler', 'emsc'), RMSE: 0.2843, R²: 0.9391\n"
     ]
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      "| \u001b[39m1038     \u001b[39m | \u001b[39m-0.2843  \u001b[39m | \u001b[39m2.635e+04\u001b[39m | \u001b[39m17.33    \u001b[39m | \u001b[39m0.07898  \u001b[39m | \u001b[39m0.6341   \u001b[39m | \u001b[39m1.156    \u001b[39m | \u001b[39m3.12     \u001b[39m | \u001b[39m0.8649   \u001b[39m | \u001b[39m2.587    \u001b[39m | \u001b[39m6.169    \u001b[39m | \u001b[39m12.77    \u001b[39m | \u001b[39m5.712    \u001b[39m | \u001b[39m2.668    \u001b[39m | \u001b[39m4.3      \u001b[39m | \u001b[39m12.24    \u001b[39m | \u001b[39m28.83    \u001b[39m | \u001b[39m9.055    \u001b[39m | \u001b[39m0.9423   \u001b[39m | \u001b[39m0.03479  \u001b[39m | \u001b[39m17.46    \u001b[39m | \u001b[39m28.95    \u001b[39m | \u001b[39m0.2454   \u001b[39m | \u001b[39m0.5732   \u001b[39m | \u001b[39m0.703    \u001b[39m | \u001b[39m151.6    \u001b[39m | \u001b[39m0.1504   \u001b[39m | \u001b[39m164.9    \u001b[39m | \u001b[39m70.31    \u001b[39m | \u001b[39m18.05    \u001b[39m | \u001b[39m80.81    \u001b[39m | \u001b[39m77.87    \u001b[39m | \u001b[39m16.83    \u001b[39m | \u001b[39m0.7785   \u001b[39m | \u001b[39m0.2427   \u001b[39m | \u001b[39m2.276    \u001b[39m | \u001b[39m12.57    \u001b[39m | \u001b[39m2.83     \u001b[39m | \u001b[39m3.921    \u001b[39m |\n"
     ]
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      "2025-04-09 18:25:29,051 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'emsc'), RMSE: 1.0455, R²: 0.1767\n"
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      "| \u001b[39m1039     \u001b[39m | \u001b[39m-1.045   \u001b[39m | \u001b[39m5.698e+04\u001b[39m | \u001b[39m21.45    \u001b[39m | \u001b[39m0.07705  \u001b[39m | \u001b[39m0.8262   \u001b[39m | \u001b[39m4.086    \u001b[39m | \u001b[39m1.436    \u001b[39m | \u001b[39m1.47     \u001b[39m | \u001b[39m50.51    \u001b[39m | \u001b[39m1.127    \u001b[39m | \u001b[39m24.58    \u001b[39m | \u001b[39m7.18     \u001b[39m | \u001b[39m1.208    \u001b[39m | \u001b[39m18.56    \u001b[39m | \u001b[39m14.84    \u001b[39m | \u001b[39m20.53    \u001b[39m | \u001b[39m12.06    \u001b[39m | \u001b[39m0.8822   \u001b[39m | \u001b[39m0.1934   \u001b[39m | \u001b[39m6.898    \u001b[39m | \u001b[39m25.07    \u001b[39m | \u001b[39m0.4226   \u001b[39m | \u001b[39m0.7391   \u001b[39m | \u001b[39m0.5404   \u001b[39m | \u001b[39m129.8    \u001b[39m | \u001b[39m0.4054   \u001b[39m | \u001b[39m34.18    \u001b[39m | \u001b[39m39.07    \u001b[39m | \u001b[39m9.868    \u001b[39m | \u001b[39m90.05    \u001b[39m | \u001b[39m87.96    \u001b[39m | \u001b[39m17.51    \u001b[39m | \u001b[39m0.3761   \u001b[39m | \u001b[39m0.8851   \u001b[39m | \u001b[39m1.131    \u001b[39m | \u001b[39m8.197    \u001b[39m | \u001b[39m3.28     \u001b[39m | \u001b[39m50.12    \u001b[39m |\n"
     ]
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      "2025-04-09 18:25:56,011 - PipelineOptimizer - INFO - Pipeline config: ('savgol',), RMSE: 1.1545, R²: -0.0039\n"
     ]
    },
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      "| \u001b[39m1040     \u001b[39m | \u001b[39m-1.154   \u001b[39m | \u001b[39m5.892e+04\u001b[39m | \u001b[39m40.48    \u001b[39m | \u001b[39m0.085    \u001b[39m | \u001b[39m0.907    \u001b[39m | \u001b[39m4.639    \u001b[39m | \u001b[39m3.208    \u001b[39m | \u001b[39m1.232    \u001b[39m | \u001b[39m53.6     \u001b[39m | \u001b[39m5.442    \u001b[39m | \u001b[39m12.35    \u001b[39m | \u001b[39m5.008    \u001b[39m | \u001b[39m3.248    \u001b[39m | \u001b[39m25.01    \u001b[39m | \u001b[39m6.277    \u001b[39m | \u001b[39m19.87    \u001b[39m | \u001b[39m9.686    \u001b[39m | \u001b[39m0.6634   \u001b[39m | \u001b[39m0.3067   \u001b[39m | \u001b[39m14.93    \u001b[39m | \u001b[39m1.298    \u001b[39m | \u001b[39m0.7324   \u001b[39m | \u001b[39m0.6101   \u001b[39m | \u001b[39m0.6459   \u001b[39m | \u001b[39m95.98    \u001b[39m | \u001b[39m0.05085  \u001b[39m | \u001b[39m163.7    \u001b[39m | \u001b[39m58.59    \u001b[39m | \u001b[39m10.17    \u001b[39m | \u001b[39m92.49    \u001b[39m | \u001b[39m93.79    \u001b[39m | \u001b[39m17.74    \u001b[39m | \u001b[39m0.7565   \u001b[39m | \u001b[39m0.5877   \u001b[39m | \u001b[39m2.342    \u001b[39m | \u001b[39m10.31    \u001b[39m | \u001b[39m2.717    \u001b[39m | \u001b[39m70.14    \u001b[39m |\n"
     ]
    },
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      "2025-04-09 18:25:57,254 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'savgol'), RMSE: 1.1488, R²: 0.0058\n"
     ]
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     "output_type": "stream",
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      "| \u001b[39m1041     \u001b[39m | \u001b[39m-1.149   \u001b[39m | \u001b[39m5.167e+04\u001b[39m | \u001b[39m35.95    \u001b[39m | \u001b[39m0.114    \u001b[39m | \u001b[39m0.1782   \u001b[39m | \u001b[39m2.32     \u001b[39m | \u001b[39m3.041    \u001b[39m | \u001b[39m1.273    \u001b[39m | \u001b[39m25.57    \u001b[39m | \u001b[39m8.945    \u001b[39m | \u001b[39m29.89    \u001b[39m | \u001b[39m1.799    \u001b[39m | \u001b[39m1.789    \u001b[39m | \u001b[39m28.58    \u001b[39m | \u001b[39m13.78    \u001b[39m | \u001b[39m13.91    \u001b[39m | \u001b[39m11.51    \u001b[39m | \u001b[39m0.618    \u001b[39m | \u001b[39m0.2159   \u001b[39m | \u001b[39m51.58    \u001b[39m | \u001b[39m8.838    \u001b[39m | \u001b[39m0.4388   \u001b[39m | \u001b[39m0.8299   \u001b[39m | \u001b[39m0.4271   \u001b[39m | \u001b[39m122.5    \u001b[39m | \u001b[39m0.2558   \u001b[39m | \u001b[39m186.1    \u001b[39m | \u001b[39m92.34    \u001b[39m | \u001b[39m9.126    \u001b[39m | \u001b[39m84.24    \u001b[39m | \u001b[39m83.99    \u001b[39m | \u001b[39m10.4     \u001b[39m | \u001b[39m0.8498   \u001b[39m | \u001b[39m0.6812   \u001b[39m | \u001b[39m0.8552   \u001b[39m | \u001b[39m12.64    \u001b[39m | \u001b[39m1.08     \u001b[39m | \u001b[39m45.5     \u001b[39m |\n"
     ]
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      "2025-04-09 18:25:58,330 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 0.9015, R²: 0.3878\n"
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    },
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     "output_type": "stream",
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      "| \u001b[39m1042     \u001b[39m | \u001b[39m-0.9015  \u001b[39m | \u001b[39m7.832e+04\u001b[39m | \u001b[39m38.38    \u001b[39m | \u001b[39m0.1309   \u001b[39m | \u001b[39m0.4072   \u001b[39m | \u001b[39m1.6      \u001b[39m | \u001b[39m3.171    \u001b[39m | \u001b[39m1.39     \u001b[39m | \u001b[39m48.91    \u001b[39m | \u001b[39m2.048    \u001b[39m | \u001b[39m2.278    \u001b[39m | \u001b[39m5.399    \u001b[39m | \u001b[39m1.973    \u001b[39m | \u001b[39m4.335    \u001b[39m | \u001b[39m12.3     \u001b[39m | \u001b[39m12.02    \u001b[39m | \u001b[39m11.25    \u001b[39m | \u001b[39m0.9594   \u001b[39m | \u001b[39m0.3105   \u001b[39m | \u001b[39m52.22    \u001b[39m | \u001b[39m2.321    \u001b[39m | \u001b[39m0.3008   \u001b[39m | \u001b[39m0.7856   \u001b[39m | \u001b[39m0.6801   \u001b[39m | \u001b[39m140.0    \u001b[39m | \u001b[39m0.7511   \u001b[39m | \u001b[39m180.7    \u001b[39m | \u001b[39m95.0     \u001b[39m | \u001b[39m15.98    \u001b[39m | \u001b[39m94.86    \u001b[39m | \u001b[39m86.33    \u001b[39m | \u001b[39m18.16    \u001b[39m | \u001b[39m0.9253   \u001b[39m | \u001b[39m0.2583   \u001b[39m | \u001b[39m2.633    \u001b[39m | \u001b[39m8.296    \u001b[39m | \u001b[39m4.963    \u001b[39m | \u001b[39m63.3     \u001b[39m |\n"
     ]
    },
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      "2025-04-09 18:25:59,793 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'robust_scaler'), RMSE: 1.1375, R²: 0.0253\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "| \u001b[39m1043     \u001b[39m | \u001b[39m-1.138   \u001b[39m | \u001b[39m6.013e+04\u001b[39m | \u001b[39m28.86    \u001b[39m | \u001b[39m0.2217   \u001b[39m | \u001b[39m0.3142   \u001b[39m | \u001b[39m1.253    \u001b[39m | \u001b[39m2.192    \u001b[39m | \u001b[39m1.731    \u001b[39m | \u001b[39m97.68    \u001b[39m | \u001b[39m9.327    \u001b[39m | \u001b[39m42.7     \u001b[39m | \u001b[39m6.412    \u001b[39m | \u001b[39m2.822    \u001b[39m | \u001b[39m7.605    \u001b[39m | \u001b[39m17.93    \u001b[39m | \u001b[39m23.52    \u001b[39m | \u001b[39m10.22    \u001b[39m | \u001b[39m0.7782   \u001b[39m | \u001b[39m0.1354   \u001b[39m | \u001b[39m69.73    \u001b[39m | \u001b[39m17.51    \u001b[39m | \u001b[39m0.2097   \u001b[39m | \u001b[39m0.751    \u001b[39m | \u001b[39m0.7473   \u001b[39m | \u001b[39m76.98    \u001b[39m | \u001b[39m0.7182   \u001b[39m | \u001b[39m81.6     \u001b[39m | \u001b[39m54.51    \u001b[39m | \u001b[39m9.131    \u001b[39m | \u001b[39m88.67    \u001b[39m | \u001b[39m86.43    \u001b[39m | \u001b[39m5.339    \u001b[39m | \u001b[39m0.327    \u001b[39m | \u001b[39m0.001652 \u001b[39m | \u001b[39m1.179    \u001b[39m | \u001b[39m7.792    \u001b[39m | \u001b[39m3.294    \u001b[39m | \u001b[39m41.46    \u001b[39m |\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "2025-04-09 18:26:00,827 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'autoscale'), RMSE: 0.0915, R²: 0.9937\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "| \u001b[39m1044     \u001b[39m | \u001b[39m-0.09152 \u001b[39m | \u001b[39m5.009e+04\u001b[39m | \u001b[39m47.49    \u001b[39m | \u001b[39m0.2737   \u001b[39m | \u001b[39m0.851    \u001b[39m | \u001b[39m4.031    \u001b[39m | \u001b[39m3.667    \u001b[39m | \u001b[39m0.1228   \u001b[39m | \u001b[39m74.59    \u001b[39m | \u001b[39m3.819    \u001b[39m | \u001b[39m33.13    \u001b[39m | \u001b[39m2.002    \u001b[39m | \u001b[39m2.478    \u001b[39m | \u001b[39m14.91    \u001b[39m | \u001b[39m10.05    \u001b[39m | \u001b[39m29.0     \u001b[39m | \u001b[39m12.27    \u001b[39m | \u001b[39m0.7185   \u001b[39m | \u001b[39m0.3706   \u001b[39m | \u001b[39m14.72    \u001b[39m | \u001b[39m21.07    \u001b[39m | \u001b[39m0.1341   \u001b[39m | \u001b[39m0.1472   \u001b[39m | \u001b[39m0.9378   \u001b[39m | \u001b[39m70.78    \u001b[39m | \u001b[39m0.7397   \u001b[39m | \u001b[39m78.96    \u001b[39m | \u001b[39m68.22    \u001b[39m | \u001b[39m16.41    \u001b[39m | \u001b[39m83.06    \u001b[39m | \u001b[39m83.78    \u001b[39m | \u001b[39m5.782    \u001b[39m | \u001b[39m0.2777   \u001b[39m | \u001b[39m0.1503   \u001b[39m | \u001b[39m0.9777   \u001b[39m | \u001b[39m11.95    \u001b[39m | \u001b[39m4.398    \u001b[39m | \u001b[39m10.14    \u001b[39m |\n"
     ]
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     "output_type": "stream",
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      "2025-04-09 18:26:03,364 - PipelineOptimizer - INFO - Pipeline config: ('detrend',), RMSE: 1.0595, R²: 0.1544\n"
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    },
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      "| \u001b[39m1045     \u001b[39m | \u001b[39m-1.06    \u001b[39m | \u001b[39m2.397e+04\u001b[39m | \u001b[39m46.64    \u001b[39m | \u001b[39m0.2875   \u001b[39m | \u001b[39m0.9549   \u001b[39m | \u001b[39m4.89     \u001b[39m | \u001b[39m1.828    \u001b[39m | \u001b[39m1.759    \u001b[39m | \u001b[39m74.65    \u001b[39m | \u001b[39m7.311    \u001b[39m | \u001b[39m26.5     \u001b[39m | \u001b[39m6.278    \u001b[39m | \u001b[39m2.257    \u001b[39m | \u001b[39m35.24    \u001b[39m | \u001b[39m23.35    \u001b[39m | \u001b[39m24.58    \u001b[39m | \u001b[39m7.395    \u001b[39m | \u001b[39m0.9242   \u001b[39m | \u001b[39m0.3612   \u001b[39m | \u001b[39m12.0     \u001b[39m | \u001b[39m1.94     \u001b[39m | \u001b[39m0.4532   \u001b[39m | \u001b[39m0.1519   \u001b[39m | \u001b[39m0.4379   \u001b[39m | \u001b[39m56.88    \u001b[39m | \u001b[39m0.2637   \u001b[39m | \u001b[39m195.3    \u001b[39m | \u001b[39m75.51    \u001b[39m | \u001b[39m14.88    \u001b[39m | \u001b[39m81.1     \u001b[39m | \u001b[39m78.02    \u001b[39m | \u001b[39m9.84     \u001b[39m | \u001b[39m0.5259   \u001b[39m | \u001b[39m0.01867  \u001b[39m | \u001b[39m0.2505   \u001b[39m | \u001b[39m11.09    \u001b[39m | \u001b[39m4.507    \u001b[39m | \u001b[39m58.45    \u001b[39m |\n"
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     "output_type": "stream",
     "text": [
      "2025-04-09 18:26:04,616 - PipelineOptimizer - INFO - Pipeline config: ('detrend', 'globalscale'), RMSE: 0.5239, R²: 0.7933\n"
     ]
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      "| \u001b[39m1046     \u001b[39m | \u001b[39m-0.5239  \u001b[39m | \u001b[39m2.514e+04\u001b[39m | \u001b[39m19.69    \u001b[39m | \u001b[39m0.1377   \u001b[39m | \u001b[39m0.2464   \u001b[39m | \u001b[39m4.225    \u001b[39m | \u001b[39m3.713    \u001b[39m | \u001b[39m1.406    \u001b[39m | \u001b[39m29.11    \u001b[39m | \u001b[39m2.051    \u001b[39m | \u001b[39m33.5     \u001b[39m | \u001b[39m4.873    \u001b[39m | \u001b[39m0.6217   \u001b[39m | \u001b[39m40.71    \u001b[39m | \u001b[39m29.25    \u001b[39m | \u001b[39m16.62    \u001b[39m | \u001b[39m8.044    \u001b[39m | \u001b[39m0.7604   \u001b[39m | \u001b[39m0.2376   \u001b[39m | \u001b[39m31.81    \u001b[39m | \u001b[39m27.59    \u001b[39m | \u001b[39m0.8816   \u001b[39m | \u001b[39m0.8341   \u001b[39m | \u001b[39m0.7198   \u001b[39m | \u001b[39m121.2    \u001b[39m | \u001b[39m0.06174  \u001b[39m | \u001b[39m121.0    \u001b[39m | \u001b[39m9.175    \u001b[39m | \u001b[39m5.35     \u001b[39m | \u001b[39m93.25    \u001b[39m | \u001b[39m86.94    \u001b[39m | \u001b[39m5.057    \u001b[39m | \u001b[39m0.4016   \u001b[39m | \u001b[39m0.971    \u001b[39m | \u001b[39m2.963    \u001b[39m | \u001b[39m11.17    \u001b[39m | \u001b[39m2.95     \u001b[39m | \u001b[39m4.289    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 18:26:06,032 - PipelineOptimizer - INFO - Pipeline config: ('emsc', 'autoscale'), RMSE: 0.2335, R²: 0.9589\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m1047     \u001b[39m | \u001b[39m-0.2335  \u001b[39m | \u001b[39m2.228e+04\u001b[39m | \u001b[39m40.43    \u001b[39m | \u001b[39m0.1443   \u001b[39m | \u001b[39m0.933    \u001b[39m | \u001b[39m1.509    \u001b[39m | \u001b[39m3.326    \u001b[39m | \u001b[39m2.715    \u001b[39m | \u001b[39m41.11    \u001b[39m | \u001b[39m4.43     \u001b[39m | \u001b[39m38.03    \u001b[39m | \u001b[39m3.431    \u001b[39m | \u001b[39m2.594    \u001b[39m | \u001b[39m43.74    \u001b[39m | \u001b[39m21.26    \u001b[39m | \u001b[39m10.86    \u001b[39m | \u001b[39m7.395    \u001b[39m | \u001b[39m0.733    \u001b[39m | \u001b[39m0.05326  \u001b[39m | \u001b[39m49.11    \u001b[39m | \u001b[39m34.3     \u001b[39m | \u001b[39m0.9232   \u001b[39m | \u001b[39m0.2004   \u001b[39m | \u001b[39m0.9078   \u001b[39m | \u001b[39m74.06    \u001b[39m | \u001b[39m0.4048   \u001b[39m | \u001b[39m135.4    \u001b[39m | \u001b[39m14.93    \u001b[39m | \u001b[39m12.61    \u001b[39m | \u001b[39m80.42    \u001b[39m | \u001b[39m79.03    \u001b[39m | \u001b[39m19.37    \u001b[39m | \u001b[39m0.4135   \u001b[39m | \u001b[39m0.68     \u001b[39m | \u001b[39m2.506    \u001b[39m | \u001b[39m7.887    \u001b[39m | \u001b[39m2.92     \u001b[39m | \u001b[39m39.81    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 18:26:07,441 - PipelineOptimizer - INFO - Pipeline config: ('savgol', 'emsc'), RMSE: 1.1394, R²: 0.0221\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m1048     \u001b[39m | \u001b[39m-1.139   \u001b[39m | \u001b[39m2.081e+04\u001b[39m | \u001b[39m20.05    \u001b[39m | \u001b[39m0.168    \u001b[39m | \u001b[39m0.7005   \u001b[39m | \u001b[39m2.63     \u001b[39m | \u001b[39m4.679    \u001b[39m | \u001b[39m0.594    \u001b[39m | \u001b[39m70.73    \u001b[39m | \u001b[39m6.395    \u001b[39m | \u001b[39m5.424    \u001b[39m | \u001b[39m6.137    \u001b[39m | \u001b[39m0.2607   \u001b[39m | \u001b[39m5.128    \u001b[39m | \u001b[39m26.27    \u001b[39m | \u001b[39m6.589    \u001b[39m | \u001b[39m10.63    \u001b[39m | \u001b[39m0.9929   \u001b[39m | \u001b[39m0.2628   \u001b[39m | \u001b[39m77.87    \u001b[39m | \u001b[39m18.85    \u001b[39m | \u001b[39m0.2317   \u001b[39m | \u001b[39m0.2052   \u001b[39m | \u001b[39m0.4459   \u001b[39m | \u001b[39m149.0    \u001b[39m | \u001b[39m0.4378   \u001b[39m | \u001b[39m24.21    \u001b[39m | \u001b[39m46.37    \u001b[39m | \u001b[39m13.98    \u001b[39m | \u001b[39m93.83    \u001b[39m | \u001b[39m77.26    \u001b[39m | \u001b[39m11.12    \u001b[39m | \u001b[39m0.8642   \u001b[39m | \u001b[39m0.5712   \u001b[39m | \u001b[39m1.442    \u001b[39m | \u001b[39m12.49    \u001b[39m | \u001b[39m3.773    \u001b[39m | \u001b[39m37.84    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 18:26:08,894 - PipelineOptimizer - INFO - Pipeline config: ('robust_scaler', 'emsc'), RMSE: 0.9071, R²: 0.3801\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m1049     \u001b[39m | \u001b[39m-0.9071  \u001b[39m | \u001b[39m4.795e+03\u001b[39m | \u001b[39m38.66    \u001b[39m | \u001b[39m0.1162   \u001b[39m | \u001b[39m0.6301   \u001b[39m | \u001b[39m3.211    \u001b[39m | \u001b[39m4.646    \u001b[39m | \u001b[39m0.5911   \u001b[39m | \u001b[39m18.96    \u001b[39m | \u001b[39m9.369    \u001b[39m | \u001b[39m32.1     \u001b[39m | \u001b[39m1.748    \u001b[39m | \u001b[39m0.1703   \u001b[39m | \u001b[39m22.95    \u001b[39m | \u001b[39m2.73     \u001b[39m | \u001b[39m24.52    \u001b[39m | \u001b[39m12.48    \u001b[39m | \u001b[39m0.7665   \u001b[39m | \u001b[39m0.0927   \u001b[39m | \u001b[39m73.35    \u001b[39m | \u001b[39m31.32    \u001b[39m | \u001b[39m0.5283   \u001b[39m | \u001b[39m0.2091   \u001b[39m | \u001b[39m0.9946   \u001b[39m | \u001b[39m24.72    \u001b[39m | \u001b[39m0.4263   \u001b[39m | \u001b[39m49.73    \u001b[39m | \u001b[39m30.35    \u001b[39m | \u001b[39m5.292    \u001b[39m | \u001b[39m86.57    \u001b[39m | \u001b[39m94.35    \u001b[39m | \u001b[39m12.13    \u001b[39m | \u001b[39m0.6011   \u001b[39m | \u001b[39m0.2406   \u001b[39m | \u001b[39m0.06726  \u001b[39m | \u001b[39m7.747    \u001b[39m | \u001b[39m4.401    \u001b[39m | \u001b[39m32.95    \u001b[39m |\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-04-09 18:26:10,336 - PipelineOptimizer - INFO - Pipeline config: ('msc', 'robust_scaler'), RMSE: 0.2830, R²: 0.9397\n",
      "2025-04-09 18:26:10,367 - PipelineOptimizer - INFO - Best pipeline config: ('savgol', 'scaler')\n",
      "2025-04-09 18:26:10,368 - PipelineOptimizer - INFO - Best pipeline score: -0.05951120576993556\n",
      "2025-04-09 18:26:10,369 - PipelineOptimizer - INFO - Step: savgol, Transformer: SavitzkyGolay(deriv_order=2, filter_win=9)\n",
      "2025-04-09 18:26:10,370 - PipelineOptimizer - INFO - Step: scaler, Transformer: StandardScaler()\n",
      "2025-04-09 18:26:10,370 - PipelineOptimizer - INFO - Step: ridge, Transformer: Ridge(alpha=np.float64(1.7974601475878917), random_state=21)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| \u001b[39m1050     \u001b[39m | \u001b[39m-0.283   \u001b[39m | \u001b[39m6.925e+04\u001b[39m | \u001b[39m32.36    \u001b[39m | \u001b[39m0.2089   \u001b[39m | \u001b[39m0.237    \u001b[39m | \u001b[39m4.543    \u001b[39m | \u001b[39m3.615    \u001b[39m | \u001b[39m1.139    \u001b[39m | \u001b[39m50.76    \u001b[39m | \u001b[39m3.159    \u001b[39m | \u001b[39m35.37    \u001b[39m | \u001b[39m1.283    \u001b[39m | \u001b[39m1.725    \u001b[39m | \u001b[39m2.09     \u001b[39m | \u001b[39m25.56    \u001b[39m | \u001b[39m13.2     \u001b[39m | \u001b[39m9.412    \u001b[39m | \u001b[39m0.6191   \u001b[39m | \u001b[39m0.3599   \u001b[39m | \u001b[39m66.29    \u001b[39m | \u001b[39m12.4     \u001b[39m | \u001b[39m0.04041  \u001b[39m | \u001b[39m0.6743   \u001b[39m | \u001b[39m0.6194   \u001b[39m | \u001b[39m49.48    \u001b[39m | \u001b[39m0.8247   \u001b[39m | \u001b[39m92.7     \u001b[39m | \u001b[39m52.35    \u001b[39m | \u001b[39m10.3     \u001b[39m | \u001b[39m91.75    \u001b[39m | \u001b[39m80.57    \u001b[39m | \u001b[39m5.778    \u001b[39m | \u001b[39m0.7247   \u001b[39m | \u001b[39m0.6883   \u001b[39m | \u001b[39m0.3676   \u001b[39m | \u001b[39m7.506    \u001b[39m | \u001b[39m2.909    \u001b[39m | \u001b[39m22.83    \u001b[39m |\n",
      "=====================================================================================================================================================================================================================================================================================================================================================================================================================================================================================\n"
     ]
    }
   ],
   "source": [
    "optimizer = PipelineOptimizer(\n",
    "    X_train=X_train,\n",
    "    y_train=y_train,\n",
    "    X_test=None,\n",
    "    y_test=None,\n",
    "    preprocessing_steps=['msc', 'savgol', 'detrend', 'scaler', 'robust_scaler', 'emsc', 'meancn', 'autoscale', 'globalscale'],\n",
    "    cv_method=\"group_shuffle_split\",\n",
    "    n_splits=3,\n",
    "    random_state=21,\n",
    "    groups=groups,\n",
    "    max_pipeline_length=2,\n",
    "    allowed_preprocess_combinations=[1, 2]\n",
    ")\n",
    "\n",
    "best_params, best_pipeline = optimizer.bayesian_optimize(\n",
    "    init_points=50,\n",
    "    n_iter=1000\n",
    ")\n",
    "\n",
    "# Extract preprocessing steps without the final model\n",
    "custom_preprocessing = []\n",
    "for name, step in best_pipeline.steps[:-1]:\n",
    "    custom_preprocessing.append((name, step))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "cellUniqueIdByVincent": "1b631"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('savgol', SavitzkyGolay(deriv_order=2, filter_win=9)),\n",
       " ('scaler', StandardScaler())]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "custom_preprocessing#[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "cellUniqueIdByVincent": "40ce9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best pipeline configuration: ['savgol', 'scaler']\n",
      "Best RMSE: 0.0595\n"
     ]
    }
   ],
   "source": [
    "# Print optimization summary\n",
    "summary = optimizer.summarize_optimization()\n",
    "print(f\"Best pipeline configuration: {summary['best_pipeline']}\")\n",
    "print(f\"Best RMSE: {summary['best_rmse']:.4f}\")\n",
    "\n",
    "# Make predictions with the optimized pipeline\n",
    "#predictions, rmse, r2 = optimizer.get_best_pipeline_predictions(best_pipeline)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "cellUniqueIdByVincent": "d368f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'n_trials': 1050,\n",
       " 'n_unique_configs': 38,\n",
       " 'best_score': np.float64(-0.05951120576993556),\n",
       " 'best_pipeline': ['savgol', 'scaler'],\n",
       " 'improvement': np.float64(1.0602093862657165),\n",
       " 'converged': np.False_,\n",
       " 'best_rmse': np.float64(0.05951120576993556)}"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "cellUniqueIdByVincent": "f7fa2"
   },
   "outputs": [],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "pipes = Pipeline(custom_preprocessing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "cellUniqueIdByVincent": "addea"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-5 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: #000;\n",
       "  --sklearn-color-text-muted: #666;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-5 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-5 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-5 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-5 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-5 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-5 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-5 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: flex;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "  align-items: start;\n",
       "  justify-content: space-between;\n",
       "  gap: 0.5em;\n",
       "}\n",
       "\n",
       "#sk-container-id-5 label.sk-toggleable__label .caption {\n",
       "  font-size: 0.6rem;\n",
       "  font-weight: lighter;\n",
       "  color: var(--sklearn-color-text-muted);\n",
       "}\n",
       "\n",
       "#sk-container-id-5 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-5 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-5 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-5 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-5 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-5 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-5 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-5 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-5 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-5 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-5 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-5 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-5 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-5 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 0.5em;\n",
       "  text-align: center;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-5 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-5 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-5 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-5 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-5\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Pipeline(steps=[(&#x27;savgol&#x27;, SavitzkyGolay(deriv_order=2, filter_win=9)),\n",
       "                (&#x27;scaler&#x27;, StandardScaler())])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-14\" type=\"checkbox\" ><label for=\"sk-estimator-id-14\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>Pipeline</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.pipeline.Pipeline.html\">?<span>Documentation for Pipeline</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>Pipeline(steps=[(&#x27;savgol&#x27;, SavitzkyGolay(deriv_order=2, filter_win=9)),\n",
       "                (&#x27;scaler&#x27;, StandardScaler())])</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-15\" type=\"checkbox\" ><label for=\"sk-estimator-id-15\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>SavitzkyGolay</div></div></label><div class=\"sk-toggleable__content fitted\"><pre>SavitzkyGolay(deriv_order=2, filter_win=9)</pre></div> </div></div><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-16\" type=\"checkbox\" ><label for=\"sk-estimator-id-16\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>StandardScaler</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.preprocessing.StandardScaler.html\">?<span>Documentation for StandardScaler</span></a></div></label><div class=\"sk-toggleable__content fitted\"><pre>StandardScaler()</pre></div> </div></div></div></div></div></div>"
      ],
      "text/plain": [
       "Pipeline(steps=[('savgol', SavitzkyGolay(deriv_order=2, filter_win=9)),\n",
       "                ('scaler', StandardScaler())])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipes.fit(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "cellUniqueIdByVincent": "7af09"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "_=plt.plot(pipes.transform(X_train).T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "cellUniqueIdByVincent": "5c3ef"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (pypackage)",
   "language": "python",
   "name": "pypackage"
  },
  "language_info": {
   "name": "python",
   "version": "3.12.9"
  },
  "vincent": {
   "sessionId": "4a2c621721ae84564f996a69_2025-04-25T05-47-13-411Z"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}