lazypredict.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import necessary modules\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import time \n",
    "from sklearn.datasets import load_iris,fetch_california_housing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from lazypredict.Supervised import LazyClassifier,LazyRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load the iris dataset\n",
    "data=load_iris()\n",
    "X=data.data\n",
    "Y=data.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split the dataset \n",
    "X_train, X_test, Y_train, Y_test =train_test_split(X,Y,test_size=.3,random_state =23)\n",
    "classi=LazyClassifier(verbose=0,predictions=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███| 30/30 [00:01<00:00, 16.73it/s]\n"
     ]
    }
   ],
   "source": [
    "# fit and train the model \n",
    "start_time_1=time.time()\n",
    "models_c,predictions_c=classi.fit(X_train, X_test, Y_train, Y_test)\n",
    "end_time_1=time.time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>Accuracy</th>\n",
       "      <th>Balanced Accuracy</th>\n",
       "      <th>ROC AUC</th>\n",
       "      <th>F1 Score</th>\n",
       "      <th>Time Taken</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Model</th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AdaBoostClassifier</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LabelSpreading</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.01</td>\n",
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       "    <tr>\n",
       "      <th>XGBClassifier</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>1.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SVC</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SGDClassifier</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RandomForestClassifier</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QuadraticDiscriminantAnalysis</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NuSVC</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LogisticRegression</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BaggingClassifier</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LinearDiscriminantAnalysis</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LinearSVC</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LabelPropagation</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KNeighborsClassifier</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ExtraTreesClassifier</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ExtraTreeClassifier</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DecisionTreeClassifier</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LGBMClassifier</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.97</td>\n",
       "      <td>None</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GaussianNB</th>\n",
       "      <td>0.96</td>\n",
       "      <td>0.95</td>\n",
       "      <td>None</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PassiveAggressiveClassifier</th>\n",
       "      <td>0.96</td>\n",
       "      <td>0.95</td>\n",
       "      <td>None</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CalibratedClassifierCV</th>\n",
       "      <td>0.93</td>\n",
       "      <td>0.93</td>\n",
       "      <td>None</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NearestCentroid</th>\n",
       "      <td>0.91</td>\n",
       "      <td>0.90</td>\n",
       "      <td>None</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RidgeClassifier</th>\n",
       "      <td>0.89</td>\n",
       "      <td>0.88</td>\n",
       "      <td>None</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RidgeClassifierCV</th>\n",
       "      <td>0.89</td>\n",
       "      <td>0.88</td>\n",
       "      <td>None</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Perceptron</th>\n",
       "      <td>0.89</td>\n",
       "      <td>0.87</td>\n",
       "      <td>None</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BernoulliNB</th>\n",
       "      <td>0.80</td>\n",
       "      <td>0.78</td>\n",
       "      <td>None</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CheckingClassifier</th>\n",
       "      <td>0.40</td>\n",
       "      <td>0.33</td>\n",
       "      <td>None</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DummyClassifier</th>\n",
       "      <td>0.20</td>\n",
       "      <td>0.19</td>\n",
       "      <td>None</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                               Accuracy  Balanced Accuracy ROC AUC  F1 Score  \\\n",
       "Model                                                                          \n",
       "AdaBoostClassifier                 0.98               0.97    None      0.98   \n",
       "LabelSpreading                     0.98               0.97    None      0.98   \n",
       "XGBClassifier                      0.98               0.97    None      0.98   \n",
       "SVC                                0.98               0.97    None      0.98   \n",
       "SGDClassifier                      0.98               0.97    None      0.98   \n",
       "RandomForestClassifier             0.98               0.97    None      0.98   \n",
       "QuadraticDiscriminantAnalysis      0.98               0.97    None      0.98   \n",
       "NuSVC                              0.98               0.97    None      0.98   \n",
       "LogisticRegression                 0.98               0.97    None      0.98   \n",
       "BaggingClassifier                  0.98               0.97    None      0.98   \n",
       "LinearDiscriminantAnalysis         0.98               0.97    None      0.98   \n",
       "LinearSVC                          0.98               0.97    None      0.98   \n",
       "LabelPropagation                   0.98               0.97    None      0.98   \n",
       "KNeighborsClassifier               0.98               0.97    None      0.98   \n",
       "ExtraTreesClassifier               0.98               0.97    None      0.98   \n",
       "ExtraTreeClassifier                0.98               0.97    None      0.98   \n",
       "DecisionTreeClassifier             0.98               0.97    None      0.98   \n",
       "LGBMClassifier                     0.98               0.97    None      0.98   \n",
       "GaussianNB                         0.96               0.95    None      0.96   \n",
       "PassiveAggressiveClassifier        0.96               0.95    None      0.96   \n",
       "CalibratedClassifierCV             0.93               0.93    None      0.93   \n",
       "NearestCentroid                    0.91               0.90    None      0.91   \n",
       "RidgeClassifier                    0.89               0.88    None      0.89   \n",
       "RidgeClassifierCV                  0.89               0.88    None      0.89   \n",
       "Perceptron                         0.89               0.87    None      0.88   \n",
       "BernoulliNB                        0.80               0.78    None      0.78   \n",
       "CheckingClassifier                 0.40               0.33    None      0.23   \n",
       "DummyClassifier                    0.20               0.19    None      0.20   \n",
       "\n",
       "                               Time Taken  \n",
       "Model                                      \n",
       "AdaBoostClassifier                   0.07  \n",
       "LabelSpreading                       0.01  \n",
       "XGBClassifier                        1.05  \n",
       "SVC                                  0.01  \n",
       "SGDClassifier                        0.01  \n",
       "RandomForestClassifier               0.17  \n",
       "QuadraticDiscriminantAnalysis        0.03  \n",
       "NuSVC                                0.01  \n",
       "LogisticRegression                   0.01  \n",
       "BaggingClassifier                    0.02  \n",
       "LinearDiscriminantAnalysis           0.02  \n",
       "LinearSVC                            0.01  \n",
       "LabelPropagation                     0.02  \n",
       "KNeighborsClassifier                 0.01  \n",
       "ExtraTreesClassifier                 0.09  \n",
       "ExtraTreeClassifier                  0.01  \n",
       "DecisionTreeClassifier               0.01  \n",
       "LGBMClassifier                       0.06  \n",
       "GaussianNB                           0.01  \n",
       "PassiveAggressiveClassifier          0.01  \n",
       "CalibratedClassifierCV               0.04  \n",
       "NearestCentroid                      0.01  \n",
       "RidgeClassifier                      0.01  \n",
       "RidgeClassifierCV                    0.01  \n",
       "Perceptron                           0.01  \n",
       "BernoulliNB                          0.06  \n",
       "CheckingClassifier                   0.01  \n",
       "DummyClassifier                      0.01  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to check which model did better on the iris dataset \n",
    "models_c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    AdaBoostClassifier  BaggingClassifier  BernoulliNB  \\\n",
       "0                    2                  2            2   \n",
       "1                    2                  2            2   \n",
       "2                    1                  1            1   \n",
       "3                    0                  0            0   \n",
       "4                    2                  2            1   \n",
       "5                    1                  1            2   \n",
       "6                    0                  0            0   \n",
       "7                    2                  2            2   \n",
       "8                    0                  0            0   \n",
       "9                    1                  1            1   \n",
       "10                   1                  1            1   \n",
       "11                   0                  0            0   \n",
       "12                   2                  2            2   \n",
       "13                   0                  0            0   \n",
       "14                   0                  0            0   \n",
       "15                   1                  1            2   \n",
       "16                   1                  1            2   \n",
       "17                   1                  1            2   \n",
       "18                   2                  2            2   \n",
       "19                   0                  0            0   \n",
       "20                   2                  2            2   \n",
       "21                   0                  0            0   \n",
       "22                   0                  0            0   \n",
       "23                   0                  0            0   \n",
       "24                   2                  2            2   \n",
       "25                   0                  0            0   \n",
       "26                   0                  0            0   \n",
       "27                   2                  2            2   \n",
       "28                   1                  1            2   \n",
       "29                   1                  1            1   \n",
       "30                   0                  0            0   \n",
       "31                   1                  1            1   \n",
       "32                   0                  0            0   \n",
       "33                   2                  2            2   \n",
       "34                   0                  0            0   \n",
       "35                   0                  0            0   \n",
       "36                   1                  1            2   \n",
       "37                   1                  1            0   \n",
       "38                   1                  1            1   \n",
       "39                   2                  2            2   \n",
       "40                   2                  2            2   \n",
       "41                   0                  0            0   \n",
       "42                   1                  1            0   \n",
       "43                   0                  0            0   \n",
       "44                   1                  1            2   \n",
       "\n",
       "    CalibratedClassifierCV  CheckingClassifier  DecisionTreeClassifier  \\\n",
       "0                        2                   0                       2   \n",
       "1                        2                   0                       2   \n",
       "2                        1                   0                       1   \n",
       "3                        0                   0                       0   \n",
       "4                        2                   0                       2   \n",
       "5                        2                   0                       1   \n",
       "6                        0                   0                       0   \n",
       "7                        2                   0                       2   \n",
       "8                        0                   0                       0   \n",
       "9                        1                   0                       1   \n",
       "10                       1                   0                       1   \n",
       "11                       0                   0                       0   \n",
       "12                       2                   0                       2   \n",
       "13                       0                   0                       0   \n",
       "14                       0                   0                       0   \n",
       "15                       1                   0                       1   \n",
       "16                       2                   0                       1   \n",
       "17                       1                   0                       1   \n",
       "18                       2                   0                       2   \n",
       "19                       0                   0                       0   \n",
       "20                       2                   0                       2   \n",
       "21                       0                   0                       0   \n",
       "22                       0                   0                       0   \n",
       "23                       0                   0                       0   \n",
       "24                       2                   0                       2   \n",
       "25                       0                   0                       0   \n",
       "26                       0                   0                       0   \n",
       "27                       2                   0                       2   \n",
       "28                       1                   0                       1   \n",
       "29                       1                   0                       1   \n",
       "30                       0                   0                       0   \n",
       "31                       1                   0                       1   \n",
       "32                       0                   0                       0   \n",
       "33                       2                   0                       2   \n",
       "34                       0                   0                       0   \n",
       "35                       0                   0                       0   \n",
       "36                       1                   0                       1   \n",
       "37                       1                   0                       1   \n",
       "38                       1                   0                       1   \n",
       "39                       2                   0                       2   \n",
       "40                       2                   0                       2   \n",
       "41                       0                   0                       0   \n",
       "42                       1                   0                       1   \n",
       "43                       0                   0                       0   \n",
       "44                       1                   0                       1   \n",
       "\n",
       "    DummyClassifier  ExtraTreeClassifier  ExtraTreesClassifier  GaussianNB  \\\n",
       "0                 1                    2                     2           2   \n",
       "1                 0                    2                     2           2   \n",
       "2                 2                    1                     1           1   \n",
       "3                 2                    0                     0           0   \n",
       "4                 0                    2                     2           2   \n",
       "5                 1                    1                     1           2   \n",
       "6                 1                    0                     0           0   \n",
       "7                 0                    2                     2           2   \n",
       "8                 2                    0                     0           0   \n",
       "9                 2                    1                     1           1   \n",
       "10                2                    1                     1           1   \n",
       "11                1                    0                     0           0   \n",
       "12                2                    2                     2           2   \n",
       "13                2                    0                     0           0   \n",
       "14                0                    0                     0           0   \n",
       "15                1                    1                     1           1   \n",
       "16                2                    1                     1           1   \n",
       "17                2                    1                     1           1   \n",
       "18                1                    2                     2           2   \n",
       "19                0                    0                     0           0   \n",
       "20                0                    2                     2           2   \n",
       "21                2                    0                     0           0   \n",
       "22                2                    0                     0           0   \n",
       "23                2                    0                     0           0   \n",
       "24                1                    2                     2           2   \n",
       "25                1                    0                     0           0   \n",
       "26                1                    0                     0           0   \n",
       "27                2                    2                     2           2   \n",
       "28                0                    1                     1           1   \n",
       "29                0                    1                     1           1   \n",
       "30                0                    0                     0           0   \n",
       "31                0                    1                     1           1   \n",
       "32                1                    0                     0           0   \n",
       "33                2                    2                     2           2   \n",
       "34                2                    0                     0           0   \n",
       "35                2                    0                     0           0   \n",
       "36                0                    1                     1           1   \n",
       "37                2                    1                     1           1   \n",
       "38                2                    1                     1           1   \n",
       "39                0                    2                     2           2   \n",
       "40                1                    2                     2           2   \n",
       "41                0                    0                     0           0   \n",
       "42                2                    1                     1           1   \n",
       "43                0                    0                     0           0   \n",
       "44                0                    1                     1           1   \n",
       "\n",
       "    ...  PassiveAggressiveClassifier  Perceptron  \\\n",
       "0   ...                            2           2   \n",
       "1   ...                            2           1   \n",
       "2   ...                            1           1   \n",
       "3   ...                            0           0   \n",
       "4   ...                            2           2   \n",
       "5   ...                            1           1   \n",
       "6   ...                            0           0   \n",
       "7   ...                            2           1   \n",
       "8   ...                            0           0   \n",
       "9   ...                            0           1   \n",
       "10  ...                            1           1   \n",
       "11  ...                            0           0   \n",
       "12  ...                            2           2   \n",
       "13  ...                            0           0   \n",
       "14  ...                            0           0   \n",
       "15  ...                            1           1   \n",
       "16  ...                            1           1   \n",
       "17  ...                            1           1   \n",
       "18  ...                            2           2   \n",
       "19  ...                            0           0   \n",
       "20  ...                            2           2   \n",
       "21  ...                            0           0   \n",
       "22  ...                            0           0   \n",
       "23  ...                            0           0   \n",
       "24  ...                            2           2   \n",
       "25  ...                            0           0   \n",
       "26  ...                            0           0   \n",
       "27  ...                            2           1   \n",
       "28  ...                            1           1   \n",
       "29  ...                            1           1   \n",
       "30  ...                            0           0   \n",
       "31  ...                            1           1   \n",
       "32  ...                            0           0   \n",
       "33  ...                            2           1   \n",
       "34  ...                            0           0   \n",
       "35  ...                            0           0   \n",
       "36  ...                            1           1   \n",
       "37  ...                            1           1   \n",
       "38  ...                            1           1   \n",
       "39  ...                            2           2   \n",
       "40  ...                            2           2   \n",
       "41  ...                            0           0   \n",
       "42  ...                            1           1   \n",
       "43  ...                            0           0   \n",
       "44  ...                            1           1   \n",
       "\n",
       "    QuadraticDiscriminantAnalysis  RandomForestClassifier  RidgeClassifier  \\\n",
       "0                               2                       2                2   \n",
       "1                               2                       2                2   \n",
       "2                               1                       1                1   \n",
       "3                               0                       0                0   \n",
       "4                               2                       2                2   \n",
       "5                               1                       1                2   \n",
       "6                               0                       0                0   \n",
       "7                               2                       2                2   \n",
       "8                               0                       0                0   \n",
       "9                               1                       1                2   \n",
       "10                              1                       1                1   \n",
       "11                              0                       0                0   \n",
       "12                              2                       2                2   \n",
       "13                              0                       0                0   \n",
       "14                              0                       0                0   \n",
       "15                              1                       1                1   \n",
       "16                              1                       1                2   \n",
       "17                              1                       1                1   \n",
       "18                              2                       2                2   \n",
       "19                              0                       0                0   \n",
       "20                              2                       2                2   \n",
       "21                              0                       0                0   \n",
       "22                              0                       0                0   \n",
       "23                              0                       0                0   \n",
       "24                              2                       2                2   \n",
       "25                              0                       0                0   \n",
       "26                              0                       0                0   \n",
       "27                              2                       2                2   \n",
       "28                              1                       1                2   \n",
       "29                              1                       1                1   \n",
       "30                              0                       0                0   \n",
       "31                              1                       1                1   \n",
       "32                              0                       0                0   \n",
       "33                              2                       2                2   \n",
       "34                              0                       0                0   \n",
       "35                              0                       0                0   \n",
       "36                              1                       1                1   \n",
       "37                              1                       1                1   \n",
       "38                              1                       1                1   \n",
       "39                              2                       2                2   \n",
       "40                              2                       2                2   \n",
       "41                              0                       0                0   \n",
       "42                              1                       1                1   \n",
       "43                              0                       0                0   \n",
       "44                              1                       1                1   \n",
       "\n",
       "    RidgeClassifierCV  SGDClassifier  SVC  XGBClassifier  LGBMClassifier  \n",
       "0                   2              2    2              2               2  \n",
       "1                   2              2    2              2               2  \n",
       "2                   1              1    1              1               1  \n",
       "3                   0              0    0              0               0  \n",
       "4                   2              2    2              2               2  \n",
       "5                   2              1    1              1               1  \n",
       "6                   0              0    0              0               0  \n",
       "7                   2              2    2              2               2  \n",
       "8                   0              0    0              0               0  \n",
       "9                   2              1    1              1               1  \n",
       "10                  1              1    1              1               1  \n",
       "11                  0              0    0              0               0  \n",
       "12                  2              2    2              2               2  \n",
       "13                  0              0    0              0               0  \n",
       "14                  0              0    0              0               0  \n",
       "15                  1              1    1              1               1  \n",
       "16                  2              1    1              1               1  \n",
       "17                  1              1    1              1               1  \n",
       "18                  2              2    2              2               2  \n",
       "19                  0              0    0              0               0  \n",
       "20                  2              2    2              2               2  \n",
       "21                  0              0    0              0               0  \n",
       "22                  0              0    0              0               0  \n",
       "23                  0              0    0              0               0  \n",
       "24                  2              2    2              2               2  \n",
       "25                  0              0    0              0               0  \n",
       "26                  0              0    0              0               0  \n",
       "27                  2              2    2              2               2  \n",
       "28                  2              1    1              1               1  \n",
       "29                  1              1    1              1               1  \n",
       "30                  0              0    0              0               0  \n",
       "31                  1              1    1              1               1  \n",
       "32                  0              0    0              0               0  \n",
       "33                  2              2    2              2               2  \n",
       "34                  0              0    0              0               0  \n",
       "35                  0              0    0              0               0  \n",
       "36                  1              1    1              1               1  \n",
       "37                  1              1    1              1               1  \n",
       "38                  1              1    1              1               1  \n",
       "39                  2              2    2              2               2  \n",
       "40                  2              2    2              2               2  \n",
       "41                  0              0    0              0               0  \n",
       "42                  1              1    1              1               1  \n",
       "43                  0              0    0              0               0  \n",
       "44                  1              1    1              1               1  \n",
       "\n",
       "[45 rows x 28 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to check the predications for the models \n",
    "predictions_c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load the fetch_california_housing dataset\n",
    "data1=fetch_california_housing()\n",
    "X1=data1.data\n",
    "Y1=data1.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split the dataset \n",
    "X_train1, X_test1, Y_train1, Y_test1 =train_test_split(X1,Y1,test_size=.3,random_state =23)\n",
    "regr=LazyRegressor(verbose=0,predictions=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███| 43/43 [02:16<00:00,  3.17s/it]\n"
     ]
    }
   ],
   "source": [
    "# fit and train the model \n",
    "start_time_2=time.time()\n",
    "models_r,predictions_r=regr.fit(X_train1, X_test1, Y_train1, Y_test1)\n",
    "end_time_2=time.time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>R-Squared</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>Time Taken</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Model</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>LGBMRegressor</th>\n",
       "      <td>0.84</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.42</td>\n",
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       "    <tr>\n",
       "      <th>HistGradientBoostingRegressor</th>\n",
       "      <td>0.84</td>\n",
       "      <td>0.46</td>\n",
       "      <td>2.80</td>\n",
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       "    <tr>\n",
       "      <th>XGBRegressor</th>\n",
       "      <td>0.84</td>\n",
       "      <td>0.47</td>\n",
       "      <td>1.13</td>\n",
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       "    <tr>\n",
       "      <th>ExtraTreesRegressor</th>\n",
       "      <td>0.82</td>\n",
       "      <td>0.50</td>\n",
       "      <td>3.32</td>\n",
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       "    <tr>\n",
       "      <th>RandomForestRegressor</th>\n",
       "      <td>0.81</td>\n",
       "      <td>0.50</td>\n",
       "      <td>7.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BaggingRegressor</th>\n",
       "      <td>0.79</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.79</td>\n",
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       "    <tr>\n",
       "      <th>GradientBoostingRegressor</th>\n",
       "      <td>0.79</td>\n",
       "      <td>0.53</td>\n",
       "      <td>3.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NuSVR</th>\n",
       "      <td>0.77</td>\n",
       "      <td>0.55</td>\n",
       "      <td>6.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SVR</th>\n",
       "      <td>0.77</td>\n",
       "      <td>0.55</td>\n",
       "      <td>6.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KNeighborsRegressor</th>\n",
       "      <td>0.75</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.47</td>\n",
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       "    <tr>\n",
       "      <th>DecisionTreeRegressor</th>\n",
       "      <td>0.64</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ExtraTreeRegressor</th>\n",
       "      <td>0.58</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OrthogonalMatchingPursuit</th>\n",
       "      <td>0.47</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PoissonRegressor</th>\n",
       "      <td>0.46</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AdaBoostRegressor</th>\n",
       "      <td>0.44</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LassoCV</th>\n",
       "      <td>0.42</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GammaRegressor</th>\n",
       "      <td>0.39</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MLPRegressor</th>\n",
       "      <td>0.37</td>\n",
       "      <td>0.92</td>\n",
       "      <td>11.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ElasticNetCV</th>\n",
       "      <td>0.36</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LassoLarsCV</th>\n",
       "      <td>0.34</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LarsCV</th>\n",
       "      <td>0.34</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TransformedTargetRegressor</th>\n",
       "      <td>0.31</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LinearRegression</th>\n",
       "      <td>0.31</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LassoLarsIC</th>\n",
       "      <td>0.31</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lars</th>\n",
       "      <td>0.31</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ridge</th>\n",
       "      <td>0.31</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BayesianRidge</th>\n",
       "      <td>0.31</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RidgeCV</th>\n",
       "      <td>0.31</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TweedieRegressor</th>\n",
       "      <td>0.30</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GeneralizedLinearRegressor</th>\n",
       "      <td>0.30</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OrthogonalMatchingPursuitCV</th>\n",
       "      <td>0.26</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ElasticNet</th>\n",
       "      <td>0.21</td>\n",
       "      <td>1.03</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DummyRegressor</th>\n",
       "      <td>-0.00</td>\n",
       "      <td>1.16</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LassoLars</th>\n",
       "      <td>-0.00</td>\n",
       "      <td>1.16</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lasso</th>\n",
       "      <td>-0.00</td>\n",
       "      <td>1.16</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KernelRidge</th>\n",
       "      <td>-2.89</td>\n",
       "      <td>2.29</td>\n",
       "      <td>20.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RANSACRegressor</th>\n",
       "      <td>-4.99</td>\n",
       "      <td>2.84</td>\n",
       "      <td>0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LinearSVR</th>\n",
       "      <td>-10.05</td>\n",
       "      <td>3.86</td>\n",
       "      <td>0.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HuberRegressor</th>\n",
       "      <td>-10.95</td>\n",
       "      <td>4.01</td>\n",
       "      <td>0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SGDRegressor</th>\n",
       "      <td>-17.50</td>\n",
       "      <td>4.99</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PassiveAggressiveRegressor</th>\n",
       "      <td>-18.01</td>\n",
       "      <td>5.06</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GaussianProcessRegressor</th>\n",
       "      <td>-454.76</td>\n",
       "      <td>24.77</td>\n",
       "      <td>57.09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               R-Squared  RMSE  Time Taken\n",
       "Model                                                     \n",
       "LGBMRegressor                       0.84  0.46        0.42\n",
       "HistGradientBoostingRegressor       0.84  0.46        2.80\n",
       "XGBRegressor                        0.84  0.47        1.13\n",
       "ExtraTreesRegressor                 0.82  0.50        3.32\n",
       "RandomForestRegressor               0.81  0.50        7.87\n",
       "BaggingRegressor                    0.79  0.53        0.79\n",
       "GradientBoostingRegressor           0.79  0.53        3.12\n",
       "NuSVR                               0.77  0.55        6.97\n",
       "SVR                                 0.77  0.55        6.56\n",
       "KNeighborsRegressor                 0.75  0.58        0.47\n",
       "DecisionTreeRegressor               0.64  0.69        0.21\n",
       "ExtraTreeRegressor                  0.58  0.75        0.07\n",
       "OrthogonalMatchingPursuit           0.47  0.84        0.02\n",
       "PoissonRegressor                    0.46  0.85        0.05\n",
       "AdaBoostRegressor                   0.44  0.86        0.77\n",
       "LassoCV                             0.42  0.89        0.22\n",
       "GammaRegressor                      0.39  0.91        0.05\n",
       "MLPRegressor                        0.37  0.92       11.40\n",
       "ElasticNetCV                        0.36  0.93        0.24\n",
       "LassoLarsCV                         0.34  0.94        0.04\n",
       "LarsCV                              0.34  0.94        0.29\n",
       "TransformedTargetRegressor          0.31  0.96        0.06\n",
       "LinearRegression                    0.31  0.96        0.16\n",
       "LassoLarsIC                         0.31  0.96        0.01\n",
       "Lars                                0.31  0.96        0.24\n",
       "Ridge                               0.31  0.96        0.07\n",
       "BayesianRidge                       0.31  0.96        0.02\n",
       "RidgeCV                             0.31  0.96        0.03\n",
       "TweedieRegressor                    0.30  0.97        0.03\n",
       "GeneralizedLinearRegressor          0.30  0.97        0.91\n",
       "OrthogonalMatchingPursuitCV         0.26  1.00        0.06\n",
       "ElasticNet                          0.21  1.03        0.02\n",
       "DummyRegressor                     -0.00  1.16        0.01\n",
       "LassoLars                          -0.00  1.16        0.01\n",
       "Lasso                              -0.00  1.16        0.06\n",
       "KernelRidge                        -2.89  2.29       20.22\n",
       "RANSACRegressor                    -4.99  2.84        0.13\n",
       "LinearSVR                         -10.05  3.86        0.64\n",
       "HuberRegressor                    -10.95  4.01        0.13\n",
       "SGDRegressor                      -17.50  4.99        0.04\n",
       "PassiveAggressiveRegressor        -18.01  5.06        0.03\n",
       "GaussianProcessRegressor         -454.76 24.77       57.09"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to check which model did better on the fetch_california_housing dataset\n",
    "models_r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "      <td>5.00</td>\n",
       "      <td>2.07</td>\n",
       "      <td>2.19</td>\n",
       "      <td>2.93</td>\n",
       "      <td>4.46</td>\n",
       "      <td>4.15</td>\n",
       "      <td>2.41</td>\n",
       "      <td>...</td>\n",
       "      <td>3.11</td>\n",
       "      <td>4.32</td>\n",
       "      <td>2.95</td>\n",
       "      <td>2.95</td>\n",
       "      <td>2.66</td>\n",
       "      <td>3.90</td>\n",
       "      <td>2.95</td>\n",
       "      <td>2.53</td>\n",
       "      <td>5.02</td>\n",
       "      <td>4.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.15</td>\n",
       "      <td>1.92</td>\n",
       "      <td>1.59</td>\n",
       "      <td>2.17</td>\n",
       "      <td>2.07</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.57</td>\n",
       "      <td>2.16</td>\n",
       "      <td>1.71</td>\n",
       "      <td>1.74</td>\n",
       "      <td>...</td>\n",
       "      <td>1.64</td>\n",
       "      <td>1.76</td>\n",
       "      <td>1.59</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1.46</td>\n",
       "      <td>1.52</td>\n",
       "      <td>1.59</td>\n",
       "      <td>1.79</td>\n",
       "      <td>1.82</td>\n",
       "      <td>1.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.18</td>\n",
       "      <td>1.68</td>\n",
       "      <td>2.37</td>\n",
       "      <td>1.25</td>\n",
       "      <td>2.07</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.31</td>\n",
       "      <td>1.65</td>\n",
       "      <td>1.80</td>\n",
       "      <td>1.99</td>\n",
       "      <td>...</td>\n",
       "      <td>2.32</td>\n",
       "      <td>1.69</td>\n",
       "      <td>2.37</td>\n",
       "      <td>2.37</td>\n",
       "      <td>2.28</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.37</td>\n",
       "      <td>2.11</td>\n",
       "      <td>1.55</td>\n",
       "      <td>1.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.54</td>\n",
       "      <td>1.31</td>\n",
       "      <td>1.42</td>\n",
       "      <td>1.31</td>\n",
       "      <td>2.07</td>\n",
       "      <td>1.83</td>\n",
       "      <td>1.38</td>\n",
       "      <td>1.03</td>\n",
       "      <td>1.32</td>\n",
       "      <td>1.65</td>\n",
       "      <td>...</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1.31</td>\n",
       "      <td>1.42</td>\n",
       "      <td>1.42</td>\n",
       "      <td>1.09</td>\n",
       "      <td>1.35</td>\n",
       "      <td>1.42</td>\n",
       "      <td>1.65</td>\n",
       "      <td>1.47</td>\n",
       "      <td>1.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6187</th>\n",
       "      <td>2.80</td>\n",
       "      <td>3.02</td>\n",
       "      <td>2.44</td>\n",
       "      <td>3.43</td>\n",
       "      <td>2.07</td>\n",
       "      <td>1.99</td>\n",
       "      <td>2.23</td>\n",
       "      <td>2.71</td>\n",
       "      <td>2.92</td>\n",
       "      <td>1.87</td>\n",
       "      <td>...</td>\n",
       "      <td>2.54</td>\n",
       "      <td>3.11</td>\n",
       "      <td>2.44</td>\n",
       "      <td>2.43</td>\n",
       "      <td>2.14</td>\n",
       "      <td>2.86</td>\n",
       "      <td>2.44</td>\n",
       "      <td>1.97</td>\n",
       "      <td>3.11</td>\n",
       "      <td>3.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6188</th>\n",
       "      <td>1.43</td>\n",
       "      <td>1.20</td>\n",
       "      <td>1.35</td>\n",
       "      <td>1.62</td>\n",
       "      <td>2.07</td>\n",
       "      <td>1.86</td>\n",
       "      <td>1.31</td>\n",
       "      <td>1.12</td>\n",
       "      <td>1.14</td>\n",
       "      <td>1.63</td>\n",
       "      <td>...</td>\n",
       "      <td>1.45</td>\n",
       "      <td>1.17</td>\n",
       "      <td>1.35</td>\n",
       "      <td>1.34</td>\n",
       "      <td>1.24</td>\n",
       "      <td>1.18</td>\n",
       "      <td>1.35</td>\n",
       "      <td>1.62</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6189</th>\n",
       "      <td>1.96</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.25</td>\n",
       "      <td>2.07</td>\n",
       "      <td>1.97</td>\n",
       "      <td>2.03</td>\n",
       "      <td>1.84</td>\n",
       "      <td>1.87</td>\n",
       "      <td>1.90</td>\n",
       "      <td>...</td>\n",
       "      <td>2.09</td>\n",
       "      <td>1.61</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2.06</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.02</td>\n",
       "      <td>1.57</td>\n",
       "      <td>1.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6190</th>\n",
       "      <td>3.07</td>\n",
       "      <td>2.84</td>\n",
       "      <td>2.88</td>\n",
       "      <td>2.71</td>\n",
       "      <td>2.07</td>\n",
       "      <td>2.18</td>\n",
       "      <td>2.79</td>\n",
       "      <td>2.11</td>\n",
       "      <td>2.56</td>\n",
       "      <td>2.21</td>\n",
       "      <td>...</td>\n",
       "      <td>2.87</td>\n",
       "      <td>2.74</td>\n",
       "      <td>2.88</td>\n",
       "      <td>2.88</td>\n",
       "      <td>2.87</td>\n",
       "      <td>2.82</td>\n",
       "      <td>2.88</td>\n",
       "      <td>2.35</td>\n",
       "      <td>2.86</td>\n",
       "      <td>3.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6191</th>\n",
       "      <td>2.80</td>\n",
       "      <td>2.71</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.76</td>\n",
       "      <td>2.07</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.77</td>\n",
       "      <td>2.55</td>\n",
       "      <td>2.40</td>\n",
       "      <td>1.75</td>\n",
       "      <td>...</td>\n",
       "      <td>1.97</td>\n",
       "      <td>2.32</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.59</td>\n",
       "      <td>2.26</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.79</td>\n",
       "      <td>1.91</td>\n",
       "      <td>2.18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6192 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      AdaBoostRegressor  BaggingRegressor  BayesianRidge  \\\n",
       "0                  2.34              2.49           2.78   \n",
       "1                  3.41              4.10           2.95   \n",
       "2                  2.15              1.92           1.59   \n",
       "3                  2.18              1.68           2.37   \n",
       "4                  2.54              1.31           1.42   \n",
       "...                 ...               ...            ...   \n",
       "6187               2.80              3.02           2.44   \n",
       "6188               1.43              1.20           1.35   \n",
       "6189               1.96              1.50           2.05   \n",
       "6190               3.07              2.84           2.88   \n",
       "6191               2.80              2.71           1.93   \n",
       "\n",
       "      DecisionTreeRegressor  DummyRegressor  ElasticNet  ElasticNetCV  \\\n",
       "0                      2.27            2.07        2.10          2.60   \n",
       "1                      5.00            2.07        2.19          2.93   \n",
       "2                      2.17            2.07        1.96          1.57   \n",
       "3                      1.25            2.07        2.05          2.31   \n",
       "4                      1.31            2.07        1.83          1.38   \n",
       "...                     ...             ...         ...           ...   \n",
       "6187                   3.43            2.07        1.99          2.23   \n",
       "6188                   1.62            2.07        1.86          1.31   \n",
       "6189                   1.25            2.07        1.97          2.03   \n",
       "6190                   2.71            2.07        2.18          2.79   \n",
       "6191                   1.76            2.07        1.96          1.77   \n",
       "\n",
       "      ExtraTreeRegressor  ExtraTreesRegressor  GammaRegressor  ...  \\\n",
       "0                   1.69                 2.54            2.04  ...   \n",
       "1                   4.46                 4.15            2.41  ...   \n",
       "2                   2.16                 1.71            1.74  ...   \n",
       "3                   1.65                 1.80            1.99  ...   \n",
       "4                   1.03                 1.32            1.65  ...   \n",
       "...                  ...                  ...             ...  ...   \n",
       "6187                2.71                 2.92            1.87  ...   \n",
       "6188                1.12                 1.14            1.63  ...   \n",
       "6189                1.84                 1.87            1.90  ...   \n",
       "6190                2.11                 2.56            2.21  ...   \n",
       "6191                2.55                 2.40            1.75  ...   \n",
       "\n",
       "      RANSACRegressor  RandomForestRegressor  Ridge  RidgeCV  SGDRegressor  \\\n",
       "0                2.80                   2.46   2.78     2.77          2.73   \n",
       "1                3.11                   4.32   2.95     2.95          2.66   \n",
       "2                1.64                   1.76   1.59     1.58          1.46   \n",
       "3                2.32                   1.69   2.37     2.37          2.28   \n",
       "4                1.61                   1.31   1.42     1.42          1.09   \n",
       "...               ...                    ...    ...      ...           ...   \n",
       "6187             2.54                   3.11   2.44     2.43          2.14   \n",
       "6188             1.45                   1.17   1.35     1.34          1.24   \n",
       "6189             2.09                   1.61   2.05     2.05          1.78   \n",
       "6190             2.87                   2.74   2.88     2.88          2.87   \n",
       "6191             1.97                   2.32   1.93     1.93          1.59   \n",
       "\n",
       "      SVR  TransformedTargetRegressor  TweedieRegressor  XGBRegressor  \\\n",
       "0    2.67                        2.78              2.17          2.44   \n",
       "1    3.90                        2.95              2.53          5.02   \n",
       "2    1.52                        1.59              1.79          1.82   \n",
       "3    2.04                        2.37              2.11          1.55   \n",
       "4    1.35                        1.42              1.65          1.47   \n",
       "...   ...                         ...               ...           ...   \n",
       "6187 2.86                        2.44              1.97          3.11   \n",
       "6188 1.18                        1.35              1.62          1.30   \n",
       "6189 2.06                        2.05              2.02          1.57   \n",
       "6190 2.82                        2.88              2.35          2.86   \n",
       "6191 2.26                        1.93              1.79          1.91   \n",
       "\n",
       "      LGBMRegressor  \n",
       "0              2.58  \n",
       "1              4.82  \n",
       "2              1.72  \n",
       "3              1.58  \n",
       "4              1.28  \n",
       "...             ...  \n",
       "6187           3.01  \n",
       "6188           1.09  \n",
       "6189           1.57  \n",
       "6190           3.02  \n",
       "6191           2.18  \n",
       "\n",
       "[6192 rows x 42 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to check the predications for the models \n",
    "predictions_r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The time taken by LazyClassifier for 150 samples is 2.0 ms\n",
      "The time taken by LazyRegressor for 20640 samples is 127.0 ms\n"
     ]
    }
   ],
   "source": [
    "# time complexity \n",
    "print(\"The time taken by LazyClassifier for {0} samples is {1} ms\".format(len(data.data),round(end_time_1-start_time_1,0)))\n",
    "print(\"The time taken by LazyRegressor for {0} samples is {1} ms\".format(len(data1.data),round(end_time_2-start_time_2,0)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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