diff --git a/Scenarios.png b/Scenarios.png
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diff --git a/alex-baybe-inhibitor.ipynb b/alex-baybe-inhibitor.ipynb
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+++ b/alex-baybe-inhibitor.ipynb
@@ -0,0 +1,4365 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Imports"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "           Time_h          pH  Inhib_Concentrat_M  Salt_Concentrat_M  \\\n",
+      "count  515.000000  515.000000          515.000000         515.000000   \n",
+      "mean   157.151456    6.613592            0.006934           0.113476   \n",
+      "std    212.312862    2.270734            0.012923           0.159137   \n",
+      "min      0.500000    0.000000            0.000010           0.000000   \n",
+      "25%     24.000000    4.400000            0.001000           0.050000   \n",
+      "50%     24.000000    7.000000            0.001000           0.100000   \n",
+      "75%    240.000000    7.000000            0.003000           0.100000   \n",
+      "max    672.000000   10.000000            0.100000           0.600000   \n",
+      "\n",
+      "        Efficiency  \n",
+      "count   515.000000  \n",
+      "mean     18.439395  \n",
+      "std     313.671188  \n",
+      "min   -4834.000000  \n",
+      "25%      25.625000  \n",
+      "50%      50.000000  \n",
+      "75%      85.475000  \n",
+      "max     100.000000  \n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "df_AA2024 = pd.read_excel('data/averaged_filtered_AA2024.xlsx')\n",
+    "print(df_AA2024.describe())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                  SMILES  Time_h    pH  Inhib_Concentrat_M  \\\n",
+      "0                   C(=O)(C(=O)[O-])[O-]    24.0   4.0              0.0010   \n",
+      "1                   C(=O)(C(=O)[O-])[O-]    24.0   7.0              0.0005   \n",
+      "2                   C(=O)(C(=O)[O-])[O-]    24.0  10.0              0.0010   \n",
+      "3  C(C(=O)[O-])C(CC(=O)[O-])(C(=O)[O-])O    24.0   4.0              0.0010   \n",
+      "4  C(C(=O)[O-])C(CC(=O)[O-])(C(=O)[O-])O    24.0   7.0              0.0005   \n",
+      "\n",
+      "   Salt_Concentrat_M  Efficiency  \n",
+      "0               0.10       20.00  \n",
+      "1               0.05       12.35  \n",
+      "2               0.10       20.00  \n",
+      "3               0.10       30.00  \n",
+      "4               0.05      -23.95  \n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df_AA2024.head())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "           Time_h          pH  Inhib_Concentrat_M  Salt_Concentrat_M  \\\n",
+      "count  333.000000  333.000000        3.330000e+02         333.000000   \n",
+      "mean    79.969970    0.440733        1.510580e-01           0.051051   \n",
+      "std    143.826377    1.913196        5.784776e-01           0.301263   \n",
+      "min      0.000000   -0.600000        1.000000e-07           0.000000   \n",
+      "25%      2.000000   -0.136721        2.000000e-04           0.000000   \n",
+      "50%      5.500000    0.000000        1.800000e-03           0.000000   \n",
+      "75%     96.000000    1.000000        4.279601e-03           0.000000   \n",
+      "max    720.000000   13.000000        3.280000e+00           2.000000   \n",
+      "\n",
+      "       Efficiency  \n",
+      "count  333.000000  \n",
+      "mean    60.781498  \n",
+      "std     22.139768  \n",
+      "min    -49.170000  \n",
+      "25%     47.066667  \n",
+      "50%     66.000000  \n",
+      "75%     77.220000  \n",
+      "max     96.200000  \n"
+     ]
+    }
+   ],
+   "source": [
+    "df_AA1000 = pd.read_excel('/workspaces/project-project-surface-science-syndicate/data/averaged_filtered_AA1000.xlsx')\n",
+    "print(df_AA1000.describe())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Construct dataframe to work with"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = df_AA2024\n",
+    "df_transfer = df_AA1000"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_combined = pd.concat([df, df_transfer], axis=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Time_h</th>\n",
+       "      <th>pH</th>\n",
+       "      <th>Inhib_Concentrat_M</th>\n",
+       "      <th>Salt_Concentrat_M</th>\n",
+       "      <th>Efficiency</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>848.000000</td>\n",
+       "      <td>848.000000</td>\n",
+       "      <td>8.480000e+02</td>\n",
+       "      <td>848.000000</td>\n",
+       "      <td>848.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>126.843160</td>\n",
+       "      <td>4.189580</td>\n",
+       "      <td>6.352976e-02</td>\n",
+       "      <td>0.088962</td>\n",
+       "      <td>35.066659</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>192.055676</td>\n",
+       "      <td>3.696183</td>\n",
+       "      <td>3.690920e-01</td>\n",
+       "      <td>0.227758</td>\n",
+       "      <td>245.617010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.600000</td>\n",
+       "      <td>1.000000e-07</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-4834.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.000000e-04</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>1.000000e-03</td>\n",
+       "      <td>0.010000</td>\n",
+       "      <td>60.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>144.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>4.200000e-03</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>80.507500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>720.000000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>3.280000e+00</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Time_h          pH  Inhib_Concentrat_M  Salt_Concentrat_M  \\\n",
+       "count  848.000000  848.000000        8.480000e+02         848.000000   \n",
+       "mean   126.843160    4.189580        6.352976e-02           0.088962   \n",
+       "std    192.055676    3.696183        3.690920e-01           0.227758   \n",
+       "min      0.000000   -0.600000        1.000000e-07           0.000000   \n",
+       "25%      6.000000    0.000000        5.000000e-04           0.000000   \n",
+       "50%     24.000000    4.000000        1.000000e-03           0.010000   \n",
+       "75%    144.000000    7.000000        4.200000e-03           0.100000   \n",
+       "max    720.000000   13.000000        3.280000e+00           2.000000   \n",
+       "\n",
+       "        Efficiency  \n",
+       "count   848.000000  \n",
+       "mean     35.066659  \n",
+       "std     245.617010  \n",
+       "min   -4834.000000  \n",
+       "25%      35.000000  \n",
+       "50%      60.000000  \n",
+       "75%      80.507500  \n",
+       "max     100.000000  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_combined.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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YmKhBgwbphRdecPusncWLFysjI0MDBw5UQECARo4cqddff7020wIAABaqVdjZtWuXunfvLknavXu3W1tNblYeMGCAjDGXbF+9evUVx4iOjuYDBAEAwCXVKuysX7/e03UAAAB4Ra3u2QEAAKgvanVl59Zbb73sy1Xr1q2rdUEAAACeVKuwc+F+nQsqKyu1c+dO7d69+6IvCAUAAPClWoWdV199tcrjs2fPVnl5+VUVBAAA4EkevWfngQce8Nj3YgEAAHiCR8NOdna2wsLCPDkkAADAVanVy1gjRoxw2zfGqKCgQF988YWeeeYZjxQGAADgCbUKO5GRkW77AQEBat++vZ5//nkNGjTII4UBAAB4Qq3CzsKFCz1dBwAAgFfUKuxckJOTo3379kmSOnfurN/85jceKQoAAMBTahV2iouLde+992rDhg2KioqSJJWUlOjWW2/Vu+++qyZNmniyRgAAgFqr1buxJk6cqFOnTmnPnj06efKkTp48qd27d6usrEyTJk3ydI0AAAC1VqsrO6tWrdLatWvVsWNH17FOnTopMzOTG5QBAIBfqdWVHafTqeDg4IuOBwcHy+l0XnVRAAAAnlKrsHPbbbfpD3/4g/Lz813H8vLyNGXKFA0cONBjxQEAAFytWoWd//mf/1FZWZlatmypNm3aqE2bNmrVqpXKyso0f/58T9cIAABQa7W6ZycpKUlffvml1q5dq/3790uSOnbsqNTUVI8WBwAAcLVqdGVn3bp16tSpk8rKyuRwOPQf//EfmjhxoiZOnKhevXqpc+fO+uyzz7xVKwAAQI3VKOzMmzdP48ePV0RExEVtkZGRevTRR/XKK694rDgAAICrVaOw89VXX2nw4MGXbB80aJBycnKuuigAAABPqVHYKSoqqvIt5xcEBQXphx9+uOqiAAAAPKVGYadp06bavXv3Jdt37dqlhISEqy4KAADAU2oUdm6//XY988wzOnPmzEVtP/30k2bNmqXf/e53HisOAADgatXoreczZ87UBx98oHbt2ikjI0Pt27eXJO3fv1+ZmZk6f/68/vjHP3qlUAAAgNqoUdiJi4vT5s2b9fjjj2vGjBkyxkiSHA6H0tLSlJmZqbi4OK8UCgAAUBs1/lDBFi1a6JNPPtG///1vHTp0SMYYtW3bVtddd5036gMAALgqtfoEZUm67rrr1KtXL0/WAgAA4HG1+m4sAACA+oKwAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqQb4uwGZOp1N5eXnKz8+XjK+rAQDg2kTY8aK8vDyNe2O1zpSdVHhcS4X7uiAAAK5BhB0vaxAZw1UdAAB8iHt2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqPg07mzZt0h133KHExEQ5HA4tW7bMrd0Yo2effVYJCQlq0KCBUlNTdfDgQbc+J0+e1KhRoxQREaGoqCg9/PDDKi8vr8NZAAAAf+bTsHP69Gl169ZNmZmZVbbPnTtXr7/+uhYsWKCtW7eqYcOGSktL05kzZ1x9Ro0apT179mjNmjVauXKlNm3apAkTJtTVFAAAgJ/z6ReBDhkyREOGDKmyzRijefPmaebMmRo2bJgk6R//+Ifi4uK0bNky3Xvvvdq3b59WrVql7du3q2fPnpKk+fPn6/bbb9fLL7+sxMTEOpsLAADwT357z86RI0dUWFio1NRU17HIyEglJycrOztbkpSdna2oqChX0JGk1NRUBQQEaOvWrZccu6KiQmVlZW4bAACwk9+GncLCQklSXFyc2/G4uDhXW2FhoWJjY93ag4KCFB0d7epTlTlz5igyMtK1JSUlebh6AADgL/w27HjTjBkzVFpa6tpyc3N9XRIAAPASvw078fHxkqSioiK340VFRa62+Ph4FRcXu7WfO3dOJ0+edPWpSmhoqCIiItw2AABgJ78NO61atVJ8fLyysrJcx8rKyrR161alpKRIklJSUlRSUqKcnBxXn3Xr1snpdCo5ObnOawYAAP7Hp+/GKi8v16FDh1z7R44c0c6dOxUdHa3mzZtr8uTJ+u///m+1bdtWrVq10jPPPKPExEQNHz5cktSxY0cNHjxY48eP14IFC1RZWamMjAzde++9vBMLAABI8nHY+eKLL3Trrbe69qdOnSpJGjNmjBYtWqSnnnpKp0+f1oQJE1RSUqKbb75Zq1atUlhYmOsxixcvVkZGhgYOHKiAgACNHDlSr7/+ep3PBQAA+CeHMcb4ughfKysrU2RkpEpLSz16/05ubq7SF+fop5LjCgiP0HXxSfrxZJEyR/XgHWAAAFyl6v7+9tt7dgAAADyBsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBphBwAAWI2wAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBphBwAAWI2wAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrEXYAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGp+HXZmz54th8PhtnXo0MHVfubMGaWnp+v6669Xo0aNNHLkSBUVFfmwYgAA4G/8OuxIUufOnVVQUODa/vWvf7napkyZoo8++khLly7Vxo0blZ+frxEjRviwWgAA4G+CfF3AlQQFBSk+Pv6i46Wlpfr73/+uJUuW6LbbbpMkLVy4UB07dtSWLVvUp0+fui4VAAD4Ib+/snPw4EElJiaqdevWGjVqlI4dOyZJysnJUWVlpVJTU119O3TooObNmys7O9tX5QIAAD/j11d2kpOTtWjRIrVv314FBQV67rnn9Nvf/la7d+9WYWGhQkJCFBUV5faYuLg4FRYWXnbciooKVVRUuPbLysq8UT4AAPADfh12hgwZ4vp7165dlZycrBYtWuj9999XgwYNaj3unDlz9Nxzz3miRAAA4Of8/mWsX4qKilK7du106NAhxcfH6+zZsyopKXHrU1RUVOU9Pr80Y8YMlZaWurbc3FwvVg0AAHypXoWd8vJyHT58WAkJCerRo4eCg4OVlZXlaj9w4ICOHTumlJSUy44TGhqqiIgItw0AANjJr1/GevLJJ3XHHXeoRYsWys/P16xZsxQYGKj77rtPkZGRevjhhzV16lRFR0crIiJCEydOVEpKCu/EAgAALn4ddr7//nvdd999OnHihJo0aaKbb75ZW7ZsUZMmTSRJr776qgICAjRy5EhVVFQoLS1Nb7zxho+rBgAA/sSvw86777572fawsDBlZmYqMzOzjioCAAD1Tb26ZwcAAKCmCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBphBwAAWI2wAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNcIOAACwGmEHAABYjbADAACsRtgBAABWI+wAAACrBfm6APgXp9OpvLw8SVLTpk0VEEAeBgDUb/wmg5u8vDyNe2O1xr2x2hV6AACoz7iyg4s0iIzxdQkAAHgMV3YAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwAAwGqEHQAAYDXCDgAAsBphBwAAWI1vPccVOZ1O5eXlSZKaNm2qgAD/zsi/rFf6uWZJfj2Hqmr+dY3V6eNr1Xmu1LfnE4D6j7CDK8rLy9O4N1ZLkt76fZqSkpJ8XNHlXai3QWSMfio9rrd+nyZJfj2Hqmr+dY3V6eNr1Xmu1LfnE4D6j7CDamkQGePrEmqkQWSMwqPjLjrmz6qquTZ9fK066+zv/xYA7ML1YwAAYDXCDgAAsBphBwAAWI2wAwAArEbYAQAAViPsAAAAqxF2AACA1Qg7AADAaoQdAABgNT5B2Q/x3UEAAHgOv0X90IXvDhr3xmq3L34EAAA1x5UdP8V3BwEA4BnWXNnJzMxUy5YtFRYWpuTkZG3bts3XJQEAAD9gRdh57733NHXqVM2aNUtffvmlunXrprS0NBUXF/u6NAAA4GNWhJ1XXnlF48eP10MPPaROnTppwYIFCg8P11tvveXr0i5inE7l5+fr6NGjbltubq6cTme1x3E6ncrNza3x44BrCT8ngO/4089fvb9n5+zZs8rJydGMGTNcxwICApSamqrs7GwfVla1M2Un9dT7hXKeKVdAWCPXnyEhIXrr92lKSkqq1jgXbmKWVKPHAdcSfk4A3/Gnn796H3aOHz+u8+fPKy4uzu14XFyc9u/fX+VjKioqVFFR4dovLS2VJJWVlXm0tlOnTulUca7OnPq3AspLFeA8p/IT+QoIbSjn2TMKcAS6/gww53Xw4EGdOnVKhYWFOlWcK0k6eDBCp06dumjswsJCnav46f/6HKyyT21Ude7q1ONPLtRbeeZHnSk7oYMHIyTJr+dQVc2/rrE6fXytus/duvq38NbPCYAr++XP36lTpzz+O1b6/7+3jTGX72jquby8PCPJbN682e34tGnTTO/evat8zKxZs4wkNjY2NjY2Ngu23Nzcy2aFen9lJyYmRoGBgSoqKnI7XlRUpPj4+CofM2PGDE2dOtW173Q6dfLkSV1//fVyOBweq62srExJSUnKzc1VRESEx8aFO9a57rDWdYN1rhusc93w5jobY3Tq1CklJiZetl+9DzshISHq0aOHsrKyNHz4cEk/h5esrCxlZGRU+ZjQ0FCFhoa6HYuKivJajREREfwg1QHWue6w1nWDda4brHPd8NY6R0ZGXrFPvQ87kjR16lSNGTNGPXv2VO/evTVv3jydPn1aDz30kK9LAwAAPmZF2Lnnnnv0ww8/6Nlnn1VhYaG6d++uVatWXXTTMgAAuPZYEXYkKSMj45IvW/lKaGioZs2addFLZvAs1rnusNZ1g3WuG6xz3fCHdXYYc6X3awEAANRfVnyCMgAAwKUQdgAAgNUIOwAAwGqEnRrKzMxUy5YtFRYWpuTkZG3btu2y/ZcuXaoOHTooLCxMXbp00SeffOLWbozRs88+q4SEBDVo0ECpqak6ePCgN6dQL3hynSsrKzV9+nR16dJFDRs2VGJioh588EHl5+d7exp+z9PP51967LHH5HA4NG/ePA9XXf94Y5337dunO++8U5GRkWrYsKF69eqlY8eOeWsK9YKn17m8vFwZGRlq1qyZGjRo4PqiadRsrffs2aORI0eqZcuWl/0/oab/fjXike9suEa8++67JiQkxLz11ltmz549Zvz48SYqKsoUFRVV2f/zzz83gYGBZu7cuWbv3r1m5syZJjg42Hz99deuPi+++KKJjIw0y5YtM1999ZW58847TatWrcxPP/1UV9PyO55e55KSEpOammree+89s3//fpOdnW169+5tevToUZfT8jveeD5f8MEHH5hu3bqZxMRE8+qrr3p5Jv7NG+t86NAhEx0dbaZNm2a+/PJLc+jQIbN8+fJLjnkt8MY6jx8/3rRp08asX7/eHDlyxPz1r381gYGBZvny5XU1Lb9U07Xetm2befLJJ80777xj4uPjq/w/oaZj1hRhpwZ69+5t0tPTXfvnz583iYmJZs6cOVX2v/vuu83QoUPdjiUnJ5tHH33UGGOM0+k08fHx5qWXXnK1l5SUmNDQUPPOO+94YQb1g6fXuSrbtm0zkszRo0c9U3Q95K11/v77703Tpk3N7t27TYsWLa75sOONdb7nnnvMAw884J2C6ylvrHPnzp3N888/79bnpptuMn/84x89WHn9U9O1/qVL/Z9wNWNWBy9jVdPZs2eVk5Oj1NRU17GAgAClpqYqOzu7ysdkZ2e79ZektLQ0V/8jR46osLDQrU9kZKSSk5MvOabtvLHOVSktLZXD4fDq14T4M2+ts9Pp1OjRozVt2jR17tzZO8XXI95YZ6fTqY8//ljt2rVTWlqaYmNjlZycrGXLlnltHv7OW8/nvn37asWKFcrLy5MxRuvXr9c333yjQYMGeWci9UBt1toXY/4aYaeajh8/rvPnz1/0qcxxcXEqLCys8jGFhYWX7X/hz5qMaTtvrPOvnTlzRtOnT9d99913zX4fjrfW+c9//rOCgoI0adIkzxddD3ljnYuLi1VeXq4XX3xRgwcP1qeffqq77rpLI0aM0MaNG70zET/nrefz/Pnz1alTJzVr1kwhISEaPHiwMjMzdcstt3h+EvVEbdbaF2P+mjWfoAxUR2Vlpe6++24ZY/Tmm2/6uhyr5OTk6LXXXtOXX34ph8Ph63Ks5XQ6JUnDhg3TlClTJEndu3fX5s2btWDBAvXv39+X5Vll/vz52rJli1asWKEWLVpo06ZNSk9PV2Ji4kVXheDfuLJTTTExMQoMDFRRUZHb8aKiIsXHx1f5mPj4+Mv2v/BnTca0nTfW+YILQefo0aNas2bNNXtVR/LOOn/22WcqLi5W8+bNFRQUpKCgIB09elRPPPGEWrZs6ZV5+DtvrHNMTIyCgoLUqVMntz4dO3a8Zt+N5Y11/umnn/T000/rlVde0R133KGuXbsqIyND99xzj15++WXvTKQeqM1a+2LMXyPsVFNISIh69OihrKws1zGn06msrCylpKRU+ZiUlBS3/pK0Zs0aV/9WrVopPj7erU9ZWZm2bt16yTFt5411lv5/0Dl48KDWrl2r66+/3jsTqCe8sc6jR4/Wrl27tHPnTteWmJioadOmafXq1d6bjB/zxjqHhISoV69eOnDggFufb775Ri1atPDwDOoHb6xzZWWlKisrFRDg/msyMDDQdXXtWlSbtfbFmBfxyG3O14h3333XhIaGmkWLFpm9e/eaCRMmmKioKFNYWGiMMWb06NHmv/7rv1z9P//8cxMUFGRefvlls2/fPjNr1qwq33oeFRVlli9fbnbt2mWGDRvGW889vM5nz541d955p2nWrJnZuXOnKSgocG0VFRU+maM/8Mbz+dd4N5Z31vmDDz4wwcHB5m9/+5s5ePCgmT9/vgkMDDSfffZZnc/PX3hjnfv37286d+5s1q9fb7799luzcOFCExYWZt544406n58/qelaV1RUmB07dpgdO3aYhIQE8+STT5odO3aYgwcPVnvMq0XYqaH58+eb5s2bm5CQENO7d2+zZcsWV1v//v3NmDFj3Pq///77pl27diYkJMR07tzZfPzxx27tTqfTPPPMMyYuLs6EhoaagQMHmgMHDtTFVPyaJ9f5yJEjRlKV2/r16+toRv7J08/nXyPs/Mwb6/z3v//d3HDDDSYsLMx069bNLFu2zNvT8HueXueCggIzduxYk5iYaMLCwkz79u3NX/7yF+N0OutiOn6tJmt9qf+D+/fvX+0xrxbfeg4AAKzGPTsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKsRdgAAgNUIOwDkcDi0bNmyS7Zv2LBBDodDJSUlkqRFixYpKiqqTmoDgKtF2AEsNHbsWA0fPtxj4/Xt21cFBQWKjIz02Jhnz57V3Llz1a1bN4WHhysmJkb9+vXTwoULVVlZ6bHz1AVPr/eAAQM0efLkavf/7rvv5HA4FBgYqLy8PLe2goICBQUFyeFw6LvvvvNYjUB9QtgBcEUhISGKj4+Xw+HwyHhnz55VWlqaXnzxRU2YMEGbN2/Wtm3blJ6ervnz52vPnj0eOY+/8XaIa9q0qf7xj3+4HXv77bfVtGlTr54X8HeEHcByAwYM0KRJk/TUU08pOjpa8fHxmj179kX9jh8/rrvuukvh4eFq27atVqxY4Wr79ctYFyxbtkxt27ZVWFiY0tLSlJubW62a5s2bp02bNikrK0vp6enq3r27Wrdurfvvv19bt25V27ZtJUkVFRWaNGmSYmNjFRYWpptvvlnbt2+/qK6srCz17NlT4eHh6tu3rw4cOOB2vo8++ki9evVSWFiYYmJidNddd7naKioq9OSTT6pp06Zq2LChkpOTtWHDBlf7hZfsVq9erY4dO6pRo0YaPHiwCgoKJEmzZ8/W22+/reXLl8vhcMjhcGjDhg2uqy3vvfee+vfvr7CwMC1evFgnTpzQfffdp6ZNmyo8PFxdunTRO++84zrf2LFjtXHjRr322muu8ap7RWbMmDFauHCh27GFCxdqzJgx1Xo8YC2PfaUoAL8xZswYM2zYMGPMz99AHBERYWbPnm2++eYb8/bbbxuHw2E+/fRTV39JplmzZmbJkiXm4MGDZtKkSaZRo0bmxIkTxhhj1q9fbySZf//738YYYxYuXGiCg4NNz549zebNm80XX3xhevfubfr27Vut+rp27WoGDRp0xX6TJk0yiYmJ5pNPPjF79uwxY8aMMdddd91FdSUnJ5sNGzaYPXv2mN/+9rdudaxcudIEBgaaZ5991uzdu9fs3LnT/OlPf3K1P/LII6Zv375m06ZN5tChQ+all14yoaGh5ptvvnGba2pqqtm+fbvJyckxHTt2NPfff78xxphTp06Zu+++2wwePNgUFBSYgoICU1FR4fqm55YtW5r//d//Nd9++63Jz88333//vXnppZfMjh07zOHDh83rr79uAgMDzdatW40xxpSUlJiUlBQzfvx413jnzp277DpdONe2bdtMTEyM+eyzz4wxxnz22WemSZMmZtu2bUaSOXLkSLX+fQDbEHYAC/067Nx8881u7b169TLTp0937UsyM2fOdO2Xl5cbSeaf//ynMabqsCPJbNmyxfWYffv2GUmuX9qX06BBAzNp0qTL9ikvLzfBwcFm8eLFrmNnz541iYmJZu7cuW51rV271tXn448/NpLMTz/9ZIwxJiUlxYwaNarKcxw9etQEBgaavLw8t+MDBw40M2bMcJvroUOHXO2ZmZkmLi7Otf/L9b7gQgCZN2/eZedpjDFDhw41TzzxhGu/f//+5g9/+MMVH/frc+3YscNMnjzZPPTQQ8YYYx566CEzZcoUs2PHDsIOrmm8jAVcA7p27eq2n5CQoOLi4kv2adiwoSIiIi7q80tBQUHq1auXa79Dhw6KiorSvn37rliPMeaKfQ4fPqzKykr169fPdSw4OFi9e/e+6By/rD0hIUGSXLXv3LlTAwcOrPIcX3/9tc6fP6927dqpUaNGrm3jxo06fPiwq194eLjatGnjdo7Lrc0v9ezZ023//PnzeuGFF9SlSxdFR0erUaNGWr16tY4dO1at8a5k3LhxWrp0qQoLC7V06VKNGzfOI+MC9VmQrwsA4H3BwcFu+w6HQ06ns8Z9PKVdu3bav3+/x8b7Ze0XbqK+UHuDBg0u+bjy8nIFBgYqJydHgYGBbm2NGjWqcvwL56hOYJN+Do6/9NJLL+m1117TvHnz1KVLFzVs2FCTJ0/W2bNnqzXelXTp0kUdOnTQfffdp44dO+rGG2/Uzp07PTI2UF9xZQdArZw7d05ffPGFa//AgQMqKSlRx44dr/jY+++/X2vXrtWOHTsuaqusrNTp06fVpk0bhYSE6PPPP3dr2759uzp16lTtOrt27aqsrKwq237zm9/o/PnzKi4u1g033OC2xcfHV/scISEhOn/+fLX6fv755xo2bJgeeOABdevWTa1bt9Y333xT6/GqMm7cOG3YsIGrOsD/IewAqJXg4GBNnDhRW7duVU5OjsaOHas+ffqod+/eV3zs5MmT1a9fPw0cOFCZmZn66quv9O233+r9999Xnz59dPDgQTVs2FCPP/64pk2bplWrVmnv3r0aP368fvzxRz388MPVrnPWrFl65513NGvWLO3bt09ff/21/vznP0v6+QrTqFGj9OCDD+qDDz7QkSNHtG3bNs2ZM0cff/xxtc/RsmVL7dq1SwcOHNDx48cv+xbztm3bas2aNdq8ebP27dunRx99VEVFRReNt3XrVn333Xc6fvx4ja+wjR8/Xj/88IMeeeSRGj0OsBVhB0CthIeHa/r06br//vvVr18/NWrUSO+99161HhsaGqo1a9boqaee0l//+lf16dNHvXr10uuvv65JkybpxhtvlCS9+OKLGjlypEaPHq2bbrpJhw4d0urVq3XddddVu84BAwZo6dKlWrFihbp3767bbrtN27Ztc7UvXLhQDz74oJ544gm1b99ew4cP1/bt29W8efNqn2P8+PFq3769evbsqSZNmrhdjfq1mTNn6qabblJaWpoGDBig+Pj4iz6Q8Mknn1RgYKA6deqkJk2a1Ph+nqCgIMXExCgoiDsVAElymOq+8AwAAFAPcWUHAABYjbADwOM6d+7s9lbuX26LFy/2dXn1zmOPPXbJ9Xzsscd8XR7g93gZC4DHHT169JI36cbFxalx48Z1XFH9VlxcrLKysirbIiIiFBsbW8cVAfULYQcAAFiNl7EAAIDVCDsAAMBqhB0AAGA1wg4AALAaYQcAAFiNsAMAAKxG2AEAAFYj7AAAAKv9P+bDKgz8xq1kAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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6KAAAAHdpVOy0adNGe/bsueL+3bt3KyYm5qqHAgAAcJdGxc6oUaM0Z84cXbhw4bJ93333ndLT03Xvvfe6bTgAAICr1aivns+ePVtvv/22OnfurLS0NHXp0kWSdODAAWVkZKi6ulq//OUvm2RQAAAAVzQqdqKiorR9+3ZNnTpVs2bNkjFGkuRwOJSUlKSMjAxFRUU1yaAAAACuaPQPFWzfvr02bNigb7/9VocOHZIxRrfeeqtatmzZFPMBAABcFZd+grIktWzZUgMGDHDnLAAAAG7n0u/GAgAAuFYQOwAAwGoejZ2PPvpI9913n2JjY+VwOLRu3bpa+40xmjt3rmJiYnTDDTcoMTFRBw8erHXMmTNnNH78eIWGhio8PFyTJk1SeXl5M74LAADgzTwaO+fPn1fv3r2VkZFR5/7FixfrxRdf1LJly/TZZ5+pRYsWSkpKqvVzfsaPH6+9e/dq06ZNWr9+vT766CNNmTKlud4CAADwci5foOwOI0eO1MiRI+vcZ4zRCy+8oNmzZ2vMmDGSpD/84Q+KiorSunXrNG7cOO3fv19ZWVnasWOH+vfvL0launSpRo0apSVLlig2NrbZ3gsAAPBOXnvNTkFBgYqLi5WYmOi8LywsTPHx8crJyZEk5eTkKDw83Bk6kpSYmCgfHx999tlnV3zuiooKlZWV1doAAICdvDZ2iouLJemyH1IYFRXl3FdcXKzIyMha+/38/BQREeE8pi4LFy5UWFiYc4uLi3Pz9AAAwFt4bew0pVmzZqm0tNS5HTt2zNMjAQCAJuK1sRMdHS1JKikpqXV/SUmJc190dLROnjxZa//Fixd15swZ5zF1CQwMVGhoaK0NAADYyWtjp2PHjoqOjlZ2drbzvrKyMn322WdKSEiQJCUkJOjs2bPKzc11HrNlyxbV1NQoPj6+2WcGAADex6PfxiovL9ehQ4ectwsKCpSXl6eIiAi1a9dOjz/+uBYsWKBbb71VHTt21Jw5cxQbG6uxY8dKkrp166bk5GRNnjxZy5YtU1VVldLS0jRu3Di+iQUAACR5OHa++OILDR8+3Hl7+vTpkqQJEyYoMzNTM2bM0Pnz5zVlyhSdPXtWQ4YMUVZWloKCgpyPWbVqldLS0jRixAj5+PgoJSVFL774YrO/FwAA4J08GjvDhg2TMeaK+x0Oh+bPn6/58+df8ZiIiAitXr26KcYDAAAW8NprdgAAANyB2AEAAFYjdgAAgNWIHQAAYDViBwAAWI3YAQAAViN2AACA1YgdAABgNWIHAABYjdgBAABWI3YAAIDViB0AAGA1YgcAAFiN2AEAAFYjdgAAgNWIHQAAYDViBwAAWI3YAQAAViN2AACA1YgdAABgNWIHAABYjdgBAABWI3YAAIDViB0AAGA1YgcAAFiN2AEAAFYjdgAAgNWIHQAAYDViBwAAWI3YAQAAViN2AACA1YgdAABgNWIHAABYjdgBAABWI3YAAIDViB0AAGA1YgcAAFiN2AEAAFYjdgAAgNWIHQAAYDViBwAAWI3YAQAAViN2AACA1YgdAABgNWIHAABYjdgBAABWI3YAAIDViB0AAGA1YgcAAFiN2AEAAFYjdgAAgNWIHQAAYDViBwAAWI3YAQAAViN2AACA1YgdAABgNWIHAABYjdgBAABWI3YAAIDViB0AAGA1YgcAAFiN2AEAAFYjdgAAgNWIHQAAYDViBwAAWI3YAQAAViN2AACA1bw6dp5++mk5HI5aW9euXZ37L1y4oNTUVN10000KDg5WSkqKSkpKPDgxAADwNl4dO5LUo0cPFRUVObdPPvnEue+JJ57Qe++9p7Vr1+rDDz9UYWGhHnjgAQ9OCwAAvI2fpwf4IX5+foqOjr7s/tLSUr322mtavXq17rrrLknSihUr1K1bN3366acaNGhQc48KAAC8kNef2Tl48KBiY2PVqVMnjR8/XkePHpUk5ebmqqqqSomJic5ju3btqnbt2iknJ6fe56yoqFBZWVmtDQAA2MmrYyc+Pl6ZmZnKysrSSy+9pIKCAt1xxx06d+6ciouLFRAQoPDw8FqPiYqKUnFxcb3Pu3DhQoWFhTm3uLi4JnwXAADAk7z6Y6yRI0c6/9yrVy/Fx8erffv2+vOf/6wbbrjB5eedNWuWpk+f7rxdVlZG8AAAYCmvPrPzz8LDw9W5c2cdOnRI0dHRqqys1NmzZ2sdU1JSUuc1Pt8XGBio0NDQWhsAALDTNRU75eXlOnz4sGJiYtSvXz/5+/srOzvbuT8/P19Hjx5VQkKCB6cEAADexKs/xnryySd13333qX379iosLFR6erp8fX310EMPKSwsTJMmTdL06dMVERGh0NBQTZs2TQkJCXwTCwAAOHl17Bw/flwPPfSQTp8+rdatW2vIkCH69NNP1bp1a0nS888/Lx8fH6WkpKiiokJJSUn63e9+5+GpAQCAN/Hq2FmzZk29+4OCgpSRkaGMjIxmmggAAFxrrqlrdgAAABqL2AEAAFYjdgAAgNW8+podAADg3bp076miwsJ6j4mJjVX+vj3NNNHliB0AAOCyosJCjVr8fr3HbJgxupmmqRsfYwEAAKsROwAAwGrEDgAAsBqxAwAArEbsAAAAqxE7AADAasQOAACwGrEDAACsRuwAAACrETsAAMBqxA4AALAasQMAAKxG7AAAAKsROwAAwGrEDgAAsBqxAwAArEbsAAAAqxE7AADAasQOAACwGrEDAACsRuwAAACrETsAAMBqxA4AALAasQMAAKxG7AAAAKsROwAAwGrEDgAAsBqxAwAArEbsAAAAqxE7AADAasQOAACwGrEDAACsRuwAAACrETsAAMBqxA4AALAasQMAAKxG7AAAAKsROwAAwGrEDgAAsBqxAwAArEbsAAAAqxE7AADAasQOAACwGrEDAACsRuwAAACrETsAAMBqxA4AALAasQMAAKxG7AAAAKsROwAAwGrEDgAAsBqxAwAArEbsAAAAqxE7AADAasQOAACwGrEDAACsRuwAAACrETsAAMBqxA4AALCan6cHAADAG3Xp3lNFhYX1HhMTG6v8fXuaaSK4itgBAKAORYWFGrX4/XqP2TBjdDNNg6vBx1gAAMBq1sRORkaGOnTooKCgIMXHx+vzzz/39EgAAMALWBE7f/rTnzR9+nSlp6fryy+/VO/evZWUlKSTJ096ejQAAOBhVsTOc889p8mTJ+uRRx5R9+7dtWzZMt14441avny5p0cDAAAeds3HTmVlpXJzc5WYmOi8z8fHR4mJicrJyfHgZAAAwBtc89/G+uabb1RdXa2oqKha90dFRenAgQN1PqaiokIVFRXO26WlpZKksrIyt89njFHVd+d/8JimeO36Xo+ZAKB+/LvUMJ5cp0vPaYyp/0BzjTtx4oSRZLZv317r/qeeesoMHDiwzsekp6cbSWxsbGxsbGwWbMeOHau3Fa75MzutWrWSr6+vSkpKat1fUlKi6OjoOh8za9YsTZ8+3Xm7pqZGZ86c0U033SSHw+G22crKyhQXF6djx44pNDTUbc9rI9aqcVivhmOtGo61ajjWquGacq2MMTp37pxiY2PrPe6aj52AgAD169dP2dnZGjt2rKR/xEt2drbS0tLqfExgYKACAwNr3RceHt5kM4aGhvIfQwOxVo3DejUca9VwrFXDsVYN11RrFRYW9oPHXPOxI0nTp0/XhAkT1L9/fw0cOFAvvPCCzp8/r0ceecTTowEAAA+zInYefPBBnTp1SnPnzlVxcbH69OmjrKysyy5aBgAA1x8rYkeS0tLSrvixlacEBgYqPT39so/McDnWqnFYr4ZjrRqOtWo41qrhvGGtHMb80Pe1AAAArl3X/A8VBAAAqA+xAwAArEbsAAAAqxE7VykjI0MdOnRQUFCQ4uPj9fnnn9d7/Nq1a9W1a1cFBQXptttu04YNG5ppUs9rzFrt3btXKSkp6tChgxwOh1544YXmG9QLNGatXn31Vd1xxx1q2bKlWrZsqcTExB/8e2ibxqzX22+/rf79+ys8PFwtWrRQnz599Mc//rEZp/Wsxv6bdcmaNWvkcDicP8/setCYtcrMzJTD4ai1BQUFNeO0ntXYv1dnz55VamqqYmJiFBgYqM6dOzft/w/d80sbrk9r1qwxAQEBZvny5Wbv3r1m8uTJJjw83JSUlNR5/LZt24yvr69ZvHix2bdvn5k9e7bx9/c3X331VTNP3vwau1aff/65efLJJ80bb7xhoqOjzfPPP9+8A3tQY9fqxz/+scnIyDA7d+40+/fvNxMnTjRhYWHm+PHjzTy5ZzR2vT744APz9ttvm3379plDhw6ZF154wfj6+pqsrKxmnrz5NXatLikoKDBt2rQxd9xxhxkzZkzzDOthjV2rFStWmNDQUFNUVOTciouLm3lqz2jsWlVUVJj+/fubUaNGmU8++cQUFBSYrVu3mry8vCabkdi5CgMHDjSpqanO29XV1SY2NtYsXLiwzuP/7d/+zYwePbrWffHx8eaxxx5r0jm9QWPX6vvat29/XcXO1ayVMcZcvHjRhISEmJUrVzbViF7latfLGGP69u1rZs+e3RTjeRVX1urixYtm8ODB5ve//72ZMGHCdRM7jV2rFStWmLCwsGaazrs0dq1eeukl06lTJ1NZWdlcIxo+xnJRZWWlcnNzlZiY6LzPx8dHiYmJysnJqfMxOTk5tY6XpKSkpCsebwtX1up65Y61+vvf/66qqipFREQ01Zhe42rXyxij7Oxs5efn684772zKUT3O1bWaP3++IiMjNWnSpOYY0yu4ulbl5eVq37694uLiNGbMGO3du7c5xvUoV9bq3XffVUJCglJTUxUVFaWePXvq17/+taqrq5tsTmLHRd98842qq6sv+ynNUVFRKi4urvMxxcXFjTreFq6s1fXKHWs1c+ZMxcbGXhbWNnJ1vUpLSxUcHKyAgACNHj1aS5cu1d13393U43qUK2v1ySef6LXXXtOrr77aHCN6DVfWqkuXLlq+fLneeecdvf7666qpqdHgwYN1/Pjx5hjZY1xZq7/97W968803VV1drQ0bNmjOnDl69tlntWDBgiab05qfoAxAWrRokdasWaOtW7deVxdHNlZISIjy8vJUXl6u7OxsTZ8+XZ06ddKwYcM8PZrXOHfunB5++GG9+uqratWqlafH8XoJCQlKSEhw3h48eLC6deuml19+Wc8884wHJ/M+NTU1ioyM1CuvvCJfX1/169dPJ06c0H//938rPT29SV6T2HFRq1at5Ovrq5KSklr3l5SUKDo6us7HREdHN+p4W7iyVterq1mrJUuWaNGiRdq8ebN69erVlGN6DVfXy8fHR7fccoskqU+fPtq/f78WLlxodew0dq0OHz6sI0eO6L777nPeV1NTI0ny8/NTfn6+br755qYd2kPc8W+Wv7+/+vbtq0OHDjXFiF7DlbWKiYmRv7+/fH19nfd169ZNxcXFqqysVEBAgNvn5GMsFwUEBKhfv37Kzs523ldTU6Ps7Oxadf99CQkJtY6XpE2bNl3xeFu4slbXK1fXavHixXrmmWeUlZWl/v37N8eoXsFdf7dqampUUVHRFCN6jcauVdeuXfXVV18pLy/Pud1///0aPny48vLyFBcX15zjNyt3/L2qrq7WV199pZiYmKYa0yu4sla33367Dh065IxnSfr6668VExPTJKEjia+eX401a9aYwMBAk5mZafbt22emTJliwsPDnV83fPjhh83Pf/5z5/Hbtm0zfn5+ZsmSJWb//v0mPT39uvrqeWPWqqKiwuzcudPs3LnTxMTEmCeffNLs3LnTHDx40FNvodk0dq0WLVpkAgICzJtvvlnra6/nzp3z1FtoVo1dr1//+tfmf//3f83hw4fNvn37zJIlS4yfn5959dVXPfUWmk1j1+qfXU/fxmrsWs2bN89s3LjRHD582OTm5ppx48aZoKAgs3fvXk+9hWbT2LU6evSoCQkJMWlpaSY/P9+sX7/eREZGmgULFjTZjMTOVVq6dKlp166dCQgIMAMHDjSffvqpc9/QoUPNhAkTah3/5z//2XTu3NkEBASYHj16mPfff7+ZJ/acxqxVQUGBkXTZNnTo0OYf3AMas1bt27evc63S09Obf3APacx6/fKXvzS33HKLCQoKMi1btjQJCQlmzZo1HpjaMxr7b9b3XU+xY0zj1urxxx93HhsVFWVGjRplvvzySw9M7RmN/Xu1fft2Ex8fbwIDA02nTp3Mr371K3Px4sUmm4/feg4AAKzGNTsAAMBqxA4AALAasQMAAKxG7AAAAKsROwAAwGrEDgAAsBqxAwAArEbsAAAAqxE7ABokMzNT4eHhnh4DABqN2AGuE6dOndLUqVPVrl07BQYGKjo6WklJSdq2bZtLz/f000+rT58+jX7czp079a//+q+KiopSUFCQbr31Vk2ePFlff/21S3N4ypEjR+RwOJSXl+eW59u6dascDofOnj3b4MdMnDhRDodDP/3pTy/bl5qaKofDoYkTJ7plPuBaRuwA14mUlBTt3LlTK1eu1Ndff613331Xw4YN0+nTp5tthvXr12vQoEGqqKjQqlWrtH//fr3++usKCwvTnDlzmm2O5lRZWdmkzx8XF6c1a9bou+++c9534cIFrV69Wu3atWvS1wauGU32W7cAeI1vv/3WSDJbt2694jHPPvus6dmzp7nxxhtN27ZtzdSpU2v95vQVK1aYsLAw55/1T794dMWKFfXOcP78edOqVSszduzYK854ydatW82AAQNMQECAiY6ONjNnzjRVVVXO/UOHDjXTpk0zTz31lGnZsqWJioq67Beffvvtt2bKlCkmMjLSBAYGmh49epj33nvPuf/jjz82Q4YMMUFBQaZt27Zm2rRppry83Lm/ffv25le/+pV55JFHTHBwsImLizMvv/yyc/8/v/9Lv6T20i/LXLBggYmJiTEdOnQwxhjzhz/8wfTr188EBwebqKgo89BDD5mSkhJjTN2/+La+X8h5yaXX6tmzp3n99ded969atcr06tXLjBkzpkHPA9iOMzvAdSA4OFjBwcFat26dKioq6jzGx8dHL774ovbu3auVK1dqy5YtmjFjRp3HPvjgg/qv//ov9ejRQ0VFRSoqKtKDDz5Y7wwbN27UN998c8XnvHQ90IkTJzRq1CgNGDBAu3bt0ksvvaTXXntNCxYsqHX8ypUr1aJFC3322WdavHix5s+fr02bNkmSampqNHLkSG3btk2vv/669u3bp0WLFsnX11eSdPjwYSUnJyslJUW7d+/Wn/70J33yySdKS0ur9RrPPvus+vfvr507d+pnP/uZpk6dqvz8fEnS559/LknavHmzioqK9Pbbbzsfl52drfz8fG3atEnr16+XJFVVVemZZ57Rrl27tG7dOh05csT5EVNcXJzeeustSVJ+fr6Kior0P//zP/Wu5/c9+uijWrFihfP28uXL9cgjjzT48YD1PF1bAJrHm2++aVq2bGmCgoLM4MGDzaxZs8yuXbuuePzatWvNTTfd5Lz9/TM7xhiTnp5uevfu3eDX/81vfmMkmTNnztR73C9+8QvTpUsXU1NT47wvIyPDBAcHm+rqamPMP87sDBkypNbjBgwYYGbOnGmMMWbjxo3Gx8fH5Ofn1/kakyZNMlOmTKl138cff2x8fHzMd999Z4z5x5mdn/zkJ879NTU1JjIy0rz00kvGmP9/Nmbnzp21nmfChAkmKirKVFRU1Ps+d+zYYSQ5z5598MEHRlKtM1w/5NKZnZMnT5rAwEBz5MgRc+TIERMUFGROnTrFmR3g/3BmB7hOpKSkqLCwUO+++66Sk5O1detW/ehHP1JmZqakf5yhGDFihNq0aaOQkBA9/PDDOn36tP7+97+75fWNMQ06bv/+/UpISJDD4XDed/vtt6u8vFzHjx933terV69aj4uJidHJkyclSXl5eWrbtq06d+5c52vs2rVLmZmZzjNewcHBSkpKUk1NjQoKCup8DYfDoejoaOdr1Oe2225TQEBArftyc3N13333qV27dgoJCdHQoUMlSUePHv3B5/shrVu31ujRo5WZmakVK1Zo9OjRatWq1VU/L2ALYge4jgQFBenuu+/WnDlztH37dk2cOFHp6ek6cuSI7r33XvXq1UtvvfWWcnNzlZGRIcl9F9heCo8DBw645fn8/f1r3XY4HKqpqZEk3XDDDfU+try8XI899pjy8vKc265du3Tw4EHdfPPNDXqN+rRo0aLW7fPnzyspKUmhoaFatWqVduzYob/85S+S3Le+jz76qDIzM7Vy5Uo9+uijbnlOwBbEDnAd6969u86fP6/c3FzV1NTo2Wef1aBBg9S5c2cVFhbW+9iAgABVV1c3+LXuuecetWrVSosXL65z/6WvXHfr1k05OTm1zgRt27ZNISEhatu2bYNeq1evXjp+/PgVv87+ox/9SPv27dMtt9xy2fbPZ2Su5NJxDVmDAwcO6PTp01q0aJHuuOMOde3a9bIzRI15vrokJyersrJSVVVVSkpKcuk5AFsRO8B14PTp07rrrrv0+uuva/fu3SooKNDatWu1ePFijRkzRrfccouqqqq0dOlS/e1vf9Mf//hHLVu2rN7n7NChgwoKCpSXl6dvvvnmihc+X9KiRQv9/ve/1/vvv6/7779fmzdv1pEjR/TFF19oxowZzp8V87Of/UzHjh3TtGnTdODAAb3zzjtKT0/X9OnT5ePTsH+yhg4dqjvvvFMpKSnatGmTCgoK9Ne//lVZWVmSpJkzZ2r79u1KS0tTXl6eDh48qHfeeeeyC5TrExkZqRtuuEFZWVkqKSlRaWnpFY9t166dAgICnOv77rvv6plnnql1TPv27eVwOLR+/XqdOnVK5eXlDZ5Fknx9fbV//37t27fPeSE2gH8gdoDrQHBwsOLj4/X888/rzjvvVM+ePTVnzhxNnjxZv/3tb9W7d28999xz+s1vfqOePXtq1apVWrhwYb3PmZKSouTkZA0fPlytW7fWG2+88YNzjBkzRtu3b5e/v79+/OMfq2vXrnrooYdUWlrq/LZVmzZttGHDBn3++efq3bu3fvrTn2rSpEmaPXt2o97zW2+9pQEDBuihhx5S9+7dNWPGDOdZk169eunDDz/U119/rTvuuEN9+/bV3LlzFRsb2+Dn9/Pz04svvqiXX35ZsbGxGjNmzBWPbd26tTIzM7V27Vp1795dixYt0pIlS2od06ZNG82bN08///nPFRUV1ajwuiQ0NFShoaGNfhxgO4dp6FWDAAAA1yDO7AAAAKsROwDcYtWqVbW+yv39rUePHp4e75pz9OjRK65ncHCwW76yDlwv+BgLgFucO3dOJSUlde7z9/dX+/btm3mia9vFixd15MiRK+7v0KGD/Pz8mm8g4BpG7AAAAKvxMRYAALAasQMAAKxG7AAAAKsROwAAwGrEDgAAsBqxAwAArEbsAAAAqxE7AADAav8P+V6ffwkdGTAAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib import pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "for i, column in enumerate(df.columns, 1):\n",
+    "    sns.histplot(df[column])\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Set targets/objectives = efficiency for now"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/vscode/.local/lib/python3.10/site-packages/baybe/telemetry.py:222: UserWarning: WARNING: BayBE Telemetry endpoint https://public.telemetry.baybe.p.uptimize.merckgroup.com:4317 cannot be reached. Disabling telemetry. The exception encountered was: ConnectionError, HTTPConnectionPool(host='verkehrsnachrichten.merck.de', port=80): Max retries exceeded with url: / (Caused by NameResolutionError(\"<urllib3.connection.HTTPConnection object at 0x7f1cb310ca90>: Failed to resolve 'verkehrsnachrichten.merck.de' ([Errno -2] Name or service not known)\"))\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
+   "source": [
+    "from baybe.targets import NumericalTarget\n",
+    "from baybe.objective import Objective\n",
+    "\n",
+    "target = NumericalTarget(\n",
+    "    name=\"Efficiency\",\n",
+    "    mode=\"MAX\",\n",
+    ")\n",
+    "objective = Objective(mode=\"SINGLE\", targets=[target])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Search Space"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from baybe.parameters import NumericalContinuousParameter, CategoricalParameter, NumericalDiscreteParameter\n",
+    "from baybe.searchspace import SearchSpace\n",
+    "\n",
+    "basic_parameters=[\n",
+    "NumericalDiscreteParameter(\n",
+    "    name=\"Time_h\",\n",
+    "    values=df_combined[\"Time_h\"].unique(),\n",
+    "    tolerance=5/60,\n",
+    "),\n",
+    "NumericalDiscreteParameter(\n",
+    "    name=\"pH\",\n",
+    "    values=df_combined[\"pH\"].unique(),\n",
+    "    ),  \n",
+    "NumericalDiscreteParameter(\n",
+    "    name=\"Inhib_Concentrat_M\",\n",
+    "    values=df_combined[\"Inhib_Concentrat_M\"].unique(),\n",
+    "    ),\n",
+    "NumericalDiscreteParameter(\n",
+    "    name=\"Salt_Concentrat_M\",\n",
+    "    values=df_combined[\"Salt_Concentrat_M\"].unique(),\n",
+    "    ),\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Substance parameter**\n",
+    "\n",
+    "Instead of values, this parameter accepts data in form of a dictionary. The items correspond to pairs of labels and SMILES. SMILES are string-based representations of molecular structures. Based on these, BayBE can assign each label a set of molecular descriptors as encoding."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'C(=O)(C(=O)[O-])[O-]': 'C(=O)(C(=O)[O-])[O-]', 'C(C(=O)[O-])C(CC(=O)[O-])(C(=O)[O-])O': 'C(C(=O)[O-])C(CC(=O)[O-])(C(=O)[O-])O', 'C(C(C(C(C(C(=O)[O-])O)O)O)O)O.C(C(C(C(C(C(=O)[O-])O)O)O)O)O.[Fe+2]': 'C(C(C(C(C(C(=O)[O-])O)O)O)O)O.C(C(C(C(C(C(=O)[O-])O)O)O)O)O.[Fe+2]', 'C(C(C(C(C(C(=O)[O-])O)O)O)O)O.C(C(C(C(C(C(=O)[O-])O)O)O)O)O.[Zn+2]': 'C(C(C(C(C(C(=O)[O-])O)O)O)O)O.C(C(C(C(C(C(=O)[O-])O)O)O)O)O.[Zn+2]', 'C1=CC(=C(C=C1O)O)C=NNC(=S)N': 'C1=CC(=C(C=C1O)O)C=NNC(=S)N', 'C1=CC(=C(C=C1SSC2=CC(=C(C=C2)[N+](=O)[O-])C(=O)O)C(=O)O)[N+](=O)[O-]': 'C1=CC(=C(C=C1SSC2=CC(=C(C=C2)[N+](=O)[O-])C(=O)O)C(=O)O)[N+](=O)[O-]', 'C1=CC(=CC(=C1)S)C(=O)O': 'C1=CC(=CC(=C1)S)C(=O)O', 'C1=CC2=NNN=C2C=C1Cl': 'C1=CC2=NNN=C2C=C1Cl', 'C1=CC=C(C(=C1)C=NNC(=S)N)O': 'C1=CC=C(C(=C1)C=NNC(=S)N)O', 'C1COCCN1CCCS(=O)(=O)O': 'C1COCCN1CCCS(=O)(=O)O', 'C1N2CN3CN1CN(C2)C3': 'C1N2CN3CN1CN(C2)C3', 'C=CC(=O)OCCOC(=O)OCCSc1ncccn1': 'C=CC(=O)OCCOC(=O)OCCSc1ncccn1', 'CC(=O)O': 'CC(=O)O', 'CC(=O)SSC(=O)C': 'CC(=O)SSC(=O)C', 'CC1(C(N2C(S1)C(C2=O)NC(=O)C(C3=CC=C(C=C3)O)N)C(=O)O)C': 'CC1(C(N2C(S1)C(C2=O)NC(=O)C(C3=CC=C(C=C3)O)N)C(=O)O)C', 'CCCCCCCC/C=C\\\\CCCCCCCC(=O)O': 'CCCCCCCC/C=C\\\\CCCCCCCC(=O)O', 'CCCCCCCCCCCCCCCCCC(=O)O': 'CCCCCCCCCCCCCCCCCC(=O)O', 'CCCCCCCCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]': 'CCCCCCCCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]', 'CCCCCCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]': 'CCCCCCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]', 'CCCCCCCCCCCCOS(=O)(=O)O': 'CCCCCCCCCCCCOS(=O)(=O)O', 'CCCCCCCCCCCCc1ccccc1S([O])([O])O': 'CCCCCCCCCCCCc1ccccc1S([O])([O])O', 'CCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]': 'CCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]', 'CCCCN(CCCC)C1=NC(=NC(=N1)NC(CCSC)C(=O)O)NC(CCSC)C(=O)O': 'CCCCN(CCCC)C1=NC(=NC(=N1)NC(CCSC)C(=O)O)NC(CCSC)C(=O)O', 'CCCCOP(=O)(OCCCC)O': 'CCCCOP(=O)(OCCCC)O', 'CCN(C(=S)S)CC': 'CCN(C(=S)S)CC', 'CCOc1ccc2c(c1)nc([nH]2)S': 'CCOc1ccc2c(c1)nc([nH]2)S', 'CCSc1nnc(s1)N': 'CCSc1nnc(s1)N', 'CN1C=NC2=C1C(=O)N(C(=O)N2C)C': 'CN1C=NC2=C1C(=O)N(C(=O)N2C)C', 'CNCC(C1=CC(=CC=C1)O)O': 'CNCC(C1=CC(=CC=C1)O)O', 'COC(=O)CCCC1=CNC2=CC=CC=C21': 'COC(=O)CCCC1=CNC2=CC=CC=C21', 'COC(=O)n1nnc2ccccc12': 'COC(=O)n1nnc2ccccc12', 'COCCOC(=O)OCSc1nc2c(s1)cccc2': 'COCCOC(=O)OCSc1nc2c(s1)cccc2', 'COc1ccc2c(c1)[nH]c(=S)[nH]2': 'COc1ccc2c(c1)[nH]c(=S)[nH]2', 'COc1cccc(c1)c1n[nH]c(=S)[nH]1': 'COc1cccc(c1)c1n[nH]c(=S)[nH]1', 'CS[C]1N[N]C(=N1)N': 'CS[C]1N[N]C(=N1)N', 'CSc1[nH]c2c(n1)cc(c(c2)C)C': 'CSc1[nH]c2c(n1)cc(c(c2)C)C', 'CSc1nnc(s1)N': 'CSc1nnc(s1)N', 'Cc1cc(C)nc(n1)S': 'Cc1cc(C)nc(n1)S', 'Cc1ccc(c(c1)n1nc2c(n1)cccc2)O': 'Cc1ccc(c(c1)n1nc2c(n1)cccc2)O', 'Cc1ccc2c(c1)nc([nH]2)S': 'Cc1ccc2c(c1)nc([nH]2)S', 'Cc1n[nH]c(=S)s1': 'Cc1n[nH]c(=S)s1', 'Cc1nsc(c1)N': 'Cc1nsc(c1)N', 'ClC([C]1N[N]C=N1)(Cl)Cl': 'ClC([C]1N[N]C=N1)(Cl)Cl', 'Clc1cc2[nH]c(=S)[nH]c2cc1Cl': 'Clc1cc2[nH]c(=S)[nH]c2cc1Cl', 'Clc1ccc(cc1)CC[C@](C(C)(C)C)(Cn1cncn1)O': 'Clc1ccc(cc1)CC[C@](C(C)(C)C)(Cn1cncn1)O', 'Clc1ccc(cc1Cl)c1n[nH]c(=S)[nH]1': 'Clc1ccc(cc1Cl)c1n[nH]c(=S)[nH]1', 'Clc1ccc2c(c1)[nH]c(n2)S': 'Clc1ccc2c(c1)[nH]c(n2)S', 'Clc1cccc(c1)c1n[nH]c(=S)[nH]1': 'Clc1cccc(c1)c1n[nH]c(=S)[nH]1', 'Cn1cnnc1S': 'Cn1cnnc1S', 'Cn1nnnc1S': 'Cn1nnnc1S', 'N.N.[N+](=O)(O)[O-].[N+](=O)(O)[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].O.O.O.O.[Ce+3]': 'N.N.[N+](=O)(O)[O-].[N+](=O)(O)[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].O.O.O.O.[Ce+3]', 'NC(=S)NN=CC1=C(C(=C(C=C1)O)O)O': 'NC(=S)NN=CC1=C(C(=C(C=C1)O)O)O', 'NCC(=O)O': 'NCC(=O)O', 'NO': 'NO', 'Nc1cc(N)nc(n1)S': 'Nc1cc(N)nc(n1)S', 'Nc1cc(S)nc(n1)N': 'Nc1cc(S)nc(n1)N', 'Nc1ccc2c(c1)sc(=S)[nH]2': 'Nc1ccc2c(c1)sc(=S)[nH]2', 'Nc1ccnc(n1)S': 'Nc1ccnc(n1)S', 'Nc1n[nH]c(=S)s1': 'Nc1n[nH]c(=S)s1', 'Nc1n[nH]c(n1)S': 'Nc1n[nH]c(n1)S', 'Nc1n[nH]cn1': 'Nc1n[nH]cn1', 'Nc1nc([nH]n1)C(=O)O': 'Nc1nc([nH]n1)C(=O)O', 'Nc1ncncc1N': 'Nc1ncncc1N', 'Nn1c(NN)nnc1S': 'Nn1c(NN)nnc1S', 'Nn1c(S)nnc1c1ccccc1': 'Nn1c(S)nnc1c1ccccc1', 'Nn1cnnc1': 'Nn1cnnc1', 'O/N=C(/C(=N/O)/C)\\\\C': 'O/N=C(/C(=N/O)/C)\\\\C', 'O/N=C(\\\\C(=N/O)\\\\c1ccco1)/c1ccco1': 'O/N=C(\\\\C(=N/O)\\\\c1ccco1)/c1ccco1', 'O=C([O-])C(O)C(O)C(O)C(O)CO.[Na+]': 'O=C([O-])C(O)C(O)C(O)C(O)CO.[Na+]', 'OC(=O)/C=C/c1ccccc1': 'OC(=O)/C=C/c1ccccc1', 'OC(=O)CCCCC(=O)O': 'OC(=O)CCCCC(=O)O', 'OC(=O)CCCCCCCCCCCCCCC(=O)O': 'OC(=O)CCCCCCCCCCCCCCC(=O)O', 'OC(=O)CCS': 'OC(=O)CCS', 'OC(=O)CN(CC(=O)O)CCN(CC(=O)O)CC(=O)O': 'OC(=O)CN(CC(=O)O)CCN(CC(=O)O)CC(=O)O', 'OC(=O)CS': 'OC(=O)CS', 'OC(=O)Cn1nnnc1S': 'OC(=O)Cn1nnnc1S', 'OC(=O)c1ccc(=S)[nH]c1': 'OC(=O)c1ccc(=S)[nH]c1', 'OC(=O)c1ccc(cc1)N': 'OC(=O)c1ccc(cc1)N', 'OC(=O)c1ccc(cc1)S': 'OC(=O)c1ccc(cc1)S', 'OC(=O)c1ccc(cc1)c1ccccc1': 'OC(=O)c1ccc(cc1)c1ccccc1', 'OC(=O)c1ccccc1': 'OC(=O)c1ccccc1', 'OC(=O)c1ccccc1O': 'OC(=O)c1ccccc1O', 'OC(=O)c1ccccc1S': 'OC(=O)c1ccccc1S', 'OC(=O)c1ccccn1': 'OC(=O)c1ccccn1', 'OC(=O)c1cccnc1': 'OC(=O)c1cccnc1', 'OC(=O)c1cccnc1S': 'OC(=O)c1cccnc1S', 'OC(=O)c1ccncc1': 'OC(=O)c1ccncc1', 'OC(=O)c1n[nH]c(n1)N': 'OC(=O)c1n[nH]c(n1)N', 'OCC(CO)O': 'OCC(CO)O', 'OC[C@H]([C@H]([C@@H]([C@@H](CO)O)O)O)O': 'OC[C@H]([C@H]([C@@H]([C@@H](CO)O)O)O)O', 'OC[C@H]([C@H]([C@@H]([C@H](C(=O)O)O)O)O)O': 'OC[C@H]([C@H]([C@@H]([C@H](C(=O)O)O)O)O)O', 'OC[C@H]1OC(O)[C@H](O)[C@@H](O)[C@@H]1O': 'OC[C@H]1OC(O)[C@H](O)[C@@H](O)[C@@H]1O', 'O[C@H]1C(=O)OCC1(C)C': 'O[C@H]1C(=O)OCC1(C)C', 'Oc1ccc(cc1)C(=O)O': 'Oc1ccc(cc1)C(=O)O', 'Oc1ccc(cc1)S([O])([O])O': 'Oc1ccc(cc1)S([O])([O])O', 'Oc1cccc2c1nccc2': 'Oc1cccc2c1nccc2', 'Oc1ccccc1c1nnc([nH]1)S': 'Oc1ccccc1c1nnc([nH]1)S', 'On1nnc2c1cccc2': 'On1nnc2c1cccc2', 'S=c1[nH]c2c([nH]1)c(=O)n(cn2)C': 'S=c1[nH]c2c([nH]1)c(=O)n(cn2)C', 'S=c1[nH]c2c([nH]1)cncn2': 'S=c1[nH]c2c([nH]1)cncn2', 'S=c1[nH]c2c([nH]1)nccn2': 'S=c1[nH]c2c([nH]1)nccn2', 'S=c1[nH]nc([nH]1)c1cccnc1': 'S=c1[nH]nc([nH]1)c1cccnc1', 'S=c1[nH]nc([nH]1)c1ccco1': 'S=c1[nH]nc([nH]1)c1ccco1', 'S=c1[nH]nc([nH]1)c1ccncc1': 'S=c1[nH]nc([nH]1)c1ccncc1', 'S=c1sc2c([nH]1)cccc2': 'S=c1sc2c([nH]1)cccc2', 'SC#N': 'SC#N', 'S[C]1NC2=C[CH]C=NC2=N1': 'S[C]1NC2=C[CH]C=NC2=N1', 'Sc1n[nH]cn1': 'Sc1n[nH]cn1', 'Sc1nc(N)c(c(n1)S)N': 'Sc1nc(N)c(c(n1)S)N', 'Sc1nc(N)c2c(n1)[nH]nc2': 'Sc1nc(N)c2c(n1)[nH]nc2', 'Sc1nc2c([nH]1)cccc2': 'Sc1nc2c([nH]1)cccc2', 'Sc1ncc[nH]1': 'Sc1ncc[nH]1', 'Sc1ncccn1': 'Sc1ncccn1', 'Sc1nnc(s1)S': 'Sc1nnc(s1)S', '[Cl-].[Cl-].[Cl-].[Ce+3]': '[Cl-].[Cl-].[Cl-].[Ce+3]', '[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[Ce+3]': '[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[Ce+3]', '[NH4+].[NH4+].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[Ce+4]': '[NH4+].[NH4+].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[Ce+4]', '[O-]S(=O)(=O)[O-].[O-]S(=O)(=O)[O-].[O-]S(=O)(=O)[O-].[Ce+3].[Ce+3]': '[O-]S(=O)(=O)[O-].[O-]S(=O)(=O)[O-].[O-]S(=O)(=O)[O-].[Ce+3].[Ce+3]', '[O-]S(=O)[O-].[Na+].[Na+]': '[O-]S(=O)[O-].[Na+].[Na+]', 'c1cc(ccc1c2[nH]c(nn2)S)[N+](=O)[O-]': 'c1cc(ccc1c2[nH]c(nn2)S)[N+](=O)[O-]', 'c1ccc(nc1)c1ccccn1': 'c1ccc(nc1)c1ccccn1', 'c1ccc2c(c1)[nH]nn2': 'c1ccc2c(c1)[nH]nn2', 'c1ncn[nH]1': 'c1ncn[nH]1', 'C(C(CO)([N+](=O)[O-])Br)O': 'C(C(CO)([N+](=O)[O-])Br)O', 'C(CC=O)CC=O': 'C(CC=O)CC=O', 'C1=CC(=C(C=C1F)F)C(CN2C=NC=N2)(CN3C=NC=N3)O': 'C1=CC(=C(C=C1F)F)C(CN2C=NC=N2)(CN3C=NC=N3)O', 'C1=CC(=CN=C1)C=NNC(=S)N': 'C1=CC(=CN=C1)C=NNC(=S)N', 'C1=CC(=NC(=C1)N)N': 'C1=CC(=NC(=C1)N)N', 'C1=CC=C(C=C1)C(C2=CC=CC=C2)(C3=CC=CC=C3Cl)N4C=CN=C4': 'C1=CC=C(C=C1)C(C2=CC=CC=C2)(C3=CC=CC=C3Cl)N4C=CN=C4', 'C1=CC=NC(=C1)C=NNC(=S)N': 'C1=CC=NC(=C1)C=NNC(=S)N', 'C1=CN=C(C=N1)C(=O)N': 'C1=CN=C(C=N1)C(=O)N', 'C1=CN=C(N=C1)N': 'C1=CN=C(N=C1)N', 'C1=CN=CC=C1C=NNC(=S)N': 'C1=CN=CC=C1C=NNC(=S)N', 'C1CCC(=NO)CC1': 'C1CCC(=NO)CC1', 'C=CC1=C(N2C(C(C2=O)NC(=O)C(=NOCC(=O)O)C3=CSC(=N3)N)SC1)C(=O)O': 'C=CC1=C(N2C(C(C2=O)NC(=O)C(=NOCC(=O)O)C3=CSC(=N3)N)SC1)C(=O)O', 'CC(=NO)C': 'CC(=NO)C', 'CC(C)(C)NCC(COC1=CC=CC2=C1CC(C(C2)O)O)O': 'CC(C)(C)NCC(COC1=CC=CC2=C1CC(C(C2)O)O)O', 'CC(C)(C)NCC(COC1=NSN=C1N2CCOCC2)O': 'CC(C)(C)NCC(COC1=NSN=C1N2CCOCC2)O', 'CC(C)NCC(COC1=CC=C(C=C1)CC(=O)N)O': 'CC(C)NCC(COC1=CC=C(C=C1)CC(=O)N)O', 'CC(C)NCC(COC1=CC=CC2=CC=CC=C21)O': 'CC(C)NCC(COC1=CC=CC2=CC=CC=C21)O', 'CC(OC(=O)C)OC(=O)C1=C(CSC2N1C(=O)C2NC(=O)C(=NOC)C3=CC=CO3)COC(=O)N': 'CC(OC(=O)C)OC(=O)C1=C(CSC2N1C(=O)C2NC(=O)C(=NOC)C3=CC=CO3)COC(=O)N', 'CC1=CC=C(C=C1)[N]2N=NC=C2O': 'CC1=CC=C(C=C1)[N]2N=NC=C2O', 'CC1=CN=C(C=N1)C(=O)N': 'CC1=CN=C(C=N1)C(=O)N', 'CC1=NC(=CC=C1)C': 'CC1=NC(=CC=C1)C', 'CCC(=NO)C': 'CCC(=NO)C', 'CCOC(=O)C1=C(C)N=C(S)NC1C2=CC=C(C=C2)Cl': 'CCOC(=O)C1=C(C)N=C(S)NC1C2=CC=C(C=C2)Cl', 'CN(C)CC1CCCCC1(C2=CC(=CC=C2)OC)O': 'CN(C)CC1CCCCC1(C2=CC(=CC=C2)OC)O', 'COC(=O)C1=CC=C(C=C1)[N]2N=NC=C2O': 'COC(=O)C1=CC=C(C=C1)[N]2N=NC=C2O', 'COC1=NC=C(N=C1)C(=O)N': 'COC1=NC=C(N=C1)C(=O)N', 'NC(N)=S': 'NC(N)=S', 'NC1=CCNC(=S)N1': 'NC1=CCNC(=S)N1', 'OC1=C(C=CC=C1)C=NC2=CC=C(C=C2)N=NC3=C(C=CC=C3)N=CC4=C(C=CC=C4)O': 'OC1=C(C=CC=C1)C=NC2=CC=C(C=C2)N=NC3=C(C=CC=C3)N=CC4=C(C=CC=C4)O', 'OC1=CN=N[N]1C2=CC=C(C=C2)Cl': 'OC1=CN=N[N]1C2=CC=C(C=C2)Cl'}\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Create a dictionary of unique SMILES representations found in the dataframe\n",
+    "\n",
+    "unique_SMILES = df_combined[\"SMILES\"].unique()\n",
+    "\n",
+    "dic_SMILES = dict(zip(unique_SMILES, unique_SMILES))\n",
+    "\n",
+    "print(dic_SMILES)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from baybe.parameters import SubstanceParameter\n",
+    "\n",
+    "mordred_parameters = basic_parameters + [\n",
+    "    SubstanceParameter(\n",
+    "        name=\"SMILES\",\n",
+    "        data=dic_SMILES,\n",
+    "        encoding=\"MORDRED\",\n",
+    "    )\n",
+    "]\n",
+    "\n",
+    "rdkit_parameters = basic_parameters + [\n",
+    "    SubstanceParameter(\n",
+    "        name=\"SMILES\",\n",
+    "        data=dic_SMILES,\n",
+    "        encoding=\"RDKIT\",\n",
+    "    )\n",
+    "]\n",
+    "\n",
+    "morganfp_parameters = basic_parameters + [\n",
+    "    SubstanceParameter(\n",
+    "        name=\"SMILES\",\n",
+    "        data=dic_SMILES,\n",
+    "        encoding=\"MORGAN_FP\",\n",
+    "    )\n",
+    "]\n",
+    "\n",
+    "ohe_parameters = basic_parameters + [\n",
+    "    CategoricalParameter(\n",
+    "        name=\"SMILES\",\n",
+    "        values=unique_SMILES,\n",
+    "        encoding=\"OHE\",\n",
+    "    )\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C(=O)(C(=O)[O-])[O-]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C(C(=O)[O-])C(CC(=O)[O-])(C(=O)[O-])O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C(C(C(C(C(C(=O)[O-])O)O)O)O)O.C(C(C(C(C(C(=O)[O-])O)O)O)O)O.[Fe+2]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C(C(C(C(C(C(=O)[O-])O)O)O)O)O.C(C(C(C(C(C(=O)[O-])O)O)O)O)O.[Zn+2]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1=CC(=C(C=C1O)O)C=NNC(=S)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1=CC(=C(C=C1SSC2=CC(=C(C=C2)[N+](=O)[O-])C(=O)O)C(=O)O)[N+](=O)[O-]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1=CC(=CC(=C1)S)C(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1=CC2=NNN=C2C=C1Cl')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1=CC=C(C(=C1)C=NNC(=S)N)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1COCCN1CCCS(=O)(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1N2CN3CN1CN(C2)C3')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C=CC(=O)OCCOC(=O)OCCSc1ncccn1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CC(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.0s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CC(=O)SSC(=O)C')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CC1(C(N2C(S1)C(C2=O)NC(=O)C(C3=CC=C(C=C3)O)N)C(=O)O)C')\n",
+      "_______________________________________smiles_to_mordred_features - 0.3s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCCCCCCC/C=C\\\\CCCCCCCC(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCCCCCCCCCCCCCCCCC(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCCCCCCCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCCCCCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCCCCCCCCCCCOS(=O)(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCCCCCCCCCCCc1ccccc1S([O])([O])O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCCCN(CCCC)C1=NC(=NC(=N1)NC(CCSC)C(=O)O)NC(CCSC)C(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.5s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCCCOP(=O)(OCCCC)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCN(C(=S)S)CC')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCOc1ccc2c(c1)nc([nH]2)S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCSc1nnc(s1)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CN1C=NC2=C1C(=O)N(C(=O)N2C)C')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CNCC(C1=CC(=CC=C1)O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('COC(=O)CCCC1=CNC2=CC=CC=C21')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('COC(=O)n1nnc2ccccc12')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('COCCOC(=O)OCSc1nc2c(s1)cccc2')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('COc1ccc2c(c1)[nH]c(=S)[nH]2')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('COc1cccc(c1)c1n[nH]c(=S)[nH]1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CS[C]1N[N]C(=N1)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CSc1[nH]c2c(n1)cc(c(c2)C)C')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CSc1nnc(s1)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Cc1cc(C)nc(n1)S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Cc1ccc(c(c1)n1nc2c(n1)cccc2)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Cc1ccc2c(c1)nc([nH]2)S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Cc1n[nH]c(=S)s1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Cc1nsc(c1)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('ClC([C]1N[N]C=N1)(Cl)Cl')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Clc1cc2[nH]c(=S)[nH]c2cc1Cl')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Clc1ccc(cc1)CC[C@](C(C)(C)C)(Cn1cncn1)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Clc1ccc(cc1Cl)c1n[nH]c(=S)[nH]1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Clc1ccc2c(c1)[nH]c(n2)S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Clc1cccc(c1)c1n[nH]c(=S)[nH]1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Cn1cnnc1S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Cn1nnnc1S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('N.N.[N+](=O)(O)[O-].[N+](=O)(O)[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].O.O.O.O.[Ce+3]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('NC(=S)NN=CC1=C(C(=C(C=C1)O)O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('NCC(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.0s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('NO')\n",
+      "_______________________________________smiles_to_mordred_features - 0.0s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Nc1cc(N)nc(n1)S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Nc1cc(S)nc(n1)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Nc1ccc2c(c1)sc(=S)[nH]2')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Nc1ccnc(n1)S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Nc1n[nH]c(=S)s1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Nc1n[nH]c(n1)S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Nc1n[nH]cn1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Nc1nc([nH]n1)C(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Nc1ncncc1N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Nn1c(NN)nnc1S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Nn1c(S)nnc1c1ccccc1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Nn1cnnc1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('O/N=C(/C(=N/O)/C)\\\\C')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('O/N=C(\\\\C(=N/O)\\\\c1ccco1)/c1ccco1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('O=C([O-])C(O)C(O)C(O)C(O)CO.[Na+]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)/C=C/c1ccccc1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)CCCCC(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)CCCCCCCCCCCCCCC(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)CCS')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)CN(CC(=O)O)CCN(CC(=O)O)CC(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)CS')\n",
+      "_______________________________________smiles_to_mordred_features - 0.0s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)Cn1nnnc1S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)c1ccc(=S)[nH]c1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)c1ccc(cc1)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)c1ccc(cc1)S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)c1ccc(cc1)c1ccccc1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)c1ccccc1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)c1ccccc1O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)c1ccccc1S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.3s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)c1ccccn1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)c1cccnc1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)c1cccnc1S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)c1ccncc1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC(=O)c1n[nH]c(n1)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OCC(CO)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC[C@H]([C@H]([C@@H]([C@@H](CO)O)O)O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC[C@H]([C@H]([C@@H]([C@H](C(=O)O)O)O)O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC[C@H]1OC(O)[C@H](O)[C@@H](O)[C@@H]1O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('O[C@H]1C(=O)OCC1(C)C')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Oc1ccc(cc1)C(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Oc1ccc(cc1)S([O])([O])O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Oc1cccc2c1nccc2')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Oc1ccccc1c1nnc([nH]1)S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('On1nnc2c1cccc2')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('S=c1[nH]c2c([nH]1)c(=O)n(cn2)C')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('S=c1[nH]c2c([nH]1)cncn2')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('S=c1[nH]c2c([nH]1)nccn2')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('S=c1[nH]nc([nH]1)c1cccnc1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('S=c1[nH]nc([nH]1)c1ccco1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('S=c1[nH]nc([nH]1)c1ccncc1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('S=c1sc2c([nH]1)cccc2')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('SC#N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.0s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('S[C]1NC2=C[CH]C=NC2=N1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Sc1n[nH]cn1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.0s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Sc1nc(N)c(c(n1)S)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Sc1nc(N)c2c(n1)[nH]nc2')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Sc1nc2c([nH]1)cccc2')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Sc1ncc[nH]1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Sc1ncccn1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('Sc1nnc(s1)S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('[Cl-].[Cl-].[Cl-].[Ce+3]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.0s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[Ce+3]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.0s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('[NH4+].[NH4+].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[Ce+4]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('[O-]S(=O)(=O)[O-].[O-]S(=O)(=O)[O-].[O-]S(=O)(=O)[O-].[Ce+3].[Ce+3]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.0s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('[O-]S(=O)[O-].[Na+].[Na+]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.0s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('c1cc(ccc1c2[nH]c(nn2)S)[N+](=O)[O-]')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('c1ccc(nc1)c1ccccn1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('c1ccc2c(c1)[nH]nn2')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('c1ncn[nH]1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.0s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C(C(CO)([N+](=O)[O-])Br)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C(CC=O)CC=O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1=CC(=C(C=C1F)F)C(CN2C=NC=N2)(CN3C=NC=N3)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1=CC(=CN=C1)C=NNC(=S)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1=CC(=NC(=C1)N)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1=CC=C(C=C1)C(C2=CC=CC=C2)(C3=CC=CC=C3Cl)N4C=CN=C4')\n",
+      "_______________________________________smiles_to_mordred_features - 0.4s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1=CC=NC(=C1)C=NNC(=S)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1=CN=C(C=N1)C(=O)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1=CN=C(N=C1)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1=CN=CC=C1C=NNC(=S)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C1CCC(=NO)CC1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('C=CC1=C(N2C(C(C2=O)NC(=O)C(=NOCC(=O)O)C3=CSC(=N3)N)SC1)C(=O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.3s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CC(=NO)C')\n",
+      "_______________________________________smiles_to_mordred_features - 0.0s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CC(C)(C)NCC(COC1=CC=CC2=C1CC(C(C2)O)O)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CC(C)(C)NCC(COC1=NSN=C1N2CCOCC2)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CC(C)NCC(COC1=CC=C(C=C1)CC(=O)N)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CC(C)NCC(COC1=CC=CC2=CC=CC=C21)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CC(OC(=O)C)OC(=O)C1=C(CSC2N1C(=O)C2NC(=O)C(=NOC)C3=CC=CO3)COC(=O)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.5s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CC1=CC=C(C=C1)[N]2N=NC=C2O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CC1=CN=C(C=N1)C(=O)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CC1=NC(=CC=C1)C')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCC(=NO)C')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CCOC(=O)C1=C(C)N=C(S)NC1C2=CC=C(C=C2)Cl')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('CN(C)CC1CCCCC1(C2=CC(=CC=C2)OC)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.2s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('COC(=O)C1=CC=C(C=C1)[N]2N=NC=C2O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('COC1=NC=C(N=C1)C(=O)N')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('NC(N)=S')\n",
+      "_______________________________________smiles_to_mordred_features - 0.0s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('NC1=CCNC(=S)N1')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC1=C(C=CC=C1)C=NC2=CC=C(C=C2)N=NC3=C(C=CC=C3)N=CC4=C(C=CC=C4)O')\n",
+      "_______________________________________smiles_to_mordred_features - 0.3s, 0.0min\n",
+      "________________________________________________________________________________\n",
+      "[Memory] Calling baybe.utils.chemistry._smiles_to_mordred_features...\n",
+      "_smiles_to_mordred_features('OC1=CN=N[N]1C2=CC=C(C=C2)Cl')\n",
+      "_______________________________________smiles_to_mordred_features - 0.1s, 0.0min\n"
+     ]
+    }
+   ],
+   "source": [
+    "searchspace_mordred = SearchSpace.from_dataframe(df.drop(\"Efficiency\", axis = 1), mordred_parameters)\n",
+    "searchspace_rdkit = SearchSpace.from_dataframe(df.drop(\"Efficiency\", axis = 1), rdkit_parameters)\n",
+    "searchspace_morganfp = SearchSpace.from_dataframe(df.drop(\"Efficiency\", axis = 1), morganfp_parameters)\n",
+    "searchspace_ohe = SearchSpace.from_dataframe(df.drop(\"Efficiency\", axis = 1), ohe_parameters)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Recommenders"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The **SequentialGreedyRecommender** is a powerful recommender that leverages BoTorch optimization functions to perform sequential Greedy optimization. It can be applied for discrete, continuous and hybrid sarch spaces. It is an implementation of the BoTorch optimization functions for discrete, continuous and mixed spaces. **It is important to note that this recommender performs a brute-force search when applied in hybrid search spaces, as it optimizes the continuous part of the space while exhaustively searching choices in the discrete subspace.** You can customize this behavior to only sample a certain percentage of the discrete subspace via the sample_percentage attribute and to choose different sampling strategies via the hybrid_sampler attribute. \n",
+    "\n",
+    "e.g.\n",
+    "strategy = TwoPhaseStrategy(recommender=SequentialGreedyRecommender(hybrid_sampler=\"Farthest\", sampling_percentage=0.3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For implementing fully customized surrogate models e.g. from sklearn or PyTorch, see:\n",
+    "https://emdgroup.github.io/baybe/examples/Custom_Surrogates/Custom_Surrogates.html\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from baybe.recommenders import (\n",
+    "    SequentialGreedyRecommender,\n",
+    "    FPSRecommender,\n",
+    "    TwoPhaseMetaRecommender,\n",
+    ")\n",
+    "\n",
+    "recommender = TwoPhaseMetaRecommender(\n",
+    "    initial_recommender=FPSRecommender(),  # farthest point sampling\n",
+    "    recommender=SequentialGreedyRecommender(),  # Bayesian model-based optimization\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Campaign Strategy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from baybe.strategies import TwoPhaseStrategy\n",
+    "from baybe import Campaign\n",
+    "\n",
+    "campaign_rdkit = Campaign(searchspace_rdkit, objective)\n",
+    "campaign_mordred = Campaign(searchspace_mordred, objective)\n",
+    "campaign_morganfp = Campaign(searchspace_morganfp, objective)\n",
+    "campaign_ohe = Campaign(searchspace_ohe, objective)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Start simulation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scenarios = {\n",
+    "    \"OHE\" : campaign_ohe,\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  0%|          | 0/10 [00:00<?, ?it/s]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 10%|#         | 1/10 [00:10<01:33, 10.38s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 20%|##        | 2/10 [00:19<01:16,  9.59s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 30%|###       | 3/10 [00:28<01:05,  9.34s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 40%|####      | 4/10 [00:37<00:55,  9.31s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 50%|#####     | 5/10 [00:46<00:46,  9.22s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 60%|######    | 6/10 [00:54<00:36,  9.13s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 70%|#######   | 7/10 [01:03<00:27,  9.03s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 80%|########  | 8/10 [01:11<00:17,  8.99s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 90%|######### | 9/10 [01:20<00:08,  8.96s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      "100%|##########| 10/10 [01:28<00:00,  8.87s/it]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from baybe.simulation import simulate_scenarios\n",
+    "\n",
+    "N_MC_ITERATIONS = 10\n",
+    "N_DOE_ITERATIONS = 50\n",
+    "BATCH_SIZE = 1\n",
+    "\n",
+    "results = simulate_scenarios(\n",
+    "    scenarios,\n",
+    "    df,\n",
+    "    batch_size=BATCH_SIZE,\n",
+    "    n_doe_iterations=N_DOE_ITERATIONS,\n",
+    "    n_mc_iterations=N_MC_ITERATIONS,\n",
+    "    impute_mode=\"best\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.lineplot(\n",
+    "    data=results,\n",
+    "    x=\"Num_Experiments\",\n",
+    "    y=\"Efficiency_CumBest\",\n",
+    "    hue=\"Scenario\",\n",
+    "    marker=\"x\",\n",
+    ")\n",
+    "\n",
+    "plt.xlim(0, N_DOE_ITERATIONS)\n",
+    "plt.ylim(0, 100)\n",
+    "\n",
+    "plt.savefig(\"Scenarios\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Evalute best results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Index(['Scenario', 'Random_Seed', 'Iteration', 'Num_Experiments',\n",
+      "       'Efficiency_Measurements', 'Efficiency_IterBest', 'Efficiency_CumBest'],\n",
+      "      dtype='object')\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(results.columns)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Use transfer learning on other metals"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Define the training function (i.e. the previously investigated larger data set) and the yet to be optimized data sets."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from baybe.parameters import TaskParameter\n",
+    "\n",
+    "taskparam = TaskParameter(\n",
+    "    name=\"Al_alloys\",\n",
+    "    values=[\"AA1000\", \"AA2024\"],\n",
+    "    active_values=[\"AA2024\"],\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "unique_SMILES_transfer = df_transfer[\"SMILES\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from baybe.parameters import NumericalContinuousParameter, CategoricalParameter, NumericalDiscreteParameter\n",
+    "from baybe.searchspace import SearchSpace\n",
+    "\n",
+    "transfer_parameters=[\n",
+    "NumericalDiscreteParameter(\n",
+    "    name=\"Time_h\",\n",
+    "    values=df_combined[\"Time_h\"].unique(),\n",
+    "    tolerance=5/60,\n",
+    "),\n",
+    "NumericalDiscreteParameter(\n",
+    "    name=\"pH\",\n",
+    "    values=df_combined[\"pH\"].unique(),\n",
+    "    ),  \n",
+    "NumericalDiscreteParameter(\n",
+    "    name=\"Inhib_Concentrat_M\",\n",
+    "    values=df_combined[\"Inhib_Concentrat_M\"].unique(),\n",
+    "    ),\n",
+    "NumericalDiscreteParameter(\n",
+    "    name=\"Salt_Concentrat_M\",\n",
+    "    values=df_combined[\"Salt_Concentrat_M\"].unique(),\n",
+    "    ),\n",
+    "CategoricalParameter(\n",
+    "    name=\"SMILES\",\n",
+    "    values=unique_SMILES,\n",
+    "    encoding=\"OHE\",\n",
+    "    )\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "searchspace_transfer = SearchSpace.from_dataframe(df_transfer.drop(\"Efficiency\", axis = 1), transfer_parameters)\n",
+    "\n",
+    "campaign_transfer = Campaign(searchspace_transfer, objective)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_features = df.drop(\"Efficiency\", axis = 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  0%|          | 0/10 [00:00<?, ?it/s]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 10%|#         | 1/10 [00:06<01:01,  6.87s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 20%|##        | 2/10 [00:13<00:55,  6.93s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 30%|###       | 3/10 [00:20<00:47,  6.78s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 40%|####      | 4/10 [00:26<00:40,  6.73s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 50%|#####     | 5/10 [00:33<00:33,  6.73s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 60%|######    | 6/10 [00:39<00:26,  6.65s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 70%|#######   | 7/10 [00:46<00:20,  6.69s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 80%|########  | 8/10 [00:53<00:13,  6.64s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      " 90%|######### | 9/10 [00:59<00:06,  6.65s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
+      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
+      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
+      "100%|##########| 10/10 [01:06<00:00,  6.65s/it]\n"
+     ]
+    }
+   ],
+   "source": [
+    "results_transfer: list[pd.DataFrame] = []\n",
+    "fractions = (0.01, 0.2)\n",
+    "\n",
+    "\n",
+    "result_fresh_start = simulate_scenarios(\n",
+    "    {\"Fresh\": campaign_transfer},\n",
+    "    df_transfer,\n",
+    "    batch_size=BATCH_SIZE,\n",
+    "    n_doe_iterations=N_DOE_ITERATIONS,\n",
+    "    n_mc_iterations=N_MC_ITERATIONS,\n",
+    "    impute_mode=\"best\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  0%|          | 0/10 [00:00<?, ?it/s]WARNING:baybe.utils.dataframe:Input row with index 132 could not be matched to the search space. This could indicate that something went wrong.\n",
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+      "WARNING:baybe.utils.dataframe:Input row with index 81 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 491 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 85 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 494 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 267 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 109 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 370 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 290 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 293 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 21 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 446 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 63 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 162 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 481 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 216 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 389 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 193 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 484 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 84 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 208 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 184 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 264 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 469 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 475 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 212 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 402 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 246 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 215 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 275 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 153 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 456 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 143 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 501 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 326 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 268 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 330 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 462 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 29 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 252 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 441 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 328 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 88 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 291 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 321 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 362 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 44 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 235 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 309 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 137 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 130 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
+      " 10%|#         | 1/10 [00:23<03:29, 23.25s/it]WARNING:baybe.utils.dataframe:Input row with index 132 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 234 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 158 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 493 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 463 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 353 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 467 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 118 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 131 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 364 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 6 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 36 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 313 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 314 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 284 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 111 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 413 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 420 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 348 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 66 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 511 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 514 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 97 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 189 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 433 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 165 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 185 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 359 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 18 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 258 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 250 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 179 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 424 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 436 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 262 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 311 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 450 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 260 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 310 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 60 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 220 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 42 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 355 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 476 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 440 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 490 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 473 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 55 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 242 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 308 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 285 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 354 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 426 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 379 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 74 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 150 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 325 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 168 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 369 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 453 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 87 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 197 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 257 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 337 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 265 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 299 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 52 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 43 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 382 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 192 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 327 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 221 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 101 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 397 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 1 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 142 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 86 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 390 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 297 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 145 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 329 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 81 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 491 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 85 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 494 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 267 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 109 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 370 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 290 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 293 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 21 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 446 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 63 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 162 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 481 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 216 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 389 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 193 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 484 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 84 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 208 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 184 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 264 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 469 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 475 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 212 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 402 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 246 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 215 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 275 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 153 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 456 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 143 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 501 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 326 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 268 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 330 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 462 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 29 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 252 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 441 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 328 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 88 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 291 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 321 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 362 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 44 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 235 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 309 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 137 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 130 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
+      " 20%|##        | 2/10 [00:46<03:04, 23.06s/it]WARNING:baybe.utils.dataframe:Input row with index 132 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 234 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 158 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 493 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 463 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 353 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 467 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 118 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 131 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 364 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 6 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 36 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 313 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 314 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 284 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 111 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 413 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 420 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 348 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 66 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 511 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 514 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 97 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 189 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 433 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 165 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 185 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 359 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 18 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 258 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 250 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 179 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 424 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 436 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 262 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 311 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 450 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 260 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 310 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 60 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 220 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 42 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 355 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 476 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 440 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 490 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 473 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 55 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 242 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 308 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 285 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 354 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 426 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 379 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 74 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 150 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 325 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 168 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 369 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 453 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 87 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 197 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 257 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 337 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 265 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 299 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 52 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 43 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 382 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 192 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 327 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 221 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 101 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 397 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 1 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 142 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 86 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 390 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 297 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 145 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 329 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 81 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 491 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 85 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 494 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 267 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 109 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 370 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 290 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 293 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 21 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 446 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 63 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 162 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 481 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 216 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 389 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 193 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 484 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 84 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 208 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 184 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 264 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 469 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 475 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 212 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 402 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 246 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 215 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 275 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 153 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 456 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 143 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 501 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 326 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 268 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 330 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 462 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 29 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 252 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 441 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 328 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 88 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 291 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 321 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 362 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 44 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 235 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 309 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 137 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 130 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
+      " 30%|###       | 3/10 [01:09<02:42, 23.28s/it]WARNING:baybe.utils.dataframe:Input row with index 132 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 234 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 158 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 493 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 463 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 353 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 467 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 118 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 131 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 364 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 6 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 36 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 313 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 314 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 284 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 111 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 413 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 420 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 348 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 66 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 511 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 514 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 97 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 189 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 433 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 165 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 185 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 359 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 18 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 258 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 250 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 179 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 424 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 436 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 262 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 311 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 450 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 260 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 310 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 60 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 220 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 42 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 355 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 476 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 440 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 490 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 473 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 55 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 242 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 308 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 285 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 354 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 426 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 379 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 74 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 150 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 325 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 168 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 369 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 453 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 87 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 197 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 257 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 337 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 265 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 299 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 52 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 43 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 382 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 192 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 327 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 221 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 101 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 397 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 1 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 142 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 86 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 390 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 297 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 145 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 329 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 81 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 491 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 85 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 494 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 267 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 109 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 370 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 290 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 293 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 21 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 446 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 63 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 162 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 481 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 216 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 389 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 193 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 484 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 84 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 208 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 184 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 264 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 469 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 475 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 212 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 402 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 246 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 215 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 275 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 153 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 456 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 143 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 501 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 326 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 268 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 330 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 462 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 29 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 252 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 441 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 328 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 88 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 291 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 321 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 362 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 44 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 235 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 309 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 137 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 130 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
+      " 40%|####      | 4/10 [01:34<02:21, 23.57s/it]WARNING:baybe.utils.dataframe:Input row with index 132 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 234 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 158 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 493 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 463 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 353 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 467 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 118 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 131 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 364 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 6 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 36 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 313 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 314 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 284 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 111 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 413 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 420 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 348 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 66 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 511 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 514 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 97 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 189 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 433 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 165 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 185 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 359 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 18 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 258 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 250 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 179 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 424 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 436 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 262 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 311 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 450 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 260 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 310 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 60 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 220 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 42 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 355 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 476 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 440 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 490 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 473 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 55 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 242 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 308 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 285 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 354 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 426 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 379 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 74 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 150 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 325 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 168 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 369 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 453 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 87 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 197 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 257 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 337 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 265 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 299 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 52 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 43 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 382 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 192 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 327 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 221 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 101 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 397 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 1 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 142 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 86 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 390 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 297 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 145 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 329 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 81 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 491 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 85 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 494 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 267 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 109 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 370 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 290 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 293 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 21 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 446 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 63 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 162 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 481 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 216 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 389 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 193 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 484 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 84 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 208 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 184 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 264 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 469 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 475 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 212 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 402 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 246 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 215 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 275 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 153 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 456 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 143 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 501 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 326 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 268 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 330 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 462 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 29 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 252 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 441 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 328 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 88 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 291 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 321 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 362 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 44 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 235 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 309 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 137 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 130 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
+      " 50%|#####     | 5/10 [01:58<01:58, 23.61s/it]WARNING:baybe.utils.dataframe:Input row with index 132 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 234 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 158 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 493 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 463 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 353 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 467 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 118 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 131 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 364 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 6 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 36 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 313 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 314 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 284 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 111 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 413 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 420 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 348 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 66 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 511 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 514 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 97 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 189 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 433 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 165 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 185 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 359 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 18 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 258 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 250 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 179 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 424 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 436 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 262 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 311 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 450 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 260 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 310 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 60 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 220 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 42 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 355 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 476 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 440 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 490 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 473 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 55 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 242 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 308 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 285 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 354 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 426 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 379 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 74 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 150 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 325 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 168 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 369 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 453 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 87 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 197 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 257 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 337 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 265 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 299 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 52 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 43 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 382 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 192 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 327 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 221 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 101 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 397 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 1 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 142 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 86 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 390 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 297 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 145 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 329 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 81 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 491 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 85 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 494 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 267 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 109 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 370 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 290 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 293 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 21 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 446 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 63 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 162 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 481 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 216 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 389 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 193 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 484 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 84 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 208 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 184 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 264 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 469 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 475 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 212 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 402 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 246 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 215 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 275 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 153 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 456 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 143 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 501 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 326 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 268 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 330 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 462 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 29 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 252 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 441 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 328 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 88 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 291 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 321 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 362 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 44 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 235 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 309 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 137 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 130 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
+      " 60%|######    | 6/10 [02:21<01:34, 23.64s/it]WARNING:baybe.utils.dataframe:Input row with index 132 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 234 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 158 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 493 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 463 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 353 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 467 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 118 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 131 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 364 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 6 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 36 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 313 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 314 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 284 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 111 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 413 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 420 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 348 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 66 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 511 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 514 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 97 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 189 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 433 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 165 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 185 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 359 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 18 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 258 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 250 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 179 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 424 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 436 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 262 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 311 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 450 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 260 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 310 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 60 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 220 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 42 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 355 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 476 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 440 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 490 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 473 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 55 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 242 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 308 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 285 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 354 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 426 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 379 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 74 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 150 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 325 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 168 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 369 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 453 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 87 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 197 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 257 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 337 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 265 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 299 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 52 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 43 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 382 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 192 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 327 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 221 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 101 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 397 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 1 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 142 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 86 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 390 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 297 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 145 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 329 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 81 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 491 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 85 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 494 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 267 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 109 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 370 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 290 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 293 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 21 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 446 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 63 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 162 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 481 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 216 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 389 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 193 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 484 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 84 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 208 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 184 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 264 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 469 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 475 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 212 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 402 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 246 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 215 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 275 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 153 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 456 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 143 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 501 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 326 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 268 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 330 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 462 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 29 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 252 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 441 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 328 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 88 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 291 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 321 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 362 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 44 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 235 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 309 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 137 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 130 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
+      " 70%|#######   | 7/10 [02:44<01:10, 23.49s/it]WARNING:baybe.utils.dataframe:Input row with index 132 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 234 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 158 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 493 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 463 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 353 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 467 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 118 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 131 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 364 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 6 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 36 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 313 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 314 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 284 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 111 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 413 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 420 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 348 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 66 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 511 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 514 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 97 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 189 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 433 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 165 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 185 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 359 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 18 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 258 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 250 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 179 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 424 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 436 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 262 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 311 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 450 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 260 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 310 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 60 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 220 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 42 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 355 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 476 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 440 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 490 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 473 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 55 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 242 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 308 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 285 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 354 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 426 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 379 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 74 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 150 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 325 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 168 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 369 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 453 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 87 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 197 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 257 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 337 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 265 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 299 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 52 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 43 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 382 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 192 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 327 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 221 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 101 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 397 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 1 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 142 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 86 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 390 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 297 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 145 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 329 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 81 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 491 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 85 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 494 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 267 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 109 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 370 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 290 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 293 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 21 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 446 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 63 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 162 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 481 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 216 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 389 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 193 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 484 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 84 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 208 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 184 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 264 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 469 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 475 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 212 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 402 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 246 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 215 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 275 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 153 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 456 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 143 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 501 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 326 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 268 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 330 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 462 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 29 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 252 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 441 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 328 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 88 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 291 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 321 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 362 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 44 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 235 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 309 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 137 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 130 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
+      " 80%|########  | 8/10 [03:07<00:46, 23.48s/it]WARNING:baybe.utils.dataframe:Input row with index 132 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 234 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 158 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 493 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 463 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 353 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 467 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 118 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 131 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 364 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 6 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 36 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 313 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 314 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 284 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 111 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 413 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 420 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 348 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 66 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 511 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 514 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 97 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 189 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 433 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 165 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 185 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 359 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 18 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 258 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 250 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 179 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 424 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 436 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 262 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 311 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 450 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 260 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 310 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 60 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 220 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 42 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 355 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 476 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 440 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 490 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 473 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 55 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 242 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 308 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 285 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 354 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 426 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 379 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 74 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 150 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 325 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 168 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 369 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 453 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 87 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 197 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 257 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 337 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 265 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 299 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 52 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 43 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 382 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 192 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 327 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 221 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 101 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 397 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 1 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 142 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 86 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 390 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 297 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 145 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 329 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 81 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 491 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 85 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 494 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 267 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 109 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 370 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 290 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 293 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 21 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 446 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 63 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 162 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 481 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 216 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 389 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 193 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 484 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 84 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 208 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 184 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 264 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 469 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 475 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 212 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 402 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 246 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 215 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 275 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 153 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 456 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 143 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 501 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 326 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 268 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 330 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 462 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 29 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 252 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 441 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 328 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 88 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 291 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 321 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 362 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 44 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 235 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 309 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 137 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 130 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
+      " 90%|######### | 9/10 [03:31<00:23, 23.48s/it]WARNING:baybe.utils.dataframe:Input row with index 132 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 234 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 158 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 493 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 463 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 353 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 467 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 118 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 131 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 364 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 6 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 36 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 313 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 314 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 284 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 111 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 413 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 420 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 348 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 66 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 511 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 514 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 97 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 189 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 433 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 165 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 185 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 359 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 18 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 258 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 250 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 179 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 424 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 436 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 262 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 311 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 450 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 260 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 310 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 60 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 220 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 42 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 355 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 476 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 440 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 490 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 473 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 55 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 242 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 308 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 285 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 354 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 426 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 379 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 74 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 150 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 325 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 168 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 369 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 453 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 87 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 197 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 257 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 337 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 265 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 299 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 52 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 43 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 382 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 192 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 327 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 221 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 101 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 397 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 1 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 142 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 86 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 390 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 297 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 145 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 329 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 81 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 491 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 85 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 494 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 267 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 109 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 370 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 290 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 293 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 21 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 446 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 63 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 162 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 481 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 216 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 389 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 193 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 484 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 84 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 208 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 184 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 264 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 469 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 475 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 212 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 402 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 246 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 215 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 275 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 153 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 456 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 143 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 501 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 326 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 268 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 330 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 462 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 29 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 252 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 441 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 328 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 88 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 291 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 321 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 362 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 44 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 235 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 309 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 137 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 130 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "WARNING:baybe.utils.dataframe:Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
+      "100%|##########| 10/10 [03:55<00:00, 23.51s/it]\n"
+     ]
+    }
+   ],
+   "source": [
+    "fraction_df = df.sample(frac=0.5)\n",
+    "training_lookup = [fraction_df for _ in range(N_MC_ITERATIONS)]\n",
+    "\n",
+    "result_transfer_learning = simulate_scenarios(\n",
+    "    {\"Transfer\": campaign_transfer},\n",
+    "    df_transfer,\n",
+    "    initial_data=training_lookup,\n",
+    "    batch_size=BATCH_SIZE,\n",
+    "    n_doe_iterations=N_DOE_ITERATIONS,\n",
+    "    impute_mode=\"best\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Time_h</th>\n",
+       "      <th>pH</th>\n",
+       "      <th>Inhib_Concentrat_M</th>\n",
+       "      <th>Salt_Concentrat_M</th>\n",
+       "      <th>Efficiency</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>258.000000</td>\n",
+       "      <td>258.000000</td>\n",
+       "      <td>258.000000</td>\n",
+       "      <td>258.000000</td>\n",
+       "      <td>258.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>167.602713</td>\n",
+       "      <td>6.636047</td>\n",
+       "      <td>0.007386</td>\n",
+       "      <td>0.117907</td>\n",
+       "      <td>28.268191</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>220.488788</td>\n",
+       "      <td>2.149613</td>\n",
+       "      <td>0.013202</td>\n",
+       "      <td>0.166813</td>\n",
+       "      <td>265.800655</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000010</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-3813.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>5.400000</td>\n",
+       "      <td>0.001000</td>\n",
+       "      <td>0.050000</td>\n",
+       "      <td>30.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>0.001000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>55.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>240.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>0.004500</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>89.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>672.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>0.044000</td>\n",
+       "      <td>0.600000</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Time_h          pH  Inhib_Concentrat_M  Salt_Concentrat_M  \\\n",
+       "count  258.000000  258.000000          258.000000         258.000000   \n",
+       "mean   167.602713    6.636047            0.007386           0.117907   \n",
+       "std    220.488788    2.149613            0.013202           0.166813   \n",
+       "min      0.500000    0.000000            0.000010           0.000000   \n",
+       "25%     24.000000    5.400000            0.001000           0.050000   \n",
+       "50%     24.000000    7.000000            0.001000           0.100000   \n",
+       "75%    240.000000    7.000000            0.004500           0.100000   \n",
+       "max    672.000000   10.000000            0.044000           0.600000   \n",
+       "\n",
+       "        Efficiency  \n",
+       "count   258.000000  \n",
+       "mean     28.268191  \n",
+       "std     265.800655  \n",
+       "min   -3813.000000  \n",
+       "25%      30.000000  \n",
+       "50%      55.000000  \n",
+       "75%      89.000000  \n",
+       "max     100.000000  "
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fraction_df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ValueError",
+     "evalue": "No objects to concatenate",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[26], line 7\u001b[0m\n\u001b[1;32m      4\u001b[0m     df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFraction\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m fractions[i]\n\u001b[1;32m      6\u001b[0m \u001b[38;5;66;03m# Concatenate the dataframes into a single dataframe\u001b[39;00m\n\u001b[0;32m----> 7\u001b[0m concatenated_df \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconcat\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresults_transfer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mignore_index\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m      9\u001b[0m \u001b[38;5;66;03m# Print the concatenated dataframe\u001b[39;00m\n\u001b[1;32m     10\u001b[0m \u001b[38;5;28mprint\u001b[39m(concatenated_df)\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/core/reshape/concat.py:382\u001b[0m, in \u001b[0;36mconcat\u001b[0;34m(objs, axis, join, ignore_index, keys, levels, names, verify_integrity, sort, copy)\u001b[0m\n\u001b[1;32m    379\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m copy \u001b[38;5;129;01mand\u001b[39;00m using_copy_on_write():\n\u001b[1;32m    380\u001b[0m     copy \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[0;32m--> 382\u001b[0m op \u001b[38;5;241m=\u001b[39m \u001b[43m_Concatenator\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    383\u001b[0m \u001b[43m    \u001b[49m\u001b[43mobjs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    384\u001b[0m \u001b[43m    \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    385\u001b[0m \u001b[43m    \u001b[49m\u001b[43mignore_index\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mignore_index\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    386\u001b[0m \u001b[43m    \u001b[49m\u001b[43mjoin\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    387\u001b[0m \u001b[43m    \u001b[49m\u001b[43mkeys\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkeys\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    388\u001b[0m \u001b[43m    \u001b[49m\u001b[43mlevels\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevels\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    389\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnames\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnames\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    390\u001b[0m \u001b[43m    \u001b[49m\u001b[43mverify_integrity\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mverify_integrity\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    391\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    392\u001b[0m \u001b[43m    \u001b[49m\u001b[43msort\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msort\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    393\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    395\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m op\u001b[38;5;241m.\u001b[39mget_result()\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/core/reshape/concat.py:445\u001b[0m, in \u001b[0;36m_Concatenator.__init__\u001b[0;34m(self, objs, axis, join, keys, levels, names, ignore_index, verify_integrity, copy, sort)\u001b[0m\n\u001b[1;32m    442\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mverify_integrity \u001b[38;5;241m=\u001b[39m verify_integrity\n\u001b[1;32m    443\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcopy \u001b[38;5;241m=\u001b[39m copy\n\u001b[0;32m--> 445\u001b[0m objs, keys \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_clean_keys_and_objs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobjs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkeys\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    447\u001b[0m \u001b[38;5;66;03m# figure out what our result ndim is going to be\u001b[39;00m\n\u001b[1;32m    448\u001b[0m ndims \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_ndims(objs)\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/core/reshape/concat.py:507\u001b[0m, in \u001b[0;36m_Concatenator._clean_keys_and_objs\u001b[0;34m(self, objs, keys)\u001b[0m\n\u001b[1;32m    504\u001b[0m     objs_list \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(objs)\n\u001b[1;32m    506\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(objs_list) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 507\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo objects to concatenate\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    509\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m keys \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    510\u001b[0m     objs_list \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(com\u001b[38;5;241m.\u001b[39mnot_none(\u001b[38;5;241m*\u001b[39mobjs_list))\n",
+      "\u001b[0;31mValueError\u001b[0m: No objects to concatenate"
+     ]
+    }
+   ],
+   "source": [
+    "# Add an additional column to each dataframe\n",
+    "fractions = (0.01, 0.2)\n",
+    "for i, df in enumerate(results_transfer):\n",
+    "    df['Fraction'] = fractions[i]\n",
+    "\n",
+    "# Concatenate the dataframes into a single dataframe\n",
+    "concatenated_df = pd.concat(results_transfer, ignore_index=True)\n",
+    "\n",
+    "# Print the concatenated dataframe\n",
+    "print(concatenated_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "SyntaxError",
+     "evalue": "invalid syntax (750597114.py, line 1)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;36m  Cell \u001b[0;32mIn[27], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m    results =\u001b[0m\n\u001b[0m              ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
+     ]
+    }
+   ],
+   "source": [
+    "results = "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'result_fraction' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[28], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m ax \u001b[38;5;241m=\u001b[39m sns\u001b[38;5;241m.\u001b[39mlineplot(\n\u001b[0;32m----> 2\u001b[0m     data\u001b[38;5;241m=\u001b[39m\u001b[43mresult_fraction\u001b[49m,\n\u001b[1;32m      3\u001b[0m     marker\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mo\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m      4\u001b[0m     markersize\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m10\u001b[39m,\n\u001b[1;32m      5\u001b[0m     x\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNum_Experiments\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m      6\u001b[0m     y\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEfficiency_CumBest\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m      7\u001b[0m )\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'result_fraction' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "ax = sns.lineplot(\n",
+    "    data=result_fraction,\n",
+    "    marker=\"o\",\n",
+    "    markersize=10,\n",
+    "    x=\"Num_Experiments\",\n",
+    "    y=\"Efficiency_CumBest\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.lineplot(\n",
+    "    data=result_transfer_learning,\n",
+    "    marker=\"o\",\n",
+    "    markersize=10,\n",
+    "    x=\"Num_Experiments\",\n",
+    "    y=\"Efficiency_CumBest\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/alex/Scenarios.png b/alex/Scenarios.png
deleted file mode 100644
index b38ca2a..0000000
Binary files a/alex/Scenarios.png and /dev/null differ
diff --git a/alex/alex-baybe-inhibitor.ipynb b/alex/alex-baybe-inhibitor.ipynb
deleted file mode 100644
index 41ab0ed..0000000
--- a/alex/alex-baybe-inhibitor.ipynb
+++ /dev/null
@@ -1,3831 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Imports"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "           Time_h          pH  Inhib_Concentrat_M  Salt_Concentrat_M  \\\n",
-      "count  515.000000  515.000000          515.000000         515.000000   \n",
-      "mean   157.151456    6.613592            0.006934           0.113476   \n",
-      "std    212.312862    2.270734            0.012923           0.159137   \n",
-      "min      0.500000    0.000000            0.000010           0.000000   \n",
-      "25%     24.000000    4.400000            0.001000           0.050000   \n",
-      "50%     24.000000    7.000000            0.001000           0.100000   \n",
-      "75%    240.000000    7.000000            0.003000           0.100000   \n",
-      "max    672.000000   10.000000            0.100000           0.600000   \n",
-      "\n",
-      "        Efficiency  \n",
-      "count   515.000000  \n",
-      "mean     18.439395  \n",
-      "std     313.671188  \n",
-      "min   -4834.000000  \n",
-      "25%      25.625000  \n",
-      "50%      50.000000  \n",
-      "75%      85.475000  \n",
-      "max     100.000000  \n"
-     ]
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "\n",
-    "df_AA2024 = pd.read_excel('/data/averaged_filtered_AA2024.xlsx')\n",
-    "print(df_AA2024.describe())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                                  SMILES  Time_h    pH  Inhib_Concentrat_M  \\\n",
-      "0                   C(=O)(C(=O)[O-])[O-]    24.0   4.0              0.0010   \n",
-      "1                   C(=O)(C(=O)[O-])[O-]    24.0   7.0              0.0005   \n",
-      "2                   C(=O)(C(=O)[O-])[O-]    24.0  10.0              0.0010   \n",
-      "3  C(C(=O)[O-])C(CC(=O)[O-])(C(=O)[O-])O    24.0   4.0              0.0010   \n",
-      "4  C(C(=O)[O-])C(CC(=O)[O-])(C(=O)[O-])O    24.0   7.0              0.0005   \n",
-      "\n",
-      "   Salt_Concentrat_M  Efficiency  \n",
-      "0               0.10       20.00  \n",
-      "1               0.05       12.35  \n",
-      "2               0.10       20.00  \n",
-      "3               0.10       30.00  \n",
-      "4               0.05      -23.95  \n"
-     ]
-    }
-   ],
-   "source": [
-    "print(df_AA2024.head())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "           Time_h          pH  Inhib_Concentrat_M  Salt_Concentrat_M  \\\n",
-      "count  333.000000  333.000000        3.330000e+02         333.000000   \n",
-      "mean    79.969970    0.440733        1.510580e-01           0.051051   \n",
-      "std    143.826377    1.913196        5.784776e-01           0.301263   \n",
-      "min      0.000000   -0.600000        1.000000e-07           0.000000   \n",
-      "25%      2.000000   -0.136721        2.000000e-04           0.000000   \n",
-      "50%      5.500000    0.000000        1.800000e-03           0.000000   \n",
-      "75%     96.000000    1.000000        4.279601e-03           0.000000   \n",
-      "max    720.000000   13.000000        3.280000e+00           2.000000   \n",
-      "\n",
-      "       Efficiency  \n",
-      "count  333.000000  \n",
-      "mean    60.781498  \n",
-      "std     22.139768  \n",
-      "min    -49.170000  \n",
-      "25%     47.066667  \n",
-      "50%     66.000000  \n",
-      "75%     77.220000  \n",
-      "max     96.200000  \n"
-     ]
-    }
-   ],
-   "source": [
-    "df_AA1000 = pd.read_excel('/workspaces/project-project-surface-science-syndicate/data/averaged_filtered_AA1000.xlsx')\n",
-    "print(df_AA1000.describe())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Construct dataframe to work with"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df = df_AA2024\n",
-    "df_transfer = df_AA1000"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df_combined = pd.concat([df, df_transfer], axis=0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Time_h</th>\n",
-       "      <th>pH</th>\n",
-       "      <th>Inhib_Concentrat_M</th>\n",
-       "      <th>Salt_Concentrat_M</th>\n",
-       "      <th>Efficiency</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>848.000000</td>\n",
-       "      <td>848.000000</td>\n",
-       "      <td>8.480000e+02</td>\n",
-       "      <td>848.000000</td>\n",
-       "      <td>848.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>126.843160</td>\n",
-       "      <td>4.189580</td>\n",
-       "      <td>6.352976e-02</td>\n",
-       "      <td>0.088962</td>\n",
-       "      <td>35.066659</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>192.055676</td>\n",
-       "      <td>3.696183</td>\n",
-       "      <td>3.690920e-01</td>\n",
-       "      <td>0.227758</td>\n",
-       "      <td>245.617010</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.600000</td>\n",
-       "      <td>1.000000e-07</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-4834.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>6.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>5.000000e-04</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>35.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>24.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>1.000000e-03</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>60.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>144.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>4.200000e-03</td>\n",
-       "      <td>0.100000</td>\n",
-       "      <td>80.507500</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>720.000000</td>\n",
-       "      <td>13.000000</td>\n",
-       "      <td>3.280000e+00</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>100.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           Time_h          pH  Inhib_Concentrat_M  Salt_Concentrat_M  \\\n",
-       "count  848.000000  848.000000        8.480000e+02         848.000000   \n",
-       "mean   126.843160    4.189580        6.352976e-02           0.088962   \n",
-       "std    192.055676    3.696183        3.690920e-01           0.227758   \n",
-       "min      0.000000   -0.600000        1.000000e-07           0.000000   \n",
-       "25%      6.000000    0.000000        5.000000e-04           0.000000   \n",
-       "50%     24.000000    4.000000        1.000000e-03           0.010000   \n",
-       "75%    144.000000    7.000000        4.200000e-03           0.100000   \n",
-       "max    720.000000   13.000000        3.280000e+00           2.000000   \n",
-       "\n",
-       "        Efficiency  \n",
-       "count   848.000000  \n",
-       "mean     35.066659  \n",
-       "std     245.617010  \n",
-       "min   -4834.000000  \n",
-       "25%      35.000000  \n",
-       "50%      60.000000  \n",
-       "75%      80.507500  \n",
-       "max     100.000000  "
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_combined.describe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from matplotlib import pyplot as plt\n",
-    "import seaborn as sns\n",
-    "\n",
-    "for i, column in enumerate(df.columns, 1):\n",
-    "    sns.histplot(df[column])\n",
-    "    plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Set targets/objectives = efficiency for now"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/vscode/.local/lib/python3.10/site-packages/baybe/telemetry.py:222: UserWarning: WARNING: BayBE Telemetry endpoint https://public.telemetry.baybe.p.uptimize.merckgroup.com:4317 cannot be reached. Disabling telemetry. The exception encountered was: ConnectionError, HTTPConnectionPool(host='verkehrsnachrichten.merck.de', port=80): Max retries exceeded with url: / (Caused by NameResolutionError(\"<urllib3.connection.HTTPConnection object at 0x7f86955630a0>: Failed to resolve 'verkehrsnachrichten.merck.de' ([Errno -2] Name or service not known)\"))\n",
-      "  warnings.warn(\n",
-      "/home/vscode/.local/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
-      "  from .autonotebook import tqdm as notebook_tqdm\n"
-     ]
-    }
-   ],
-   "source": [
-    "from baybe.targets import NumericalTarget\n",
-    "from baybe.objective import Objective\n",
-    "\n",
-    "target = NumericalTarget(\n",
-    "    name=\"Efficiency\",\n",
-    "    mode=\"MAX\",\n",
-    ")\n",
-    "objective = Objective(mode=\"SINGLE\", targets=[target])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Search Space"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from baybe.parameters import NumericalContinuousParameter, CategoricalParameter, NumericalDiscreteParameter\n",
-    "from baybe.searchspace import SearchSpace\n",
-    "\n",
-    "basic_parameters=[\n",
-    "NumericalDiscreteParameter(\n",
-    "    name=\"Time_h\",\n",
-    "    values=df_combined[\"Time_h\"].unique(),\n",
-    "    tolerance=5/60,\n",
-    "),\n",
-    "NumericalDiscreteParameter(\n",
-    "    name=\"pH\",\n",
-    "    values=df_combined[\"pH\"].unique(),\n",
-    "    ),  \n",
-    "NumericalDiscreteParameter(\n",
-    "    name=\"Inhib_Concentrat_M\",\n",
-    "    values=df_combined[\"Inhib_Concentrat_M\"].unique(),\n",
-    "    ),\n",
-    "NumericalDiscreteParameter(\n",
-    "    name=\"Salt_Concentrat_M\",\n",
-    "    values=df_combined[\"Salt_Concentrat_M\"].unique(),\n",
-    "    ),\n",
-    "]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Substance parameter**\n",
-    "\n",
-    "Instead of values, this parameter accepts data in form of a dictionary. The items correspond to pairs of labels and SMILES. SMILES are string-based representations of molecular structures. Based on these, BayBE can assign each label a set of molecular descriptors as encoding."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'C(=O)(C(=O)[O-])[O-]': 'C(=O)(C(=O)[O-])[O-]', 'C(C(=O)[O-])C(CC(=O)[O-])(C(=O)[O-])O': 'C(C(=O)[O-])C(CC(=O)[O-])(C(=O)[O-])O', 'C(C(C(C(C(C(=O)[O-])O)O)O)O)O.C(C(C(C(C(C(=O)[O-])O)O)O)O)O.[Fe+2]': 'C(C(C(C(C(C(=O)[O-])O)O)O)O)O.C(C(C(C(C(C(=O)[O-])O)O)O)O)O.[Fe+2]', 'C(C(C(C(C(C(=O)[O-])O)O)O)O)O.C(C(C(C(C(C(=O)[O-])O)O)O)O)O.[Zn+2]': 'C(C(C(C(C(C(=O)[O-])O)O)O)O)O.C(C(C(C(C(C(=O)[O-])O)O)O)O)O.[Zn+2]', 'C1=CC(=C(C=C1O)O)C=NNC(=S)N': 'C1=CC(=C(C=C1O)O)C=NNC(=S)N', 'C1=CC(=C(C=C1SSC2=CC(=C(C=C2)[N+](=O)[O-])C(=O)O)C(=O)O)[N+](=O)[O-]': 'C1=CC(=C(C=C1SSC2=CC(=C(C=C2)[N+](=O)[O-])C(=O)O)C(=O)O)[N+](=O)[O-]', 'C1=CC(=CC(=C1)S)C(=O)O': 'C1=CC(=CC(=C1)S)C(=O)O', 'C1=CC2=NNN=C2C=C1Cl': 'C1=CC2=NNN=C2C=C1Cl', 'C1=CC=C(C(=C1)C=NNC(=S)N)O': 'C1=CC=C(C(=C1)C=NNC(=S)N)O', 'C1COCCN1CCCS(=O)(=O)O': 'C1COCCN1CCCS(=O)(=O)O', 'C1N2CN3CN1CN(C2)C3': 'C1N2CN3CN1CN(C2)C3', 'C=CC(=O)OCCOC(=O)OCCSc1ncccn1': 'C=CC(=O)OCCOC(=O)OCCSc1ncccn1', 'CC(=O)O': 'CC(=O)O', 'CC(=O)SSC(=O)C': 'CC(=O)SSC(=O)C', 'CC1(C(N2C(S1)C(C2=O)NC(=O)C(C3=CC=C(C=C3)O)N)C(=O)O)C': 'CC1(C(N2C(S1)C(C2=O)NC(=O)C(C3=CC=C(C=C3)O)N)C(=O)O)C', 'CCCCCCCC/C=C\\\\CCCCCCCC(=O)O': 'CCCCCCCC/C=C\\\\CCCCCCCC(=O)O', 'CCCCCCCCCCCCCCCCCC(=O)O': 'CCCCCCCCCCCCCCCCCC(=O)O', 'CCCCCCCCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]': 'CCCCCCCCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]', 'CCCCCCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]': 'CCCCCCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]', 'CCCCCCCCCCCCOS(=O)(=O)O': 'CCCCCCCCCCCCOS(=O)(=O)O', 'CCCCCCCCCCCCc1ccccc1S([O])([O])O': 'CCCCCCCCCCCCc1ccccc1S([O])([O])O', 'CCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]': 'CCCCCCCCN(CC(=O)O[Na])CC(=O)O[Na]', 'CCCCN(CCCC)C1=NC(=NC(=N1)NC(CCSC)C(=O)O)NC(CCSC)C(=O)O': 'CCCCN(CCCC)C1=NC(=NC(=N1)NC(CCSC)C(=O)O)NC(CCSC)C(=O)O', 'CCCCOP(=O)(OCCCC)O': 'CCCCOP(=O)(OCCCC)O', 'CCN(C(=S)S)CC': 'CCN(C(=S)S)CC', 'CCOc1ccc2c(c1)nc([nH]2)S': 'CCOc1ccc2c(c1)nc([nH]2)S', 'CCSc1nnc(s1)N': 'CCSc1nnc(s1)N', 'CN1C=NC2=C1C(=O)N(C(=O)N2C)C': 'CN1C=NC2=C1C(=O)N(C(=O)N2C)C', 'CNCC(C1=CC(=CC=C1)O)O': 'CNCC(C1=CC(=CC=C1)O)O', 'COC(=O)CCCC1=CNC2=CC=CC=C21': 'COC(=O)CCCC1=CNC2=CC=CC=C21', 'COC(=O)n1nnc2ccccc12': 'COC(=O)n1nnc2ccccc12', 'COCCOC(=O)OCSc1nc2c(s1)cccc2': 'COCCOC(=O)OCSc1nc2c(s1)cccc2', 'COc1ccc2c(c1)[nH]c(=S)[nH]2': 'COc1ccc2c(c1)[nH]c(=S)[nH]2', 'COc1cccc(c1)c1n[nH]c(=S)[nH]1': 'COc1cccc(c1)c1n[nH]c(=S)[nH]1', 'CS[C]1N[N]C(=N1)N': 'CS[C]1N[N]C(=N1)N', 'CSc1[nH]c2c(n1)cc(c(c2)C)C': 'CSc1[nH]c2c(n1)cc(c(c2)C)C', 'CSc1nnc(s1)N': 'CSc1nnc(s1)N', 'Cc1cc(C)nc(n1)S': 'Cc1cc(C)nc(n1)S', 'Cc1ccc(c(c1)n1nc2c(n1)cccc2)O': 'Cc1ccc(c(c1)n1nc2c(n1)cccc2)O', 'Cc1ccc2c(c1)nc([nH]2)S': 'Cc1ccc2c(c1)nc([nH]2)S', 'Cc1n[nH]c(=S)s1': 'Cc1n[nH]c(=S)s1', 'Cc1nsc(c1)N': 'Cc1nsc(c1)N', 'ClC([C]1N[N]C=N1)(Cl)Cl': 'ClC([C]1N[N]C=N1)(Cl)Cl', 'Clc1cc2[nH]c(=S)[nH]c2cc1Cl': 'Clc1cc2[nH]c(=S)[nH]c2cc1Cl', 'Clc1ccc(cc1)CC[C@](C(C)(C)C)(Cn1cncn1)O': 'Clc1ccc(cc1)CC[C@](C(C)(C)C)(Cn1cncn1)O', 'Clc1ccc(cc1Cl)c1n[nH]c(=S)[nH]1': 'Clc1ccc(cc1Cl)c1n[nH]c(=S)[nH]1', 'Clc1ccc2c(c1)[nH]c(n2)S': 'Clc1ccc2c(c1)[nH]c(n2)S', 'Clc1cccc(c1)c1n[nH]c(=S)[nH]1': 'Clc1cccc(c1)c1n[nH]c(=S)[nH]1', 'Cn1cnnc1S': 'Cn1cnnc1S', 'Cn1nnnc1S': 'Cn1nnnc1S', 'N.N.[N+](=O)(O)[O-].[N+](=O)(O)[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].O.O.O.O.[Ce+3]': 'N.N.[N+](=O)(O)[O-].[N+](=O)(O)[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].O.O.O.O.[Ce+3]', 'NC(=S)NN=CC1=C(C(=C(C=C1)O)O)O': 'NC(=S)NN=CC1=C(C(=C(C=C1)O)O)O', 'NCC(=O)O': 'NCC(=O)O', 'NO': 'NO', 'Nc1cc(N)nc(n1)S': 'Nc1cc(N)nc(n1)S', 'Nc1cc(S)nc(n1)N': 'Nc1cc(S)nc(n1)N', 'Nc1ccc2c(c1)sc(=S)[nH]2': 'Nc1ccc2c(c1)sc(=S)[nH]2', 'Nc1ccnc(n1)S': 'Nc1ccnc(n1)S', 'Nc1n[nH]c(=S)s1': 'Nc1n[nH]c(=S)s1', 'Nc1n[nH]c(n1)S': 'Nc1n[nH]c(n1)S', 'Nc1n[nH]cn1': 'Nc1n[nH]cn1', 'Nc1nc([nH]n1)C(=O)O': 'Nc1nc([nH]n1)C(=O)O', 'Nc1ncncc1N': 'Nc1ncncc1N', 'Nn1c(NN)nnc1S': 'Nn1c(NN)nnc1S', 'Nn1c(S)nnc1c1ccccc1': 'Nn1c(S)nnc1c1ccccc1', 'Nn1cnnc1': 'Nn1cnnc1', 'O/N=C(/C(=N/O)/C)\\\\C': 'O/N=C(/C(=N/O)/C)\\\\C', 'O/N=C(\\\\C(=N/O)\\\\c1ccco1)/c1ccco1': 'O/N=C(\\\\C(=N/O)\\\\c1ccco1)/c1ccco1', 'O=C([O-])C(O)C(O)C(O)C(O)CO.[Na+]': 'O=C([O-])C(O)C(O)C(O)C(O)CO.[Na+]', 'OC(=O)/C=C/c1ccccc1': 'OC(=O)/C=C/c1ccccc1', 'OC(=O)CCCCC(=O)O': 'OC(=O)CCCCC(=O)O', 'OC(=O)CCCCCCCCCCCCCCC(=O)O': 'OC(=O)CCCCCCCCCCCCCCC(=O)O', 'OC(=O)CCS': 'OC(=O)CCS', 'OC(=O)CN(CC(=O)O)CCN(CC(=O)O)CC(=O)O': 'OC(=O)CN(CC(=O)O)CCN(CC(=O)O)CC(=O)O', 'OC(=O)CS': 'OC(=O)CS', 'OC(=O)Cn1nnnc1S': 'OC(=O)Cn1nnnc1S', 'OC(=O)c1ccc(=S)[nH]c1': 'OC(=O)c1ccc(=S)[nH]c1', 'OC(=O)c1ccc(cc1)N': 'OC(=O)c1ccc(cc1)N', 'OC(=O)c1ccc(cc1)S': 'OC(=O)c1ccc(cc1)S', 'OC(=O)c1ccc(cc1)c1ccccc1': 'OC(=O)c1ccc(cc1)c1ccccc1', 'OC(=O)c1ccccc1': 'OC(=O)c1ccccc1', 'OC(=O)c1ccccc1O': 'OC(=O)c1ccccc1O', 'OC(=O)c1ccccc1S': 'OC(=O)c1ccccc1S', 'OC(=O)c1ccccn1': 'OC(=O)c1ccccn1', 'OC(=O)c1cccnc1': 'OC(=O)c1cccnc1', 'OC(=O)c1cccnc1S': 'OC(=O)c1cccnc1S', 'OC(=O)c1ccncc1': 'OC(=O)c1ccncc1', 'OC(=O)c1n[nH]c(n1)N': 'OC(=O)c1n[nH]c(n1)N', 'OCC(CO)O': 'OCC(CO)O', 'OC[C@H]([C@H]([C@@H]([C@@H](CO)O)O)O)O': 'OC[C@H]([C@H]([C@@H]([C@@H](CO)O)O)O)O', 'OC[C@H]([C@H]([C@@H]([C@H](C(=O)O)O)O)O)O': 'OC[C@H]([C@H]([C@@H]([C@H](C(=O)O)O)O)O)O', 'OC[C@H]1OC(O)[C@H](O)[C@@H](O)[C@@H]1O': 'OC[C@H]1OC(O)[C@H](O)[C@@H](O)[C@@H]1O', 'O[C@H]1C(=O)OCC1(C)C': 'O[C@H]1C(=O)OCC1(C)C', 'Oc1ccc(cc1)C(=O)O': 'Oc1ccc(cc1)C(=O)O', 'Oc1ccc(cc1)S([O])([O])O': 'Oc1ccc(cc1)S([O])([O])O', 'Oc1cccc2c1nccc2': 'Oc1cccc2c1nccc2', 'Oc1ccccc1c1nnc([nH]1)S': 'Oc1ccccc1c1nnc([nH]1)S', 'On1nnc2c1cccc2': 'On1nnc2c1cccc2', 'S=c1[nH]c2c([nH]1)c(=O)n(cn2)C': 'S=c1[nH]c2c([nH]1)c(=O)n(cn2)C', 'S=c1[nH]c2c([nH]1)cncn2': 'S=c1[nH]c2c([nH]1)cncn2', 'S=c1[nH]c2c([nH]1)nccn2': 'S=c1[nH]c2c([nH]1)nccn2', 'S=c1[nH]nc([nH]1)c1cccnc1': 'S=c1[nH]nc([nH]1)c1cccnc1', 'S=c1[nH]nc([nH]1)c1ccco1': 'S=c1[nH]nc([nH]1)c1ccco1', 'S=c1[nH]nc([nH]1)c1ccncc1': 'S=c1[nH]nc([nH]1)c1ccncc1', 'S=c1sc2c([nH]1)cccc2': 'S=c1sc2c([nH]1)cccc2', 'SC#N': 'SC#N', 'S[C]1NC2=C[CH]C=NC2=N1': 'S[C]1NC2=C[CH]C=NC2=N1', 'Sc1n[nH]cn1': 'Sc1n[nH]cn1', 'Sc1nc(N)c(c(n1)S)N': 'Sc1nc(N)c(c(n1)S)N', 'Sc1nc(N)c2c(n1)[nH]nc2': 'Sc1nc(N)c2c(n1)[nH]nc2', 'Sc1nc2c([nH]1)cccc2': 'Sc1nc2c([nH]1)cccc2', 'Sc1ncc[nH]1': 'Sc1ncc[nH]1', 'Sc1ncccn1': 'Sc1ncccn1', 'Sc1nnc(s1)S': 'Sc1nnc(s1)S', '[Cl-].[Cl-].[Cl-].[Ce+3]': '[Cl-].[Cl-].[Cl-].[Ce+3]', '[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[Ce+3]': '[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[Ce+3]', '[NH4+].[NH4+].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[Ce+4]': '[NH4+].[NH4+].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[N+](=O)([O-])[O-].[Ce+4]', '[O-]S(=O)(=O)[O-].[O-]S(=O)(=O)[O-].[O-]S(=O)(=O)[O-].[Ce+3].[Ce+3]': '[O-]S(=O)(=O)[O-].[O-]S(=O)(=O)[O-].[O-]S(=O)(=O)[O-].[Ce+3].[Ce+3]', '[O-]S(=O)[O-].[Na+].[Na+]': '[O-]S(=O)[O-].[Na+].[Na+]', 'c1cc(ccc1c2[nH]c(nn2)S)[N+](=O)[O-]': 'c1cc(ccc1c2[nH]c(nn2)S)[N+](=O)[O-]', 'c1ccc(nc1)c1ccccn1': 'c1ccc(nc1)c1ccccn1', 'c1ccc2c(c1)[nH]nn2': 'c1ccc2c(c1)[nH]nn2', 'c1ncn[nH]1': 'c1ncn[nH]1', 'C(C(CO)([N+](=O)[O-])Br)O': 'C(C(CO)([N+](=O)[O-])Br)O', 'C(CC=O)CC=O': 'C(CC=O)CC=O', 'C1=CC(=C(C=C1F)F)C(CN2C=NC=N2)(CN3C=NC=N3)O': 'C1=CC(=C(C=C1F)F)C(CN2C=NC=N2)(CN3C=NC=N3)O', 'C1=CC(=CN=C1)C=NNC(=S)N': 'C1=CC(=CN=C1)C=NNC(=S)N', 'C1=CC(=NC(=C1)N)N': 'C1=CC(=NC(=C1)N)N', 'C1=CC=C(C=C1)C(C2=CC=CC=C2)(C3=CC=CC=C3Cl)N4C=CN=C4': 'C1=CC=C(C=C1)C(C2=CC=CC=C2)(C3=CC=CC=C3Cl)N4C=CN=C4', 'C1=CC=NC(=C1)C=NNC(=S)N': 'C1=CC=NC(=C1)C=NNC(=S)N', 'C1=CN=C(C=N1)C(=O)N': 'C1=CN=C(C=N1)C(=O)N', 'C1=CN=C(N=C1)N': 'C1=CN=C(N=C1)N', 'C1=CN=CC=C1C=NNC(=S)N': 'C1=CN=CC=C1C=NNC(=S)N', 'C1CCC(=NO)CC1': 'C1CCC(=NO)CC1', 'C=CC1=C(N2C(C(C2=O)NC(=O)C(=NOCC(=O)O)C3=CSC(=N3)N)SC1)C(=O)O': 'C=CC1=C(N2C(C(C2=O)NC(=O)C(=NOCC(=O)O)C3=CSC(=N3)N)SC1)C(=O)O', 'CC(=NO)C': 'CC(=NO)C', 'CC(C)(C)NCC(COC1=CC=CC2=C1CC(C(C2)O)O)O': 'CC(C)(C)NCC(COC1=CC=CC2=C1CC(C(C2)O)O)O', 'CC(C)(C)NCC(COC1=NSN=C1N2CCOCC2)O': 'CC(C)(C)NCC(COC1=NSN=C1N2CCOCC2)O', 'CC(C)NCC(COC1=CC=C(C=C1)CC(=O)N)O': 'CC(C)NCC(COC1=CC=C(C=C1)CC(=O)N)O', 'CC(C)NCC(COC1=CC=CC2=CC=CC=C21)O': 'CC(C)NCC(COC1=CC=CC2=CC=CC=C21)O', 'CC(OC(=O)C)OC(=O)C1=C(CSC2N1C(=O)C2NC(=O)C(=NOC)C3=CC=CO3)COC(=O)N': 'CC(OC(=O)C)OC(=O)C1=C(CSC2N1C(=O)C2NC(=O)C(=NOC)C3=CC=CO3)COC(=O)N', 'CC1=CC=C(C=C1)[N]2N=NC=C2O': 'CC1=CC=C(C=C1)[N]2N=NC=C2O', 'CC1=CN=C(C=N1)C(=O)N': 'CC1=CN=C(C=N1)C(=O)N', 'CC1=NC(=CC=C1)C': 'CC1=NC(=CC=C1)C', 'CCC(=NO)C': 'CCC(=NO)C', 'CCOC(=O)C1=C(C)N=C(S)NC1C2=CC=C(C=C2)Cl': 'CCOC(=O)C1=C(C)N=C(S)NC1C2=CC=C(C=C2)Cl', 'CN(C)CC1CCCCC1(C2=CC(=CC=C2)OC)O': 'CN(C)CC1CCCCC1(C2=CC(=CC=C2)OC)O', 'COC(=O)C1=CC=C(C=C1)[N]2N=NC=C2O': 'COC(=O)C1=CC=C(C=C1)[N]2N=NC=C2O', 'COC1=NC=C(N=C1)C(=O)N': 'COC1=NC=C(N=C1)C(=O)N', 'NC(N)=S': 'NC(N)=S', 'NC1=CCNC(=S)N1': 'NC1=CCNC(=S)N1', 'OC1=C(C=CC=C1)C=NC2=CC=C(C=C2)N=NC3=C(C=CC=C3)N=CC4=C(C=CC=C4)O': 'OC1=C(C=CC=C1)C=NC2=CC=C(C=C2)N=NC3=C(C=CC=C3)N=CC4=C(C=CC=C4)O', 'OC1=CN=N[N]1C2=CC=C(C=C2)Cl': 'OC1=CN=N[N]1C2=CC=C(C=C2)Cl'}\n"
-     ]
-    }
-   ],
-   "source": [
-    "#Create a dictionary of unique SMILES representations found in the dataframe\n",
-    "\n",
-    "unique_SMILES = df_combined[\"SMILES\"].unique()\n",
-    "\n",
-    "dic_SMILES = dict(zip(unique_SMILES, unique_SMILES))\n",
-    "\n",
-    "print(dic_SMILES)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from baybe.parameters import SubstanceParameter\n",
-    "\n",
-    "mordred_parameters = basic_parameters + [\n",
-    "    SubstanceParameter(\n",
-    "        name=\"SMILES\",\n",
-    "        data=dic_SMILES,\n",
-    "        encoding=\"MORDRED\",\n",
-    "    )\n",
-    "]\n",
-    "\n",
-    "rdkit_parameters = basic_parameters + [\n",
-    "    SubstanceParameter(\n",
-    "        name=\"SMILES\",\n",
-    "        data=dic_SMILES,\n",
-    "        encoding=\"RDKIT\",\n",
-    "    )\n",
-    "]\n",
-    "\n",
-    "morganfp_parameters = basic_parameters + [\n",
-    "    SubstanceParameter(\n",
-    "        name=\"SMILES\",\n",
-    "        data=dic_SMILES,\n",
-    "        encoding=\"MORGAN_FP\",\n",
-    "    )\n",
-    "]\n",
-    "\n",
-    "ohe_parameters = basic_parameters + [\n",
-    "    CategoricalParameter(\n",
-    "        name=\"SMILES\",\n",
-    "        values=unique_SMILES,\n",
-    "        encoding=\"OHE\",\n",
-    "    )\n",
-    "]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "searchspace_mordred = SearchSpace.from_dataframe(df.drop(\"Efficiency\", axis = 1), mordred_parameters)\n",
-    "searchspace_rdkit = SearchSpace.from_dataframe(df.drop(\"Efficiency\", axis = 1), rdkit_parameters)\n",
-    "searchspace_morganfp = SearchSpace.from_dataframe(df.drop(\"Efficiency\", axis = 1), morganfp_parameters)\n",
-    "searchspace_ohe = SearchSpace.from_dataframe(df.drop(\"Efficiency\", axis = 1), ohe_parameters)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Recommenders"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The **SequentialGreedyRecommender** is a powerful recommender that leverages BoTorch optimization functions to perform sequential Greedy optimization. It can be applied for discrete, continuous and hybrid sarch spaces. It is an implementation of the BoTorch optimization functions for discrete, continuous and mixed spaces. **It is important to note that this recommender performs a brute-force search when applied in hybrid search spaces, as it optimizes the continuous part of the space while exhaustively searching choices in the discrete subspace.** You can customize this behavior to only sample a certain percentage of the discrete subspace via the sample_percentage attribute and to choose different sampling strategies via the hybrid_sampler attribute. \n",
-    "\n",
-    "e.g.\n",
-    "strategy = TwoPhaseStrategy(recommender=SequentialGreedyRecommender(hybrid_sampler=\"Farthest\", sampling_percentage=0.3))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "For implementing fully customized surrogate models e.g. from sklearn or PyTorch, see:\n",
-    "https://emdgroup.github.io/baybe/examples/Custom_Surrogates/Custom_Surrogates.html\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from baybe.recommenders import (\n",
-    "    SequentialGreedyRecommender,\n",
-    "    FPSRecommender,\n",
-    "    TwoPhaseMetaRecommender,\n",
-    ")\n",
-    "\n",
-    "recommender = TwoPhaseMetaRecommender(\n",
-    "    initial_recommender=FPSRecommender(),  # farthest point sampling\n",
-    "    recommender=SequentialGreedyRecommender(),  # Bayesian model-based optimization\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Campaign Strategy"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from baybe.strategies import TwoPhaseStrategy\n",
-    "from baybe import Campaign\n",
-    "\n",
-    "campaign_rdkit = Campaign(searchspace_rdkit, objective)\n",
-    "campaign_mordred = Campaign(searchspace_mordred, objective)\n",
-    "campaign_morganfp = Campaign(searchspace_morganfp, objective)\n",
-    "campaign_ohe = Campaign(searchspace_ohe, objective)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Start simulation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "scenarios = {\n",
-    "    \"OHE\" : campaign_ohe,\n",
-    "}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "  0%|          | 0/10 [00:00<?, ?it/s]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
-      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      " 10%|#         | 1/10 [00:09<01:24,  9.35s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
-      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
-      " 20%|##        | 2/10 [00:17<01:10,  8.82s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
-      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
-      " 30%|###       | 3/10 [00:26<01:00,  8.68s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
-      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
-      " 40%|####      | 4/10 [00:35<00:52,  8.75s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
-      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
-      " 50%|#####     | 5/10 [00:43<00:43,  8.68s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
-      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
-      " 60%|######    | 6/10 [00:52<00:35,  8.77s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
-      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
-      " 70%|#######   | 7/10 [01:00<00:25,  8.65s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
-      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
-      " 80%|########  | 8/10 [01:09<00:17,  8.71s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
-      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
-      " 90%|######### | 9/10 [01:18<00:08,  8.74s/it]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
-      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n",
-      "100%|##########| 10/10 [01:26<00:00,  8.67s/it]\n"
-     ]
-    }
-   ],
-   "source": [
-    "from baybe.simulation import simulate_scenarios\n",
-    "\n",
-    "N_MC_ITERATIONS = 10\n",
-    "N_DOE_ITERATIONS = 50\n",
-    "BATCH_SIZE = 1\n",
-    "\n",
-    "results = simulate_scenarios(\n",
-    "    scenarios,\n",
-    "    df,\n",
-    "    batch_size=BATCH_SIZE,\n",
-    "    n_doe_iterations=N_DOE_ITERATIONS,\n",
-    "    n_mc_iterations=N_MC_ITERATIONS,\n",
-    "    impute_mode=\"best\",\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.lineplot(\n",
-    "    data=results,\n",
-    "    x=\"Num_Experiments\",\n",
-    "    y=\"Efficiency_CumBest\",\n",
-    "    hue=\"Scenario\",\n",
-    "    marker=\"x\",\n",
-    ")\n",
-    "\n",
-    "plt.xlim(0, N_DOE_ITERATIONS)\n",
-    "plt.ylim(0, 100)\n",
-    "\n",
-    "plt.savefig(\"Scenarios\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Evalute best results"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Index(['Scenario', 'Random_Seed', 'Iteration', 'Num_Experiments',\n",
-      "       'Efficiency_Measurements', 'Efficiency_IterBest', 'Efficiency_CumBest'],\n",
-      "      dtype='object')\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(results.columns)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Use transfer learning on other metals"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Define the training function (i.e. the previously investigated larger data set) and the yet to be optimized data sets."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from baybe.parameters import TaskParameter\n",
-    "\n",
-    "taskparam = TaskParameter(\n",
-    "    name=\"Al_alloys\",\n",
-    "    values=[\"AA1000\", \"AA2024\"],\n",
-    "    active_values=[\"AA2024\"],\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "unique_SMILES_transfer = df_transfer[\"SMILES\"].unique()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from baybe.parameters import NumericalContinuousParameter, CategoricalParameter, NumericalDiscreteParameter\n",
-    "from baybe.searchspace import SearchSpace\n",
-    "\n",
-    "transfer_parameters=[\n",
-    "NumericalDiscreteParameter(\n",
-    "    name=\"Time_h\",\n",
-    "    values=df_combined[\"Time_h\"].unique(),\n",
-    "    tolerance=5/60,\n",
-    "),\n",
-    "NumericalDiscreteParameter(\n",
-    "    name=\"pH\",\n",
-    "    values=df_combined[\"pH\"].unique(),\n",
-    "    ),  \n",
-    "NumericalDiscreteParameter(\n",
-    "    name=\"Inhib_Concentrat_M\",\n",
-    "    values=df_combined[\"Inhib_Concentrat_M\"].unique(),\n",
-    "    ),\n",
-    "NumericalDiscreteParameter(\n",
-    "    name=\"Salt_Concentrat_M\",\n",
-    "    values=df_combined[\"Salt_Concentrat_M\"].unique(),\n",
-    "    ),\n",
-    "CategoricalParameter(\n",
-    "    name=\"SMILES\",\n",
-    "    values=unique_SMILES,\n",
-    "    encoding=\"OHE\",\n",
-    "    )\n",
-    "]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "searchspace_transfer = SearchSpace.from_dataframe(df_transfer.drop(\"Efficiency\", axis = 1), transfer_parameters)\n",
-    "\n",
-    "campaign_transfer = Campaign(searchspace_transfer, objective)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df_features = df.drop(\"Efficiency\", axis = 1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "  0%|          | 0/1 [00:00<?, ?it/s]/home/vscode/.local/lib/python3.10/site-packages/botorch/models/transforms/outcome.py:304: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  stdvs = Y.std(dim=-2, keepdim=True)\n",
-      "/home/vscode/.local/lib/python3.10/site-packages/botorch/models/utils/assorted.py:194: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1760.)\n",
-      "  Ymean, Ystd = torch.mean(Y, dim=-2), torch.std(Y, dim=-2)\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|##########| 1/1 [00:06<00:00,  6.61s/it]\n"
-     ]
-    }
-   ],
-   "source": [
-    "results_transfer: list[pd.DataFrame] = []\n",
-    "fractions = (0.01, 0.2)\n",
-    "\n",
-    "\n",
-    "result_fresh_start = simulate_scenarios(\n",
-    "    {\"Fresh\": campaign_transfer},\n",
-    "    df_transfer,\n",
-    "    batch_size=BATCH_SIZE,\n",
-    "    n_doe_iterations=N_DOE_ITERATIONS,\n",
-    "    n_mc_iterations=N_MC_ITERATIONS,\n",
-    "    impute_mode=\"best\",\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 63,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "  0%|          | 0/10 [00:00<?, ?it/s]Input row with index 350 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 181 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 24 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 180 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 443 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 67 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 380 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 95 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 315 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 273 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 15 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 460 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 12 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 213 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 278 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 240 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 445 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 34 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 383 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 125 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 503 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 302 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 218 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 11 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 323 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 244 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 71 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 106 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 219 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 100 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 210 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 391 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 157 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 417 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 229 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 83 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 91 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 455 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 195 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 248 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 102 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 482 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 500 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 332 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 176 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 387 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 22 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 480 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 226 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 70 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 117 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 259 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 120 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 115 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 199 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 400 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 312 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 175 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 33 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 170 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 108 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 2 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 477 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 225 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 437 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 451 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 292 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 14 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 187 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 204 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 305 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 269 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 239 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 495 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 449 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 4 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 381 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 351 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 376 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 340 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 474 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 489 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 486 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 352 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 105 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 324 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 421 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 99 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 198 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 124 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 200 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 393 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 148 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 492 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 479 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 82 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 307 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 135 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 263 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 35 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 227 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 92 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 169 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 233 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 377 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 104 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 152 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 191 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 371 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 346 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 196 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 513 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 7 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 301 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 53 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 205 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 237 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 127 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 112 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 504 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 141 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 336 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 62 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 5 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 322 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 276 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 171 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 254 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 281 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 222 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 119 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
-      " 10%|#         | 1/10 [00:25<03:51, 25.67s/it]Input row with index 350 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 181 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 24 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 180 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 443 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 67 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 380 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 95 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 315 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 273 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 15 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 460 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 12 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 213 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 278 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 240 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 445 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 34 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 383 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 125 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 503 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 302 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 218 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 11 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 323 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 244 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 71 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 106 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 219 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 100 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 210 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 391 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 157 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 417 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 229 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 83 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 91 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 455 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 195 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 248 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 102 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 482 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 500 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 332 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 176 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 387 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 22 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 480 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 226 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 70 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 117 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 259 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 120 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 115 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 199 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 400 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 312 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 175 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 33 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 170 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 108 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 2 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 477 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 225 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 437 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 451 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 292 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 14 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 187 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 204 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 305 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 269 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 239 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 495 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 449 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 4 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 381 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 351 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 376 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 340 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 474 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 489 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 486 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 352 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 105 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 324 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 421 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 99 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 198 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 124 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 200 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 393 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 148 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 492 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 479 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 82 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 307 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 135 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 263 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 35 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 227 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 92 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 169 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 233 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 377 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 104 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 152 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 191 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 371 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 346 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 196 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 513 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 7 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 301 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 53 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 205 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 237 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 127 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 112 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 504 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 141 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 336 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 62 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 5 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 322 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 276 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 171 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 254 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 281 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 222 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 119 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
-      " 20%|##        | 2/10 [00:50<03:23, 25.49s/it]Input row with index 350 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 181 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 24 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 180 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 443 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 67 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 380 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 95 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 315 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 273 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 15 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 460 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 12 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 213 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 278 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 240 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 445 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 34 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 383 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 125 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 503 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 302 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 218 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 11 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 323 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 244 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 71 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 106 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 219 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 100 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 210 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 391 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 157 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 417 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 229 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 83 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 91 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 455 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 195 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 248 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 102 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 482 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 500 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 332 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 176 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 387 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 22 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 480 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 226 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 70 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 117 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 259 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 120 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 115 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 199 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 400 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 312 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 175 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 33 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 170 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 108 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 2 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 477 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 225 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 437 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 451 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 292 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 14 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 187 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 204 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 305 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 269 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 239 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 495 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 449 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 4 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 381 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 351 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 376 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 340 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 474 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 489 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 486 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 352 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 105 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 324 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 421 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 99 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 198 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 124 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 200 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 393 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 148 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 492 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 479 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 82 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 307 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 135 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 263 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 35 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 227 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 92 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 169 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 233 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 377 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 104 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 152 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 191 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 371 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 346 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 196 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 513 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 7 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 301 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 53 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 205 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 237 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 127 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 112 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 504 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 141 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 336 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 62 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 5 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 322 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 276 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 171 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 254 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 281 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 222 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 119 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
-      " 30%|###       | 3/10 [01:18<03:02, 26.13s/it]Input row with index 350 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 181 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 24 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 180 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 443 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 67 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 380 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 95 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 315 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 273 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 15 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 460 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 12 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 213 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 278 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 240 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 445 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 34 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 383 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 125 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 503 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 302 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 218 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 11 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 323 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 244 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 71 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 106 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 219 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 100 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 210 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 391 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 157 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 417 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 229 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 83 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 91 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 455 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 195 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 248 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 102 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 482 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 500 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 332 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 176 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 387 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 22 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 480 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 226 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 70 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 117 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 259 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 120 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 115 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 199 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 400 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 312 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 175 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 33 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 170 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 108 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 2 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 477 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 225 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 437 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 451 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 292 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 14 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 187 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 204 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 305 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 269 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 239 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 495 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 449 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 4 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 381 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 351 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 376 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 340 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 474 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 489 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 486 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 352 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 105 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 324 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 421 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 99 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 198 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 124 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 200 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 393 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 148 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 492 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 479 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 82 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 307 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 135 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 263 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 35 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 227 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 92 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 169 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 233 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 377 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 104 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 152 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 191 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 371 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 346 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 196 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 513 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 7 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 301 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 53 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 205 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 237 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 127 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 112 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 504 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 141 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 336 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 62 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 5 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 322 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 276 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 171 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 254 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 281 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 222 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 119 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
-      " 40%|####      | 4/10 [01:43<02:34, 25.77s/it]Input row with index 350 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 181 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 24 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 180 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 443 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 67 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 380 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 95 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 315 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 273 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 15 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 460 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 12 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 213 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 278 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 240 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 445 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 34 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 383 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 125 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 503 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 302 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 218 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 11 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 323 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 244 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 71 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 106 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 219 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 100 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 210 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 391 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 157 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 417 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 229 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 83 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 91 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 455 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 195 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 248 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 102 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 482 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 500 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 332 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 176 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 387 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 22 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 480 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 226 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 70 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 117 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 259 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 120 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 115 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 199 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 400 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 312 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 175 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 33 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 170 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 108 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 2 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 477 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 225 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 437 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 451 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 292 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 14 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 187 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 204 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 305 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 269 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 239 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 495 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 449 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 4 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 381 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 351 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 376 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 340 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 474 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 489 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 486 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 352 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 105 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 324 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 421 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 99 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 198 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 124 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 200 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 393 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 148 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 492 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 479 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 82 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 307 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 135 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 263 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 35 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 227 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 92 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 169 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 233 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 377 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 104 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 152 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 191 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 371 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 346 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 196 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 513 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 7 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 301 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 53 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 205 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 237 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 127 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 112 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 504 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 141 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 336 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 62 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 5 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 322 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 276 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 171 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 254 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 281 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 222 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 119 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
-      " 50%|#####     | 5/10 [02:08<02:08, 25.61s/it]Input row with index 350 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 181 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 24 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 180 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 443 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 67 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 380 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 95 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 315 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 273 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 15 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 460 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 12 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 213 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 278 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 240 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 445 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 34 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 383 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 125 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 503 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 302 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 218 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 11 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 323 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 244 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 71 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 106 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 219 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 100 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 210 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 391 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 157 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 417 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 229 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 83 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 91 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 455 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 195 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 248 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 102 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 482 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 500 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 332 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 176 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 387 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 22 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 480 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 226 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 70 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 117 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 259 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 120 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 115 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 199 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 400 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 312 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 175 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 33 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 170 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 108 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 2 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 477 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 225 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 437 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 451 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 292 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 14 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 187 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 204 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 305 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 269 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 239 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 495 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 449 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 4 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 381 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 351 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 376 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 340 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 474 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 489 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 486 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 352 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 105 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 324 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 421 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 99 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 198 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 124 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 200 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 393 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 148 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 492 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 479 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 82 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 307 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 135 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 263 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 35 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 227 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 92 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 169 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 233 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 377 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 104 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 152 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 191 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 371 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 346 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 196 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 513 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 7 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 301 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 53 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 205 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 237 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 127 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 112 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 504 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 141 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 336 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 62 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 5 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 322 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 276 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 171 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 254 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 281 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 222 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 119 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
-      " 60%|######    | 6/10 [02:32<01:41, 25.44s/it]Input row with index 350 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 181 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 24 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 180 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 443 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 67 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 380 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 95 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 315 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 273 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 15 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 460 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 12 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 213 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 278 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 240 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 445 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 34 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 383 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 125 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 503 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 302 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 218 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 11 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 323 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 244 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 71 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 106 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 219 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 100 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 210 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 391 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 157 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 417 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 229 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 83 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 91 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 455 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 195 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 248 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 102 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 482 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 500 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 332 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 176 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 387 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 22 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 480 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 226 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 70 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 117 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 259 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 120 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 115 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 199 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 400 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 312 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 175 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 33 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 170 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 108 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 2 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 477 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 225 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 437 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 451 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 292 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 14 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 187 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 204 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 305 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 269 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 239 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 495 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 449 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 4 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 381 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 351 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 376 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 340 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 474 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 489 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 486 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 352 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 105 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 324 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 421 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 99 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 198 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 124 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 200 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 393 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 148 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 492 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 479 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 82 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 307 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 135 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 263 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 35 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 227 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 92 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 169 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 233 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 377 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 104 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 152 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 191 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 371 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 346 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 196 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 513 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 7 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 301 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 53 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 205 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 237 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 127 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 112 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 504 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 141 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 336 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 62 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 5 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 322 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 276 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 171 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 254 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 281 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 222 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 119 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
-      " 70%|#######   | 7/10 [02:57<01:16, 25.40s/it]Input row with index 350 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 181 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 24 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 180 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 443 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 67 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 380 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 95 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 315 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 273 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 15 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 460 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 12 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 213 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 278 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 240 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 445 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 34 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 383 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 125 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 503 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 302 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 218 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 11 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 323 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 244 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 71 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 106 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 219 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 100 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 210 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 391 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 157 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 417 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 229 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 83 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 91 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 455 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 195 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 248 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 102 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 482 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 500 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 332 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 176 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 387 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 22 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 480 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 226 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 70 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 117 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 259 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 120 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 115 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 199 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 400 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 312 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 175 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 33 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 170 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 108 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 2 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 477 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 225 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 437 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 451 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 292 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 14 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 187 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 204 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 305 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 269 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 239 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 495 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 449 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 4 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 381 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 351 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 376 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 340 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 474 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 489 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 486 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 352 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 105 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 324 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 421 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 99 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 198 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 124 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 200 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 393 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 148 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 492 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 479 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 82 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 307 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 135 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 263 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 35 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 227 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 92 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 169 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 233 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 377 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 104 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 152 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 191 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 371 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 346 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 196 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 513 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 7 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 301 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 53 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 205 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 237 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 127 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 112 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 504 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 141 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 336 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 62 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 5 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 322 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 276 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 171 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 254 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 281 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 222 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 119 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
-      " 80%|########  | 8/10 [03:23<00:50, 25.39s/it]Input row with index 350 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 181 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 24 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 180 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 443 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 67 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 380 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 95 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 315 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 273 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 15 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 460 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 12 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 213 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 278 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 240 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 445 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 34 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 383 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 125 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 503 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 302 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 218 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 11 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 323 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 244 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 71 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 106 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 219 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 100 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 210 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 391 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 157 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 417 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 229 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 83 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 91 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 455 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 195 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 248 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 102 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 482 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 500 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 332 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 176 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 387 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 22 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 480 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 226 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 70 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 117 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 259 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 120 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 115 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 199 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 400 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 312 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 175 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 33 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 170 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 108 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 2 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 477 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 225 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 437 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 451 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 292 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 14 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 187 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 204 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 305 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 269 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 239 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 495 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 449 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 4 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 381 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 351 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 376 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 340 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 474 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 489 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 486 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 352 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 105 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 324 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 421 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 99 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 198 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 124 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 200 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 393 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 148 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 492 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 479 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 82 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 307 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 135 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 263 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 35 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 227 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 92 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 169 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 233 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 377 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 104 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 152 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 191 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 371 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 346 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 196 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 513 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 7 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 301 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 53 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 205 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 237 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 127 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 112 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 504 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 141 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 336 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 62 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 5 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 322 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 276 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 171 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 254 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 281 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 222 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 119 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
-      " 90%|######### | 9/10 [03:48<00:25, 25.36s/it]Input row with index 350 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 304 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 256 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 167 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 339 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 317 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 181 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 345 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 24 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 399 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 180 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 443 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 67 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 173 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 380 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 95 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 47 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 335 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 315 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 273 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 15 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 27 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 460 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 12 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 213 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 278 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 512 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 240 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 432 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 445 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 114 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 34 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 223 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 69 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 383 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 125 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 503 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 13 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 302 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 279 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 218 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 9 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 11 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 323 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 244 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 136 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 71 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 96 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 3 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 405 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 106 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 219 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 49 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 100 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 468 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 319 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 210 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 391 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 406 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 157 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 417 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 229 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 83 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 91 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 455 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 374 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 89 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 411 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 195 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 248 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 102 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 430 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 23 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 482 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 408 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 500 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 332 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 46 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 17 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 505 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 209 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 176 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 56 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 387 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 22 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 320 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 480 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 419 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 151 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 465 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 509 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 226 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 303 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 70 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 414 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 404 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 487 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 117 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 77 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 259 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 25 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 120 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 115 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 272 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 199 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 400 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 428 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 19 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 217 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 439 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 312 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 161 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 175 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 266 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 485 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 33 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 247 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 447 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 294 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 30 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 170 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 147 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 65 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 32 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 416 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 37 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 454 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 140 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 108 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 2 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 202 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 394 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 477 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 225 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 437 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 451 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 292 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 14 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 187 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 40 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 204 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 305 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 174 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 269 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 126 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 72 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 239 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 495 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 449 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 333 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 4 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 435 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 241 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 415 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 368 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 93 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 381 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 338 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 28 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 351 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 507 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 288 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 211 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 277 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 376 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 75 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 8 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 386 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 340 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 474 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 489 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 236 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 506 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 366 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 166 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 452 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 486 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 499 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 352 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 431 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 105 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 324 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 123 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 421 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 99 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 121 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 198 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 124 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 200 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 129 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 154 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 393 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 148 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 398 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 357 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 492 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 479 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 344 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 82 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 307 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 107 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 135 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 263 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 20 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 35 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 227 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 92 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 45 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 0 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 94 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 169 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 233 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 164 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 377 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 418 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 444 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 407 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 104 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 152 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 191 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 172 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 116 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 371 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 346 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 196 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 513 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 7 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 301 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 53 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 205 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 237 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 127 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 401 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 112 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 134 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 502 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 403 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 504 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 76 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 342 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 141 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 336 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 62 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 5 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 322 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 177 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 276 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 171 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 133 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 254 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 281 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 222 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 434 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 243 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 128 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 438 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 119 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "Input row with index 59 could not be matched to the search space. This could indicate that something went wrong.\n",
-      "100%|##########| 10/10 [04:13<00:00, 25.35s/it]\n"
-     ]
-    }
-   ],
-   "source": [
-    "fraction_df = df.sample(frac=0.5)\n",
-    "training_lookup = [fraction_df for _ in range(N_MC_ITERATIONS)]\n",
-    "\n",
-    "result_transfer_learning = simulate_scenarios(\n",
-    "    {\"Transfer\": campaign_transfer},\n",
-    "    df_transfer,\n",
-    "    initial_data=training_lookup,\n",
-    "    batch_size=BATCH_SIZE,\n",
-    "    n_doe_iterations=N_DOE_ITERATIONS,\n",
-    "    impute_mode=\"best\",\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Time_h</th>\n",
-       "      <th>pH</th>\n",
-       "      <th>Inhib_Concentrat_M</th>\n",
-       "      <th>Salt_Concentrat_M</th>\n",
-       "      <th>Efficiency</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>258.000000</td>\n",
-       "      <td>258.000000</td>\n",
-       "      <td>258.000000</td>\n",
-       "      <td>258.000000</td>\n",
-       "      <td>258.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>161.091085</td>\n",
-       "      <td>6.579845</td>\n",
-       "      <td>0.008103</td>\n",
-       "      <td>0.127403</td>\n",
-       "      <td>38.761628</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>214.536317</td>\n",
-       "      <td>2.241608</td>\n",
-       "      <td>0.014335</td>\n",
-       "      <td>0.177444</td>\n",
-       "      <td>158.903313</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-1760.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>24.000000</td>\n",
-       "      <td>5.400000</td>\n",
-       "      <td>0.001000</td>\n",
-       "      <td>0.050000</td>\n",
-       "      <td>30.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>24.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>0.001000</td>\n",
-       "      <td>0.100000</td>\n",
-       "      <td>57.500000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>240.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>0.010000</td>\n",
-       "      <td>0.100000</td>\n",
-       "      <td>87.825000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>672.000000</td>\n",
-       "      <td>10.000000</td>\n",
-       "      <td>0.100000</td>\n",
-       "      <td>0.600000</td>\n",
-       "      <td>100.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           Time_h          pH  Inhib_Concentrat_M  Salt_Concentrat_M  \\\n",
-       "count  258.000000  258.000000          258.000000         258.000000   \n",
-       "mean   161.091085    6.579845            0.008103           0.127403   \n",
-       "std    214.536317    2.241608            0.014335           0.177444   \n",
-       "min      0.500000    0.000000            0.000010           0.000000   \n",
-       "25%     24.000000    5.400000            0.001000           0.050000   \n",
-       "50%     24.000000    7.000000            0.001000           0.100000   \n",
-       "75%    240.000000    7.000000            0.010000           0.100000   \n",
-       "max    672.000000   10.000000            0.100000           0.600000   \n",
-       "\n",
-       "        Efficiency  \n",
-       "count   258.000000  \n",
-       "mean     38.761628  \n",
-       "std     158.903313  \n",
-       "min   -1760.000000  \n",
-       "25%      30.000000  \n",
-       "50%      57.500000  \n",
-       "75%      87.825000  \n",
-       "max     100.000000  "
-      ]
-     },
-     "execution_count": 66,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "fraction_df.describe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 65,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "ValueError",
-     "evalue": "No objects to concatenate",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[65], line 7\u001b[0m\n\u001b[1;32m      4\u001b[0m     df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFraction\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m fractions[i]\n\u001b[1;32m      6\u001b[0m \u001b[38;5;66;03m# Concatenate the dataframes into a single dataframe\u001b[39;00m\n\u001b[0;32m----> 7\u001b[0m concatenated_df \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconcat\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresults_transfer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mignore_index\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m      9\u001b[0m \u001b[38;5;66;03m# Print the concatenated dataframe\u001b[39;00m\n\u001b[1;32m     10\u001b[0m \u001b[38;5;28mprint\u001b[39m(concatenated_df)\n",
-      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/core/reshape/concat.py:382\u001b[0m, in \u001b[0;36mconcat\u001b[0;34m(objs, axis, join, ignore_index, keys, levels, names, verify_integrity, sort, copy)\u001b[0m\n\u001b[1;32m    379\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m copy \u001b[38;5;129;01mand\u001b[39;00m using_copy_on_write():\n\u001b[1;32m    380\u001b[0m     copy \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[0;32m--> 382\u001b[0m op \u001b[38;5;241m=\u001b[39m \u001b[43m_Concatenator\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    383\u001b[0m \u001b[43m    \u001b[49m\u001b[43mobjs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    384\u001b[0m \u001b[43m    \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    385\u001b[0m \u001b[43m    \u001b[49m\u001b[43mignore_index\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mignore_index\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    386\u001b[0m \u001b[43m    \u001b[49m\u001b[43mjoin\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    387\u001b[0m \u001b[43m    \u001b[49m\u001b[43mkeys\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkeys\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    388\u001b[0m \u001b[43m    \u001b[49m\u001b[43mlevels\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevels\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    389\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnames\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnames\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    390\u001b[0m \u001b[43m    \u001b[49m\u001b[43mverify_integrity\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mverify_integrity\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    391\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    392\u001b[0m \u001b[43m    \u001b[49m\u001b[43msort\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msort\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    393\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    395\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m op\u001b[38;5;241m.\u001b[39mget_result()\n",
-      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/core/reshape/concat.py:445\u001b[0m, in \u001b[0;36m_Concatenator.__init__\u001b[0;34m(self, objs, axis, join, keys, levels, names, ignore_index, verify_integrity, copy, sort)\u001b[0m\n\u001b[1;32m    442\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mverify_integrity \u001b[38;5;241m=\u001b[39m verify_integrity\n\u001b[1;32m    443\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcopy \u001b[38;5;241m=\u001b[39m copy\n\u001b[0;32m--> 445\u001b[0m objs, keys \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_clean_keys_and_objs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobjs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkeys\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    447\u001b[0m \u001b[38;5;66;03m# figure out what our result ndim is going to be\u001b[39;00m\n\u001b[1;32m    448\u001b[0m ndims \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_ndims(objs)\n",
-      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/core/reshape/concat.py:507\u001b[0m, in \u001b[0;36m_Concatenator._clean_keys_and_objs\u001b[0;34m(self, objs, keys)\u001b[0m\n\u001b[1;32m    504\u001b[0m     objs_list \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(objs)\n\u001b[1;32m    506\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(objs_list) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 507\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo objects to concatenate\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    509\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m keys \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    510\u001b[0m     objs_list \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(com\u001b[38;5;241m.\u001b[39mnot_none(\u001b[38;5;241m*\u001b[39mobjs_list))\n",
-      "\u001b[0;31mValueError\u001b[0m: No objects to concatenate"
-     ]
-    }
-   ],
-   "source": [
-    "# Add an additional column to each dataframe\n",
-    "fractions = (0.01, 0.2)\n",
-    "for i, df in enumerate(results_transfer):\n",
-    "    df['Fraction'] = fractions[i]\n",
-    "\n",
-    "# Concatenate the dataframes into a single dataframe\n",
-    "concatenated_df = pd.concat(results_transfer, ignore_index=True)\n",
-    "\n",
-    "# Print the concatenated dataframe\n",
-    "print(concatenated_df)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Random_Seed</th>\n",
-       "      <th>Iteration</th>\n",
-       "      <th>Num_Experiments</th>\n",
-       "      <th>Efficiency_IterBest</th>\n",
-       "      <th>Efficiency_CumBest</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>50.0</td>\n",
-       "      <td>50.00000</td>\n",
-       "      <td>50.00000</td>\n",
-       "      <td>50.000000</td>\n",
-       "      <td>50.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>1337.0</td>\n",
-       "      <td>24.50000</td>\n",
-       "      <td>25.50000</td>\n",
-       "      <td>68.424718</td>\n",
-       "      <td>86.399133</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>14.57738</td>\n",
-       "      <td>14.57738</td>\n",
-       "      <td>23.775399</td>\n",
-       "      <td>11.036087</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>1337.0</td>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>1.00000</td>\n",
-       "      <td>4.390000</td>\n",
-       "      <td>57.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>1337.0</td>\n",
-       "      <td>12.25000</td>\n",
-       "      <td>13.25000</td>\n",
-       "      <td>50.806000</td>\n",
-       "      <td>78.380000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>1337.0</td>\n",
-       "      <td>24.50000</td>\n",
-       "      <td>25.50000</td>\n",
-       "      <td>79.910000</td>\n",
-       "      <td>90.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>1337.0</td>\n",
-       "      <td>36.75000</td>\n",
-       "      <td>37.75000</td>\n",
-       "      <td>87.328214</td>\n",
-       "      <td>93.590000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>1337.0</td>\n",
-       "      <td>49.00000</td>\n",
-       "      <td>50.00000</td>\n",
-       "      <td>96.200000</td>\n",
-       "      <td>96.200000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       Random_Seed  Iteration  Num_Experiments  Efficiency_IterBest  \\\n",
-       "count         50.0   50.00000         50.00000            50.000000   \n",
-       "mean        1337.0   24.50000         25.50000            68.424718   \n",
-       "std            0.0   14.57738         14.57738            23.775399   \n",
-       "min         1337.0    0.00000          1.00000             4.390000   \n",
-       "25%         1337.0   12.25000         13.25000            50.806000   \n",
-       "50%         1337.0   24.50000         25.50000            79.910000   \n",
-       "75%         1337.0   36.75000         37.75000            87.328214   \n",
-       "max         1337.0   49.00000         50.00000            96.200000   \n",
-       "\n",
-       "       Efficiency_CumBest  \n",
-       "count           50.000000  \n",
-       "mean            86.399133  \n",
-       "std             11.036087  \n",
-       "min             57.000000  \n",
-       "25%             78.380000  \n",
-       "50%             90.000000  \n",
-       "75%             93.590000  \n",
-       "max             96.200000  "
-      ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "results = "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ax = sns.lineplot(\n",
-    "    data=result_fraction,\n",
-    "    marker=\"o\",\n",
-    "    markersize=10,\n",
-    "    x=\"Num_Experiments\",\n",
-    "    y=\"Efficiency_CumBest\",\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ax = sns.lineplot(\n",
-    "    data=result_transfer_learning,\n",
-    "    marker=\"o\",\n",
-    "    markersize=10,\n",
-    "    x=\"Num_Experiments\",\n",
-    "    y=\"Efficiency_CumBest\",\n",
-    ")"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": ".venv",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.12"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}