RandomForest.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c100ac65",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestClassifier \n",
    "from sklearn.model_selection import cross_val_score \n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.feature_selection import RFECV\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.model_selection import RepeatedStratifiedKFold\n",
    "#sns.set() # you can set seaborn plot style\n",
    "plt.style.use('ggplot') # importing R plot for better plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "96561102",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MB31</th>\n",
       "      <td>WNT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MB148</th>\n",
       "      <td>WNT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MB140</th>\n",
       "      <td>WNT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MB130</th>\n",
       "      <td>WNT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MB128</th>\n",
       "      <td>WNT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Group\n",
       "MB31    WNT\n",
       "MB148   WNT\n",
       "MB140   WNT\n",
       "MB130   WNT\n",
       "MB128   WNT"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## data import#######################\n",
    "count = pd.read_csv(\"voom_count.csv\", index_col = 0)\n",
    "count = count.T\n",
    "y = pd.read_csv(\"colData.csv\", index_col = 0)\n",
    "y_df = y\n",
    "y_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "abbcc131",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>circ_6</th>\n",
       "      <th>circ_7</th>\n",
       "      <th>circ_9</th>\n",
       "      <th>circ_10</th>\n",
       "      <th>circ_11</th>\n",
       "      <th>circ_12</th>\n",
       "      <th>circ_15</th>\n",
       "      <th>circ_20</th>\n",
       "      <th>circ_26</th>\n",
       "      <th>circ_36</th>\n",
       "      <th>...</th>\n",
       "      <th>circ_78992</th>\n",
       "      <th>circ_78998</th>\n",
       "      <th>circ_79013</th>\n",
       "      <th>circ_79049</th>\n",
       "      <th>circ_79050</th>\n",
       "      <th>circ_79063</th>\n",
       "      <th>circ_79068</th>\n",
       "      <th>circ_79077</th>\n",
       "      <th>circ_79085</th>\n",
       "      <th>circ_79092</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MB31</th>\n",
       "      <td>5.015555</td>\n",
       "      <td>7.162397</td>\n",
       "      <td>2.208200</td>\n",
       "      <td>2.208200</td>\n",
       "      <td>6.115091</td>\n",
       "      <td>8.511981</td>\n",
       "      <td>6.963088</td>\n",
       "      <td>5.015555</td>\n",
       "      <td>2.208200</td>\n",
       "      <td>8.474987</td>\n",
       "      <td>...</td>\n",
       "      <td>7.162397</td>\n",
       "      <td>6.600518</td>\n",
       "      <td>5.378125</td>\n",
       "      <td>7.162397</td>\n",
       "      <td>2.208200</td>\n",
       "      <td>2.208200</td>\n",
       "      <td>5.378125</td>\n",
       "      <td>2.208200</td>\n",
       "      <td>2.208200</td>\n",
       "      <td>6.456128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MB148</th>\n",
       "      <td>7.142415</td>\n",
       "      <td>6.095110</td>\n",
       "      <td>2.188219</td>\n",
       "      <td>2.188219</td>\n",
       "      <td>6.580536</td>\n",
       "      <td>6.832075</td>\n",
       "      <td>6.436146</td>\n",
       "      <td>2.188219</td>\n",
       "      <td>2.188219</td>\n",
       "      <td>8.165499</td>\n",
       "      <td>...</td>\n",
       "      <td>5.888659</td>\n",
       "      <td>2.188219</td>\n",
       "      <td>6.095110</td>\n",
       "      <td>8.337966</td>\n",
       "      <td>2.188219</td>\n",
       "      <td>2.188219</td>\n",
       "      <td>2.188219</td>\n",
       "      <td>2.188219</td>\n",
       "      <td>2.188219</td>\n",
       "      <td>5.647651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MB140</th>\n",
       "      <td>4.132656</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>7.592087</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>...</td>\n",
       "      <td>7.302581</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>8.039546</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>8.039546</td>\n",
       "      <td>4.132656</td>\n",
       "      <td>4.132656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MB130</th>\n",
       "      <td>3.738798</td>\n",
       "      <td>7.439238</td>\n",
       "      <td>6.546153</td>\n",
       "      <td>6.908723</td>\n",
       "      <td>6.908723</td>\n",
       "      <td>7.986725</td>\n",
       "      <td>6.546153</td>\n",
       "      <td>3.738798</td>\n",
       "      <td>3.738798</td>\n",
       "      <td>3.738798</td>\n",
       "      <td>...</td>\n",
       "      <td>8.131115</td>\n",
       "      <td>3.738798</td>\n",
       "      <td>6.546153</td>\n",
       "      <td>6.546153</td>\n",
       "      <td>3.738798</td>\n",
       "      <td>7.198230</td>\n",
       "      <td>3.738798</td>\n",
       "      <td>3.738798</td>\n",
       "      <td>6.546153</td>\n",
       "      <td>3.738798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MB128</th>\n",
       "      <td>3.550265</td>\n",
       "      <td>7.250705</td>\n",
       "      <td>3.550265</td>\n",
       "      <td>5.872193</td>\n",
       "      <td>3.550265</td>\n",
       "      <td>6.720190</td>\n",
       "      <td>7.942582</td>\n",
       "      <td>3.550265</td>\n",
       "      <td>3.550265</td>\n",
       "      <td>7.942582</td>\n",
       "      <td>...</td>\n",
       "      <td>3.550265</td>\n",
       "      <td>7.009697</td>\n",
       "      <td>3.550265</td>\n",
       "      <td>5.872193</td>\n",
       "      <td>3.550265</td>\n",
       "      <td>3.550265</td>\n",
       "      <td>3.550265</td>\n",
       "      <td>3.550265</td>\n",
       "      <td>3.550265</td>\n",
       "      <td>6.357620</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 8915 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         circ_6    circ_7    circ_9   circ_10   circ_11   circ_12   circ_15  \\\n",
       "MB31   5.015555  7.162397  2.208200  2.208200  6.115091  8.511981  6.963088   \n",
       "MB148  7.142415  6.095110  2.188219  2.188219  6.580536  6.832075  6.436146   \n",
       "MB140  4.132656  4.132656  4.132656  4.132656  4.132656  7.592087  4.132656   \n",
       "MB130  3.738798  7.439238  6.546153  6.908723  6.908723  7.986725  6.546153   \n",
       "MB128  3.550265  7.250705  3.550265  5.872193  3.550265  6.720190  7.942582   \n",
       "\n",
       "        circ_20   circ_26   circ_36  ...  circ_78992  circ_78998  circ_79013  \\\n",
       "MB31   5.015555  2.208200  8.474987  ...    7.162397    6.600518    5.378125   \n",
       "MB148  2.188219  2.188219  8.165499  ...    5.888659    2.188219    6.095110   \n",
       "MB140  4.132656  4.132656  4.132656  ...    7.302581    4.132656    4.132656   \n",
       "MB130  3.738798  3.738798  3.738798  ...    8.131115    3.738798    6.546153   \n",
       "MB128  3.550265  3.550265  7.942582  ...    3.550265    7.009697    3.550265   \n",
       "\n",
       "       circ_79049  circ_79050  circ_79063  circ_79068  circ_79077  circ_79085  \\\n",
       "MB31     7.162397    2.208200    2.208200    5.378125    2.208200    2.208200   \n",
       "MB148    8.337966    2.188219    2.188219    2.188219    2.188219    2.188219   \n",
       "MB140    8.039546    4.132656    4.132656    4.132656    8.039546    4.132656   \n",
       "MB130    6.546153    3.738798    7.198230    3.738798    3.738798    6.546153   \n",
       "MB128    5.872193    3.550265    3.550265    3.550265    3.550265    3.550265   \n",
       "\n",
       "       circ_79092  \n",
       "MB31     6.456128  \n",
       "MB148    5.647651  \n",
       "MB140    4.132656  \n",
       "MB130    3.738798  \n",
       "MB128    6.357620  \n",
       "\n",
       "[5 rows x 8915 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f8338d3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Does not need scaling\n",
    "# Feature Scaling\n",
    "#scaler = StandardScaler()\n",
    "#X_train = scaler.fit_transform(X_train)\n",
    "#X_test = scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a974e963",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:266: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  self.estimator_.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:266: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  self.estimator_.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:266: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  self.estimator_.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:266: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  self.estimator_.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:266: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  self.estimator_.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:266: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  self.estimator_.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:266: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  self.estimator_.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:266: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  self.estimator_.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:266: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  self.estimator_.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:266: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  self.estimator_.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:241: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  estimator.fit(X[:, features], y)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimal number of features : 193\n",
      "Best features : Index(['circ_147', 'circ_256', 'circ_322', 'circ_369', 'circ_376', 'circ_464',\n",
      "       'circ_485', 'circ_502', 'circ_516', 'circ_549',\n",
      "       ...\n",
      "       'circ_77160', 'circ_77289', 'circ_77438', 'circ_77823', 'circ_77855',\n",
      "       'circ_77990', 'circ_78142', 'circ_78417', 'circ_78614', 'circ_78978'],\n",
      "      dtype='object', length=193)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:266: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  self.estimator_.fit(X[:, features], y)\n",
      "/Users/rpokhre2/miniforge3/envs/TFW/lib/python3.8/site-packages/sklearn/feature_selection/_rfe.py:629: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  self.estimator_.fit(self.transform(X), y)\n"
     ]
    }
   ],
   "source": [
    "#####Recursive feature elimination with cross-validation using RFC###################\n",
    "#Recursive feature elimination (RFE) with random forest\n",
    "from sklearn.feature_selection import RFE\n",
    "x = count\n",
    "## one hot encoder\n",
    "y = y.values\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.25, random_state = 42)\n",
    "\n",
    "#Recursive feature elimination with cross-validation using RFC\n",
    "# The \"accuracy\" scoring is proportional to the number of correct classifications\n",
    "rf_new = RandomForestClassifier() \n",
    "rfecv = RFECV(estimator=rf_new, step=0.01, cv=10,scoring='accuracy')   #10-fold cross-validation\n",
    "rfecv = rfecv.fit(x, y)\n",
    "print('Optimal number of features :', rfecv.n_features_)\n",
    "print('Best features :', count.columns[rfecv.support_])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "70e4179e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n",
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/532266173.py:8: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n"
     ]
    }
   ],
   "source": [
    "## OOB error#####################################\n",
    "x = count[count.columns[rfecv.support_]]\n",
    "y = y_df.values\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.25, random_state = 42)\n",
    "error_rate = {}\n",
    "for i in range(10,1000,10):\n",
    "    rfc = RandomForestClassifier(n_estimators=i, random_state=42, warm_start=True, oob_score=True)\n",
    "    rfc.fit(x_train,y_train)\n",
    "    oob_error = 1 - rfc.oob_score_\n",
    "    error_rate[i] = oob_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "64a0b2d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### plotting OOB Error ####################################\n",
    "# Convert dictionary to a pandas series for easy plotting \n",
    "oob_series = pd.Series(error_rate)\n",
    "fig, ax = plt.subplots(figsize=(8, 5))\n",
    "\n",
    "ax.set_facecolor('#fafafa')\n",
    "\n",
    "oob_series.plot(kind='line',\n",
    "                color = 'red')\n",
    "plt.axhline(0.02, \n",
    "            color='#875FDB',\n",
    "           linestyle='--')\n",
    "plt.axhline(0.001, \n",
    "            color='#875FDB',\n",
    "           linestyle='--')\n",
    "plt.xlabel('n_estimators', fontsize = 20)\n",
    "plt.ylabel('OOB Error Rate', fontsize = 20)\n",
    "plt.title('OOB Error Rate Across various Forest sizes \\n(From 10 to 1000 trees)', fontsize = 20)\n",
    "plt.xticks(fontsize = 20)\n",
    "plt.yticks(fontsize = 20)\n",
    "#plt.axvline(750) #not wnt 360, all = 500, fourvsrest = 750\n",
    "#plt.savefig(\"OOB_error_fourvsRest.png\", dpi = 300,  bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "030468ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/y9/8dnsd3_16m95nbk642bmbyyr0000gq/T/ipykernel_36773/1680546076.py:17: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  rfc.fit(x_train,y_train)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy_score:  0.96875\n"
     ]
    }
   ],
   "source": [
    "## Applying the Random Forest Finally\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import RepeatedStratifiedKFold\n",
    "from imblearn.ensemble import BalancedRandomForestClassifier\n",
    "\n",
    "#### remove this for fair calculation #####\n",
    "imp = list(count.columns[rfecv.support_]) ## to enclude circ_63706\n",
    "imp.append(\"circ_63706\") ## to enclude circ_63706\n",
    "x = count[imp]\n",
    "##################\n",
    "\n",
    "#x = count[count.columns[rfecv.support_]]\n",
    "y = y_df.values\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.25, random_state =42)\n",
    "rfc= BalancedRandomForestClassifier(n_estimators=500, random_state=42) ## n_estimator given by OOB Error\n",
    "rfc.fit(x_train,y_train)\n",
    "accuracy = accuracy_score(rfc.predict(x_test), y_test)\n",
    "importance = rfc.feature_importances_\n",
    "print(\"accuracy_score: \", accuracy)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "00f049f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importance = rfc.feature_importances_\n",
    "# summarize feature importance\n",
    "#for i,v in enumerate(importance):\n",
    "    #print('Feature: %0d, Score: %.5f' % (i,v))\n",
    "# plot feature importance\n",
    "plt.bar([x for x in range(len(importance))], importance)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "8c99f740",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Random Forest Important features Identification ####\n",
    "group = [\"WNT\", \"SHH\", \"Group3\", \"Group4\"]\n",
    "Li = []\n",
    "for i in group:\n",
    "    c = i\n",
    "    #X = count[count.columns[rfecv.support_]]\n",
    "    X = count[imp]\n",
    "    Y = y_df\n",
    "    Y= Y[Y.Group==c]\n",
    "    Y = list(Y.index)\n",
    "    vip = X.loc[Y].mean()*importance\n",
    "    vip = vip.sort_values(ascending = False)\n",
    "    Li.append(vip)\n",
    "    \n",
    "vip_df = pd.concat(Li, axis = 1)\n",
    "vip_df.columns = group\n",
    "vip_df = vip_df.replace(np.nan, 0)\n",
    "vip_df2 = vip_df[vip_df >0.1]  # filter the features having coefficient greater than 0.1\n",
    "vip_df2 = vip_df2.dropna(thresh = 1)\n",
    "#vip_df = vip_df.replace(np.nan, 0)\n",
    "vip = list(vip_df2.index)\n",
    "vip.append(\"circ_63706\")\n",
    "vip_df = vip_df.loc[vip]\n",
    "\n",
    "vip_df = np.round(vip_df,2)\n",
    "#vip_df[vip_df <=0.05] = 0\n",
    "vip_df.columns\n",
    "vip_df[\"sum\"] = vip_df.sum(axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "dca7c7e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Converting to 100 % contribution\n",
    "vip_df[\"WNT\"] = vip_df[\"WNT\"]/vip_df[\"sum\"]\n",
    "vip_df[\"SHH\"] = vip_df[\"SHH\"]/vip_df[\"sum\"]\n",
    "vip_df[\"Group3\"] = vip_df[\"Group3\"]/vip_df[\"sum\"]\n",
    "vip_df[\"Group4\"] = vip_df[\"Group4\"]/vip_df[\"sum\"]\n",
    "vip_df = vip_df.drop(\"sum\", axis = 1)\n",
    "vip_df = vip_df*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "ef940aa7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot the VIP score  #######\n",
    "plt.figure(figsize = (6,12))\n",
    "sns.heatmap(vip_df, cmap = \"Reds\", annot = True, annot_kws = {\"fontsize\":15, \"fontweight\": \"bold\"})\n",
    "plt.ylabel(\"Circular RNAs\", fontsize = 25, weight = \"bold\")\n",
    "plt.xlabel(\"\",fontsize = 25, weight = \"bold\")\n",
    "plt.xticks(fontsize = 20, rotation = 45, weight = \"bold\")\n",
    "plt.yticks(fontsize = 20,rotation = 0, weight = \"bold\")\n",
    "plt.savefig(\"VIPrandomForest_revised.pdf\", dpi = 300,  bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "b03c4508",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC for Class 1: 0.9703703703703703\n",
      "AUC for Class 2: 1.0\n",
      "AUC for Class 3: 1.0\n",
      "AUC for Class 4: 0.9090909090909091\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#### ROC curve\n",
    "from sklearn.preprocessing import label_binarize\n",
    "from sklearn.multiclass import OneVsRestClassifier\n",
    "from sklearn.metrics import roc_curve\n",
    "from sklearn.metrics import auc\n",
    "x= count\n",
    "y = y_df.values\n",
    "\n",
    "y = label_binarize(y, classes=[\"WNT\",\"SHH\",\"Group3\", \"Group4\"])\n",
    "n_classes = 4\n",
    "## split data\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.25, random_state =42)\n",
    "# classifier\n",
    "clf = OneVsRestClassifier(RandomForestClassifier(n_estimators=500, random_state=42))\n",
    "y_score = clf.fit(x_train, y_train).predict_proba(x_test)\n",
    "fpr = dict()\n",
    "tpr = dict()\n",
    "roc_auc = dict()\n",
    "col = [\"green\", \"blue\", \"orange\", \"red\"]\n",
    "alpha = [0.1, 0.2,0.3,0.4]\n",
    "ls = [\"--\", \"--\", \"-.\", \"--\"]\n",
    "plt.figure(figsize= (8,5))\n",
    "for i in range(n_classes):\n",
    "  fpr[i], tpr[i], _ = roc_curve(y_test[:, i], y_score[:, i])\n",
    "  plt.plot(fpr[i], tpr[i], color=col[i], lw=2,  linestyle=ls[i])\n",
    "  print('AUC for Class {}: {}'.format(i+1, auc(fpr[i], tpr[i]))) ## reference this for label plot\n",
    "  roc_auc[i] = auc(fpr[i], tpr[i])\n",
    "\n",
    "plt.plot([0, 1], [0, 1], color='black', lw=2, linestyle='--')\n",
    "plt.xlim([-0.03, 1.0])\n",
    "plt.ylim([0.0, 1.05])\n",
    "plt.xlabel('False Positive Rate', fontsize = 20)\n",
    "plt.ylabel('True Positive Rate', fontsize = 20)\n",
    "plt.xticks(fontsize = 20, rotation = 0, weight = \"bold\")\n",
    "plt.yticks(fontsize = 20,rotation = 0, weight = \"bold\")\n",
    "plt.title('Receiver Operating Characteristic Curves', fontsize = 20)\n",
    "# Replace the values in the label according to the resultin roc_auc dictionary\n",
    "labels = ['AUC for WNT: 0.97', 'AUC for SHH: 1', 'AUC for Group3: 1', \"AUC for Group4: 0.95\"]\n",
    "plt.legend(labels, prop={\"size\":17})\n",
    "#plt.savefig(\"ROCcurve.pdf\", dpi = 300,  bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "6160b698",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "circ_11865\n",
      "circ_7196\n",
      "circ_73901\n",
      "circ_28884\n",
      "circ_147\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[None, None, None, None, None]"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wnt = vip_df.sort_values(\"Group4\", ascending = False)\n",
    "top5 = [i for i in wnt.head(5).index]\n",
    "[print(i) for i in top5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "f7c38ad5",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Importing top from Limma\n",
    "limma = pd.read_csv(\"limmaTop.csv\", sep = \"\\s+\")\n",
    "for i in top5:\n",
    "    if i in limma[\"Group4\"].values:\n",
    "        print(i)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "9a39f8ad",
   "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>Group4</th>\n",
       "      <th>Group3</th>\n",
       "      <th>WNT</th>\n",
       "      <th>SHH</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>circ_21305</td>\n",
       "      <td>circ_13567</td>\n",
       "      <td>circ_71350</td>\n",
       "      <td>circ_30598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>circ_72082</td>\n",
       "      <td>circ_40859</td>\n",
       "      <td>circ_51087</td>\n",
       "      <td>circ_64014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>circ_56936</td>\n",
       "      <td>circ_43076</td>\n",
       "      <td>circ_55605</td>\n",
       "      <td>circ_45001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>circ_29196</td>\n",
       "      <td>circ_32835</td>\n",
       "      <td>circ_78614</td>\n",
       "      <td>circ_4097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>circ_74145</td>\n",
       "      <td>circ_30459</td>\n",
       "      <td>circ_39796</td>\n",
       "      <td>circ_66962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>circ_77438</td>\n",
       "      <td>circ_60461</td>\n",
       "      <td>circ_42444</td>\n",
       "      <td>circ_9649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>circ_33068</td>\n",
       "      <td>circ_62787</td>\n",
       "      <td>circ_50345</td>\n",
       "      <td>circ_28243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>circ_52938</td>\n",
       "      <td>circ_7624</td>\n",
       "      <td>circ_68037</td>\n",
       "      <td>circ_63706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>circ_63166</td>\n",
       "      <td>circ_68493</td>\n",
       "      <td>circ_62407</td>\n",
       "      <td>circ_1701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>circ_61700</td>\n",
       "      <td>circ_28884</td>\n",
       "      <td>circ_76616</td>\n",
       "      <td>circ_11342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>circ_71440</td>\n",
       "      <td>circ_3661</td>\n",
       "      <td>circ_44532</td>\n",
       "      <td>circ_38659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>circ_104</td>\n",
       "      <td>circ_30848</td>\n",
       "      <td>circ_66175</td>\n",
       "      <td>circ_78110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>circ_65941</td>\n",
       "      <td>circ_77823</td>\n",
       "      <td>circ_42912</td>\n",
       "      <td>circ_17346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>circ_63542</td>\n",
       "      <td>circ_30848</td>\n",
       "      <td>circ_41600</td>\n",
       "      <td>circ_61423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>circ_39940</td>\n",
       "      <td>circ_77823</td>\n",
       "      <td>circ_56467</td>\n",
       "      <td>circ_30078</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Group4      Group3         WNT         SHH\n",
       "0   circ_21305  circ_13567  circ_71350  circ_30598\n",
       "1   circ_72082  circ_40859  circ_51087  circ_64014\n",
       "2   circ_56936  circ_43076  circ_55605  circ_45001\n",
       "3   circ_29196  circ_32835  circ_78614   circ_4097\n",
       "4   circ_74145  circ_30459  circ_39796  circ_66962\n",
       "5   circ_77438  circ_60461  circ_42444   circ_9649\n",
       "6   circ_33068  circ_62787  circ_50345  circ_28243\n",
       "7   circ_52938   circ_7624  circ_68037  circ_63706\n",
       "8   circ_63166  circ_68493  circ_62407   circ_1701\n",
       "9   circ_61700  circ_28884  circ_76616  circ_11342\n",
       "10  circ_71440   circ_3661  circ_44532  circ_38659\n",
       "11    circ_104  circ_30848  circ_66175  circ_78110\n",
       "12  circ_65941  circ_77823  circ_42912  circ_17346\n",
       "13  circ_63542  circ_30848  circ_41600  circ_61423\n",
       "14  circ_39940  circ_77823  circ_56467  circ_30078"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "limma"
   ]
  },
  {
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   "execution_count": 149,
   "id": "78099374",
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   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>WNT</th>\n",
       "      <th>SHH</th>\n",
       "      <th>Group3</th>\n",
       "      <th>Group4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>circ_71350</th>\n",
       "      <td>40.579710</td>\n",
       "      <td>27.536232</td>\n",
       "      <td>15.942029</td>\n",
       "      <td>15.942029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_64470</th>\n",
       "      <td>27.956989</td>\n",
       "      <td>26.881720</td>\n",
       "      <td>22.580645</td>\n",
       "      <td>22.580645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_32244</th>\n",
       "      <td>34.246575</td>\n",
       "      <td>21.917808</td>\n",
       "      <td>21.917808</td>\n",
       "      <td>21.917808</td>\n",
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       "    <tr>\n",
       "      <th>circ_147</th>\n",
       "      <td>29.268293</td>\n",
       "      <td>30.487805</td>\n",
       "      <td>10.975610</td>\n",
       "      <td>29.268293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_78614</th>\n",
       "      <td>45.652174</td>\n",
       "      <td>19.565217</td>\n",
       "      <td>17.391304</td>\n",
       "      <td>17.391304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_23799</th>\n",
       "      <td>29.411765</td>\n",
       "      <td>35.294118</td>\n",
       "      <td>17.647059</td>\n",
       "      <td>17.647059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_78417</th>\n",
       "      <td>38.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>18.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_58726</th>\n",
       "      <td>35.849057</td>\n",
       "      <td>18.867925</td>\n",
       "      <td>22.641509</td>\n",
       "      <td>22.641509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_78142</th>\n",
       "      <td>36.363636</td>\n",
       "      <td>22.727273</td>\n",
       "      <td>20.454545</td>\n",
       "      <td>20.454545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_76616</th>\n",
       "      <td>42.857143</td>\n",
       "      <td>17.142857</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>20.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_1509</th>\n",
       "      <td>40.540541</td>\n",
       "      <td>21.621622</td>\n",
       "      <td>18.918919</td>\n",
       "      <td>18.918919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_61198</th>\n",
       "      <td>26.530612</td>\n",
       "      <td>30.612245</td>\n",
       "      <td>14.285714</td>\n",
       "      <td>28.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_77990</th>\n",
       "      <td>42.857143</td>\n",
       "      <td>17.857143</td>\n",
       "      <td>17.857143</td>\n",
       "      <td>21.428571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_74804</th>\n",
       "      <td>41.379310</td>\n",
       "      <td>20.689655</td>\n",
       "      <td>20.689655</td>\n",
       "      <td>17.241379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_10756</th>\n",
       "      <td>28.947368</td>\n",
       "      <td>26.315789</td>\n",
       "      <td>15.789474</td>\n",
       "      <td>28.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_7196</th>\n",
       "      <td>25.000000</td>\n",
       "      <td>29.545455</td>\n",
       "      <td>13.636364</td>\n",
       "      <td>31.818182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_37290</th>\n",
       "      <td>34.375000</td>\n",
       "      <td>21.875000</td>\n",
       "      <td>15.625000</td>\n",
       "      <td>28.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_9649</th>\n",
       "      <td>23.913043</td>\n",
       "      <td>34.782609</td>\n",
       "      <td>21.739130</td>\n",
       "      <td>19.565217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_69845</th>\n",
       "      <td>37.931034</td>\n",
       "      <td>27.586207</td>\n",
       "      <td>17.241379</td>\n",
       "      <td>17.241379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_16809</th>\n",
       "      <td>38.461538</td>\n",
       "      <td>23.076923</td>\n",
       "      <td>19.230769</td>\n",
       "      <td>19.230769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_1701</th>\n",
       "      <td>25.000000</td>\n",
       "      <td>31.250000</td>\n",
       "      <td>21.875000</td>\n",
       "      <td>21.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_74154</th>\n",
       "      <td>20.588235</td>\n",
       "      <td>35.294118</td>\n",
       "      <td>23.529412</td>\n",
       "      <td>20.588235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_73901</th>\n",
       "      <td>17.948718</td>\n",
       "      <td>25.641026</td>\n",
       "      <td>25.641026</td>\n",
       "      <td>30.769231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_43076</th>\n",
       "      <td>18.181818</td>\n",
       "      <td>21.212121</td>\n",
       "      <td>42.424242</td>\n",
       "      <td>18.181818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_28884</th>\n",
       "      <td>17.647059</td>\n",
       "      <td>14.705882</td>\n",
       "      <td>38.235294</td>\n",
       "      <td>29.411765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_13567</th>\n",
       "      <td>18.750000</td>\n",
       "      <td>18.750000</td>\n",
       "      <td>43.750000</td>\n",
       "      <td>18.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_11865</th>\n",
       "      <td>14.705882</td>\n",
       "      <td>14.705882</td>\n",
       "      <td>32.352941</td>\n",
       "      <td>38.235294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circ_63706</th>\n",
       "      <td>21.739130</td>\n",
       "      <td>34.782609</td>\n",
       "      <td>21.739130</td>\n",
       "      <td>21.739130</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  WNT        SHH     Group3     Group4\n",
       "circ_71350  40.579710  27.536232  15.942029  15.942029\n",
       "circ_64470  27.956989  26.881720  22.580645  22.580645\n",
       "circ_32244  34.246575  21.917808  21.917808  21.917808\n",
       "circ_147    29.268293  30.487805  10.975610  29.268293\n",
       "circ_78614  45.652174  19.565217  17.391304  17.391304\n",
       "circ_23799  29.411765  35.294118  17.647059  17.647059\n",
       "circ_78417  38.000000  20.000000  24.000000  18.000000\n",
       "circ_58726  35.849057  18.867925  22.641509  22.641509\n",
       "circ_78142  36.363636  22.727273  20.454545  20.454545\n",
       "circ_76616  42.857143  17.142857  20.000000  20.000000\n",
       "circ_1509   40.540541  21.621622  18.918919  18.918919\n",
       "circ_61198  26.530612  30.612245  14.285714  28.571429\n",
       "circ_77990  42.857143  17.857143  17.857143  21.428571\n",
       "circ_74804  41.379310  20.689655  20.689655  17.241379\n",
       "circ_10756  28.947368  26.315789  15.789474  28.947368\n",
       "circ_7196   25.000000  29.545455  13.636364  31.818182\n",
       "circ_37290  34.375000  21.875000  15.625000  28.125000\n",
       "circ_9649   23.913043  34.782609  21.739130  19.565217\n",
       "circ_69845  37.931034  27.586207  17.241379  17.241379\n",
       "circ_16809  38.461538  23.076923  19.230769  19.230769\n",
       "circ_1701   25.000000  31.250000  21.875000  21.875000\n",
       "circ_74154  20.588235  35.294118  23.529412  20.588235\n",
       "circ_73901  17.948718  25.641026  25.641026  30.769231\n",
       "circ_43076  18.181818  21.212121  42.424242  18.181818\n",
       "circ_28884  17.647059  14.705882  38.235294  29.411765\n",
       "circ_13567  18.750000  18.750000  43.750000  18.750000\n",
       "circ_11865  14.705882  14.705882  32.352941  38.235294\n",
       "circ_63706  21.739130  34.782609  21.739130  21.739130"
      ]
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