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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1. Wczytanie danych"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"X = pd.read_csv(\"../transformed_data/X_train.csv\")\n",
"y = pd.read_csv(\"../transformed_data/y_train.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Procalcitonin [Mass/volume] in Serum or Plasma</th>\n",
" <th>Creatine kinase [Enzymatic activity/volume] in Serum or Plasma</th>\n",
" <th>C reactive protein [Mass/volume] in Serum or Plasma</th>\n",
" <th>White Blood Cell (Elevated)</th>\n",
" <th>RBC Distribution Width</th>\n",
" <th>Monocytes/100 leukocytes in Blood by Automated count</th>\n",
" <th>pH of Arterial blood</th>\n",
" <th>Fibrin D-dimer FEU [Mass/volume] in Platelet poor plasma</th>\n",
" <th>Basophils/100 leukocytes in Blood by Automated count</th>\n",
" <th>Anion Gap</th>\n",
" <th>...</th>\n",
" <th>Ketones [Presence] in Urine by Test strip_3+</th>\n",
" <th>Ketones [Presence] in Urine by Test strip_trace</th>\n",
" <th>Clarity of Urine_cloudy</th>\n",
" <th>Clarity of Urine_translucent</th>\n",
" <th>Stage group.clinical Cancer_earlystage</th>\n",
" <th>Stage group.clinical Cancer_latestage</th>\n",
" <th>Rhinovirus RNA [Presence] in Respiratory specimen by NAA with probe detection_negative</th>\n",
" <th>HER2 [Presence] in Breast cancer specimen by Immune stain_negative</th>\n",
" <th>HER2 [Presence] in Breast cancer specimen by Immune stain_positive</th>\n",
" <th>Smokes tobacco daily_True</th>\n",
" </tr>\n",
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" <tr>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>0.1</td>\n",
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" <td>10.11</td>\n",
" <td>13.4</td>\n",
" <td>13.1</td>\n",
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" Procalcitonin [Mass/volume] in Serum or Plasma \\\n",
"0 0.1 \n",
"1 0.1 \n",
"2 0.1 \n",
"3 0.1 \n",
"4 0.1 \n",
"\n",
" Creatine kinase [Enzymatic activity/volume] in Serum or Plasma \\\n",
"0 33.91 \n",
"1 33.91 \n",
"2 33.91 \n",
"3 33.91 \n",
"4 33.91 \n",
"\n",
" C reactive protein [Mass/volume] in Serum or Plasma \\\n",
"0 10.11 \n",
"1 10.11 \n",
"2 10.11 \n",
"3 10.11 \n",
"4 10.11 \n",
"\n",
" White Blood Cell (Elevated) RBC Distribution Width \\\n",
"0 13.4 13.1 \n",
"1 13.4 13.1 \n",
"2 13.4 13.1 \n",
"3 13.4 13.1 \n",
"4 13.4 13.1 \n",
"\n",
" Monocytes/100 leukocytes in Blood by Automated count pH of Arterial blood \\\n",
"0 10.025 7.06 \n",
"1 10.025 7.06 \n",
"2 10.025 7.06 \n",
"3 10.025 7.06 \n",
"4 10.025 7.06 \n",
"\n",
" Fibrin D-dimer FEU [Mass/volume] in Platelet poor plasma \\\n",
"0 0.43 \n",
"1 0.43 \n",
"2 0.43 \n",
"3 0.43 \n",
"4 0.43 \n",
"\n",
" Basophils/100 leukocytes in Blood by Automated count Anion Gap ... \\\n",
"0 3.005 8.2 ... \n",
"1 3.005 8.2 ... \n",
"2 3.005 8.2 ... \n",
"3 3.005 8.2 ... \n",
"4 3.005 8.2 ... \n",
"\n",
" Ketones [Presence] in Urine by Test strip_3+ \\\n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
" Ketones [Presence] in Urine by Test strip_trace Clarity of Urine_cloudy \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" Clarity of Urine_translucent Stage group.clinical Cancer_earlystage \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" Stage group.clinical Cancer_latestage \\\n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
" Rhinovirus RNA [Presence] in Respiratory specimen by NAA with probe detection_negative \\\n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
" HER2 [Presence] in Breast cancer specimen by Immune stain_negative \\\n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
" HER2 [Presence] in Breast cancer specimen by Immune stain_positive \\\n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
" Smokes tobacco daily_True \n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
"[5 rows x 222 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(9048, 222)\n",
"(9048, 1)\n"
]
}
],
"source": [
"print(X.shape)\n",
"print(y.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2. EDA"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
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" <th>Basophils/100 leukocytes in Blood by Automated count</th>\n",
" <th>Anion Gap</th>\n",
" <th>...</th>\n",
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" <th>Ketones [Presence] in Urine by Test strip_trace</th>\n",
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" <th>Stage group.clinical Cancer_earlystage</th>\n",
" <th>Stage group.clinical Cancer_latestage</th>\n",
" <th>Rhinovirus RNA [Presence] in Respiratory specimen by NAA with probe detection_negative</th>\n",
" <th>HER2 [Presence] in Breast cancer specimen by Immune stain_negative</th>\n",
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" Procalcitonin [Mass/volume] in Serum or Plasma \\\n",
"0 0.1 \n",
"1 0.1 \n",
"2 0.1 \n",
"3 0.1 \n",
"4 0.1 \n",
"\n",
" Creatine kinase [Enzymatic activity/volume] in Serum or Plasma \\\n",
"0 33.91 \n",
"1 33.91 \n",
"2 33.91 \n",
"3 33.91 \n",
"4 33.91 \n",
"\n",
" C reactive protein [Mass/volume] in Serum or Plasma \\\n",
"0 10.11 \n",
"1 10.11 \n",
"2 10.11 \n",
"3 10.11 \n",
"4 10.11 \n",
"\n",
" White Blood Cell (Elevated) RBC Distribution Width \\\n",
"0 13.4 13.1 \n",
"1 13.4 13.1 \n",
"2 13.4 13.1 \n",
"3 13.4 13.1 \n",
"4 13.4 13.1 \n",
"\n",
" Monocytes/100 leukocytes in Blood by Automated count pH of Arterial blood \\\n",
"0 10.025 7.06 \n",
"1 10.025 7.06 \n",
"2 10.025 7.06 \n",
"3 10.025 7.06 \n",
"4 10.025 7.06 \n",
"\n",
" Fibrin D-dimer FEU [Mass/volume] in Platelet poor plasma \\\n",
"0 0.43 \n",
"1 0.43 \n",
"2 0.43 \n",
"3 0.43 \n",
"4 0.43 \n",
"\n",
" Basophils/100 leukocytes in Blood by Automated count Anion Gap ... \\\n",
"0 3.005 8.2 ... \n",
"1 3.005 8.2 ... \n",
"2 3.005 8.2 ... \n",
"3 3.005 8.2 ... \n",
"4 3.005 8.2 ... \n",
"\n",
" Ketones [Presence] in Urine by Test strip_3+ \\\n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
" Ketones [Presence] in Urine by Test strip_trace Clarity of Urine_cloudy \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" Clarity of Urine_translucent Stage group.clinical Cancer_earlystage \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" Stage group.clinical Cancer_latestage \\\n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
" Rhinovirus RNA [Presence] in Respiratory specimen by NAA with probe detection_negative \\\n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
" HER2 [Presence] in Breast cancer specimen by Immune stain_negative \\\n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
" HER2 [Presence] in Breast cancer specimen by Immune stain_positive \\\n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
" Smokes tobacco daily_True \n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
"[5 rows x 222 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 9048 entries, 0 to 9047\n",
"Columns: 222 entries, Procalcitonin [Mass/volume] in Serum or Plasma to Smokes tobacco daily_True\n",
"dtypes: float64(43), int64(179)\n",
"memory usage: 15.3 MB\n"
]
}
],
"source": [
"X.info()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Procalcitonin [Mass/volume] in Serum or Plasma</th>\n",
" <th>Creatine kinase [Enzymatic activity/volume] in Serum or Plasma</th>\n",
" <th>C reactive protein [Mass/volume] in Serum or Plasma</th>\n",
" <th>White Blood Cell (Elevated)</th>\n",
" <th>RBC Distribution Width</th>\n",
" <th>Monocytes/100 leukocytes in Blood by Automated count</th>\n",
" <th>pH of Arterial blood</th>\n",
" <th>Fibrin D-dimer FEU [Mass/volume] in Platelet poor plasma</th>\n",
" <th>Basophils/100 leukocytes in Blood by Automated count</th>\n",
" <th>Anion Gap</th>\n",
" <th>...</th>\n",
" <th>Ketones [Presence] in Urine by Test strip_3+</th>\n",
" <th>Ketones [Presence] in Urine by Test strip_trace</th>\n",
" <th>Clarity of Urine_cloudy</th>\n",
" <th>Clarity of Urine_translucent</th>\n",
" <th>Stage group.clinical Cancer_earlystage</th>\n",
" <th>Stage group.clinical Cancer_latestage</th>\n",
" <th>Rhinovirus RNA [Presence] in Respiratory specimen by NAA with probe detection_negative</th>\n",
" <th>HER2 [Presence] in Breast cancer specimen by Immune stain_negative</th>\n",
" <th>HER2 [Presence] in Breast cancer specimen by Immune stain_positive</th>\n",
" <th>Smokes tobacco daily_True</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>...</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" <td>9048.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.100612</td>\n",
" <td>34.221747</td>\n",
" <td>10.119776</td>\n",
" <td>13.396253</td>\n",
" <td>13.098442</td>\n",
" <td>10.025219</td>\n",
" <td>7.060000</td>\n",
" <td>0.462666</td>\n",
" <td>3.005082</td>\n",
" <td>8.202321</td>\n",
" <td>...</td>\n",
" <td>0.149425</td>\n",
" <td>0.034483</td>\n",
" <td>0.136715</td>\n",
" <td>0.053050</td>\n",
" <td>0.011826</td>\n",
" <td>0.024204</td>\n",
" <td>0.032604</td>\n",
" <td>0.029730</td>\n",
" <td>0.006300</td>\n",
" <td>0.038904</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.011126</td>\n",
" <td>5.500458</td>\n",
" <td>0.209493</td>\n",
" <td>0.160186</td>\n",
" <td>0.116452</td>\n",
" <td>0.129218</td>\n",
" <td>0.005288</td>\n",
" <td>0.562014</td>\n",
" <td>0.029159</td>\n",
" <td>0.452099</td>\n",
" <td>...</td>\n",
" <td>0.356527</td>\n",
" <td>0.182476</td>\n",
" <td>0.343566</td>\n",
" <td>0.224146</td>\n",
" <td>0.108108</td>\n",
" <td>0.153691</td>\n",
" <td>0.177607</td>\n",
" <td>0.169852</td>\n",
" <td>0.079125</td>\n",
" <td>0.193376</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.020000</td>\n",
" <td>19.720000</td>\n",
" <td>8.910000</td>\n",
" <td>11.100000</td>\n",
" <td>11.600000</td>\n",
" <td>7.910000</td>\n",
" <td>6.960000</td>\n",
" <td>0.300000</td>\n",
" <td>2.560000</td>\n",
" <td>2.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.100000</td>\n",
" <td>33.910000</td>\n",
" <td>10.110000</td>\n",
" <td>13.400000</td>\n",
" <td>13.100000</td>\n",
" <td>10.025000</td>\n",
" <td>7.060000</td>\n",
" <td>0.430000</td>\n",
" <td>3.005000</td>\n",
" <td>8.200000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.100000</td>\n",
" <td>33.910000</td>\n",
" <td>10.110000</td>\n",
" <td>13.400000</td>\n",
" <td>13.100000</td>\n",
" <td>10.025000</td>\n",
" <td>7.060000</td>\n",
" <td>0.430000</td>\n",
" <td>3.005000</td>\n",
" <td>8.200000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.100000</td>\n",
" <td>33.910000</td>\n",
" <td>10.110000</td>\n",
" <td>13.400000</td>\n",
" <td>13.100000</td>\n",
" <td>10.025000</td>\n",
" <td>7.060000</td>\n",
" <td>0.430000</td>\n",
" <td>3.005000</td>\n",
" <td>8.200000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>0.370000</td>\n",
" <td>161.340000</td>\n",
" <td>15.400000</td>\n",
" <td>15.000000</td>\n",
" <td>14.600000</td>\n",
" <td>12.270000</td>\n",
" <td>7.170000</td>\n",
" <td>14.050000</td>\n",
" <td>3.490000</td>\n",
" <td>14.900000</td>\n",
" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8 rows × 222 columns</p>\n",
"</div>"
],
"text/plain": [
" Procalcitonin [Mass/volume] in Serum or Plasma \\\n",
"count 9048.000000 \n",
"mean 0.100612 \n",
"std 0.011126 \n",
"min 0.020000 \n",
"25% 0.100000 \n",
"50% 0.100000 \n",
"75% 0.100000 \n",
"max 0.370000 \n",
"\n",
" Creatine kinase [Enzymatic activity/volume] in Serum or Plasma \\\n",
"count 9048.000000 \n",
"mean 34.221747 \n",
"std 5.500458 \n",
"min 19.720000 \n",
"25% 33.910000 \n",
"50% 33.910000 \n",
"75% 33.910000 \n",
"max 161.340000 \n",
"\n",
" C reactive protein [Mass/volume] in Serum or Plasma \\\n",
"count 9048.000000 \n",
"mean 10.119776 \n",
"std 0.209493 \n",
"min 8.910000 \n",
"25% 10.110000 \n",
"50% 10.110000 \n",
"75% 10.110000 \n",
"max 15.400000 \n",
"\n",
" White Blood Cell (Elevated) RBC Distribution Width \\\n",
"count 9048.000000 9048.000000 \n",
"mean 13.396253 13.098442 \n",
"std 0.160186 0.116452 \n",
"min 11.100000 11.600000 \n",
"25% 13.400000 13.100000 \n",
"50% 13.400000 13.100000 \n",
"75% 13.400000 13.100000 \n",
"max 15.000000 14.600000 \n",
"\n",
" Monocytes/100 leukocytes in Blood by Automated count \\\n",
"count 9048.000000 \n",
"mean 10.025219 \n",
"std 0.129218 \n",
"min 7.910000 \n",
"25% 10.025000 \n",
"50% 10.025000 \n",
"75% 10.025000 \n",
"max 12.270000 \n",
"\n",
" pH of Arterial blood \\\n",
"count 9048.000000 \n",
"mean 7.060000 \n",
"std 0.005288 \n",
"min 6.960000 \n",
"25% 7.060000 \n",
"50% 7.060000 \n",
"75% 7.060000 \n",
"max 7.170000 \n",
"\n",
" Fibrin D-dimer FEU [Mass/volume] in Platelet poor plasma \\\n",
"count 9048.000000 \n",
"mean 0.462666 \n",
"std 0.562014 \n",
"min 0.300000 \n",
"25% 0.430000 \n",
"50% 0.430000 \n",
"75% 0.430000 \n",
"max 14.050000 \n",
"\n",
" Basophils/100 leukocytes in Blood by Automated count Anion Gap ... \\\n",
"count 9048.000000 9048.000000 ... \n",
"mean 3.005082 8.202321 ... \n",
"std 0.029159 0.452099 ... \n",
"min 2.560000 2.000000 ... \n",
"25% 3.005000 8.200000 ... \n",
"50% 3.005000 8.200000 ... \n",
"75% 3.005000 8.200000 ... \n",
"max 3.490000 14.900000 ... \n",
"\n",
" Ketones [Presence] in Urine by Test strip_3+ \\\n",
"count 9048.000000 \n",
"mean 0.149425 \n",
"std 0.356527 \n",
"min 0.000000 \n",
"25% 0.000000 \n",
"50% 0.000000 \n",
"75% 0.000000 \n",
"max 1.000000 \n",
"\n",
" Ketones [Presence] in Urine by Test strip_trace \\\n",
"count 9048.000000 \n",
"mean 0.034483 \n",
"std 0.182476 \n",
"min 0.000000 \n",
"25% 0.000000 \n",
"50% 0.000000 \n",
"75% 0.000000 \n",
"max 1.000000 \n",
"\n",
" Clarity of Urine_cloudy Clarity of Urine_translucent \\\n",
"count 9048.000000 9048.000000 \n",
"mean 0.136715 0.053050 \n",
"std 0.343566 0.224146 \n",
"min 0.000000 0.000000 \n",
"25% 0.000000 0.000000 \n",
"50% 0.000000 0.000000 \n",
"75% 0.000000 0.000000 \n",
"max 1.000000 1.000000 \n",
"\n",
" Stage group.clinical Cancer_earlystage \\\n",
"count 9048.000000 \n",
"mean 0.011826 \n",
"std 0.108108 \n",
"min 0.000000 \n",
"25% 0.000000 \n",
"50% 0.000000 \n",
"75% 0.000000 \n",
"max 1.000000 \n",
"\n",
" Stage group.clinical Cancer_latestage \\\n",
"count 9048.000000 \n",
"mean 0.024204 \n",
"std 0.153691 \n",
"min 0.000000 \n",
"25% 0.000000 \n",
"50% 0.000000 \n",
"75% 0.000000 \n",
"max 1.000000 \n",
"\n",
" Rhinovirus RNA [Presence] in Respiratory specimen by NAA with probe detection_negative \\\n",
"count 9048.000000 \n",
"mean 0.032604 \n",
"std 0.177607 \n",
"min 0.000000 \n",
"25% 0.000000 \n",
"50% 0.000000 \n",
"75% 0.000000 \n",
"max 1.000000 \n",
"\n",
" HER2 [Presence] in Breast cancer specimen by Immune stain_negative \\\n",
"count 9048.000000 \n",
"mean 0.029730 \n",
"std 0.169852 \n",
"min 0.000000 \n",
"25% 0.000000 \n",
"50% 0.000000 \n",
"75% 0.000000 \n",
"max 1.000000 \n",
"\n",
" HER2 [Presence] in Breast cancer specimen by Immune stain_positive \\\n",
"count 9048.000000 \n",
"mean 0.006300 \n",
"std 0.079125 \n",
"min 0.000000 \n",
"25% 0.000000 \n",
"50% 0.000000 \n",
"75% 0.000000 \n",
"max 1.000000 \n",
"\n",
" Smokes tobacco daily_True \n",
"count 9048.000000 \n",
"mean 0.038904 \n",
"std 0.193376 \n",
"min 0.000000 \n",
"25% 0.000000 \n",
"50% 0.000000 \n",
"75% 0.000000 \n",
"max 1.000000 \n",
"\n",
"[8 rows x 222 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.describe()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(X.isnull().sum() > 0).sum()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
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"text/plain": [
"<Figure size 4000x4000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(40,40))\n",
"sns.heatmap(X.corr(), vmin=-1, vmax=1, cmap='coolwarm')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X['Respiratory Disorders'].sum()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"X.drop(['Respiratory Disorders'], axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"X_corr = X.corr().abs()\n",
"\n",
"high_corr = []\n",
"to_drop = set()\n",
"\n",
"for i in range(len(X_corr.columns)):\n",
" for j in range(i+1, len(X_corr.columns)):\n",
" if X_corr.iloc[i, j] > .98:\n",
" col_1 = X_corr.columns[i]\n",
" col_2 = X_corr.columns[j]\n",
" corr = X_corr.iloc[i, j]\n",
" high_corr.append((col_1, col_2, corr))\n",
" to_drop.add(col_2)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Columns with correlation > 0.98:\n",
"Bilirubin.total [Mass/volume] in Serum or Plasma_abnormal <-> Ferritin [Mass/volume] in Serum or Plasma_abnormal : 0.9959728153860173\n",
"Body Mass Index_abnormal <-> Body Mass Index_normal : 0.9839742527296425\n",
"Calcium_normal <-> Urea Nitrogen_normal : 1.0\n",
"Calcium [Mass/volume] in Serum or Plasma_normal <-> Urea nitrogen [Mass/volume] in Serum or Plasma_normal : 1.0\n",
"Diastolic Blood Pressure_abnormal <-> Diastolic Blood Pressure_normal : 0.9975674506121095\n",
"Diastolic Blood Pressure_abnormal <-> Systolic Blood Pressure_abnormal : 0.9926660729264255\n",
"Diastolic Blood Pressure_abnormal <-> Systolic Blood Pressure_normal : 0.9902281695048286\n",
"Diastolic Blood Pressure_normal <-> Systolic Blood Pressure_abnormal : 0.990249500799651\n",
"Diastolic Blood Pressure_normal <-> Systolic Blood Pressure_normal : 0.9926925140325418\n",
"Ferritin [Mass/volume] in Serum or Plasma_normal <-> Iron [Mass/volume] in Serum or Plasma_normal : 0.9889332332718642\n"
]
}
],
"source": [
"print(\"Columns with correlation > 0.98:\")\n",
"for i in range(10):\n",
" print(high_corr[i][0], \"<->\", high_corr[i][1], \":\", high_corr[i][2])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"44"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(to_drop)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(9048, 177)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.drop(to_drop, axis=1, inplace=True)\n",
"X.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3. Modelowanie"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.naive_bayes import GaussianNB, BernoulliNB\n",
"from sklearn.ensemble import GradientBoostingClassifier, RandomForestClassifier\n",
"from xgboost import XGBClassifier \n",
"from sklearn.svm import SVC\n",
"from sklearn.neighbors import KNeighborsClassifier"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(7238, 177)\n",
"(1810, 177)\n"
]
}
],
"source": [
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.2, train_size=.8, random_state=42)\n",
"print(X_train.shape)\n",
"print(X_test.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3.1 GridSearch"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import cross_val_score, StratifiedKFold\n",
"\n",
"def cross_validate_calculate_scores(model, X, y):\n",
" scores = ['roc_auc', 'accuracy', 'precision', 'recall', 'f1']\n",
" results = []\n",
" skf = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)\n",
" for score_name in scores: \n",
" score_results = cross_val_score(model, X, y, cv=skf, scoring=score_name)\n",
" results.append(score_results)\n",
" \n",
" return results"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import accuracy_score, recall_score, precision_score, f1_score, roc_auc_score\n",
"\n",
"def calculate_scores(X_train, X_test, y_train, y_test, model):\n",
" \n",
" val_scores = cross_validate_calculate_scores(model, X_test, y_test)\n",
" \n",
" sns.boxplot(data=val_scores)\n",
" plt.title(\"Cross validation scores for \" + str(model.__class__.__name__))\n",
" plt.xticks([0, 1, 2, 3, 4], ['roc_auc', 'accuracy', 'precision', 'recall', 'f1'])\n",
" \n",
" \n",
" model.fit(X_train, y_train)\n",
" y_predict = model.predict(X_test)\n",
" \n",
" accuracy = accuracy_score(y_test, y_predict)\n",
" recall = recall_score(y_test, y_predict)\n",
" precision = precision_score(y_test, y_predict)\n",
" f1 = f1_score(y_test, y_predict)\n",
" auc = roc_auc_score(y_test, y_predict)\n",
" gini = 2 * auc - 1\n",
" \n",
" score_names = ['roc_auc', 'accuracy', 'precision', 'recall', 'f1', 'gini']\n",
" scores = [auc, accuracy, precision, recall, f1, gini]\n",
" \n",
" plt.figure(figsize=(8, 5))\n",
" ax = sns.barplot(x= score_names, y=scores, color='palegreen')\n",
" plt.title('Scores on test dataset for ' + str(model.__class__.__name__))\n",
" \n",
" for i, score in enumerate(scores):\n",
" ax.text(i, score, f'{score:.2f}', ha='center', va='bottom')\n",
" \n",
" plt.show() "
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import GridSearchCV"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"def optimize_params(model, params_grid, X_train, y_train):\n",
" grid = GridSearchCV(estimator=model, param_grid=params_grid, scoring='recall', cv=5, n_jobs=-1)\n",
" grid_results= grid.fit(X_train, y_train) \n",
"\n",
" print(\"%s best recall_score: %f, using: %s\" %(model.__class__.__name__, grid_results.best_score_, grid_results.best_params_))\n",
" best_params = grid_results.best_params_\n",
"\n",
" if model.__class__.__name__ in (\"LogisticRegression\", \"DecisionTreeClassifier\", \"GradientBoostingClassifier\", \"RandomForestClassifier\", \"SVC\", \"XGBClassifier\"):\n",
" model = model.__class__(random_state=42, **best_params)\n",
" else:\n",
" model = model.__class__(**best_params)\n",
" \n",
" return model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1.1 LogisticRegression"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LogisticRegression best recall_score: 0.953804, using: {'C': 10.0, 'penalty': 'l2'}\n"
]
}
],
"source": [
"model1 = LogisticRegression(random_state=42)\n",
"\n",
"params_grid = {\"C\":np.logspace(-3,3,7), \"penalty\":[\"l1\",\"l2\"]}\n",
"\n",
"model1 = optimize_params(model1, params_grid, X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"calculate_scores(X_train, X_test, y_train, y_test, model1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1.2 DecisionTreeClassifier"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"DecisionTreeClassifier best recall_score: 0.916848, using: {'ccp_alpha': 0, 'criterion': 'entropy', 'max_depth': 9, 'max_features': 'sqrt', 'min_samples_leaf': 3}\n"
]
}
],
"source": [
"model2 = DecisionTreeClassifier(random_state=42)\n",
"\n",
"params_grid = {\"criterion\": [\"gini\", \"entropy\"],\n",
" \"max_depth\": np.arange(1, 11),\n",
" \"min_samples_leaf\": np.arange(1, 6),\n",
" \"max_features\": [\"sqrt\", \"log2\"],\n",
" \"ccp_alpha\": [0, 0.05, 0.1]}\n",
"\n",
"model2 = optimize_params(model2, params_grid, X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"calculate_scores(X_train, X_test, y_train, y_test, model2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1.3 GaussianNB"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"GaussianNB best recall_score: 0.982065, using: {'var_smoothing': 8.111308307896872e-05}\n"
]
}
],
"source": [
"model3 = GaussianNB()\n",
"\n",
"params_grid = {'var_smoothing': np.logspace(0,-9, num=100)}\n",
"\n",
"model3 = optimize_params(model3, params_grid, X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"calculate_scores(X_train, X_test, y_train, y_test, model3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1.4 BernoulliNB"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"BernoulliNB best recall_score: 0.807065, using: {'alpha': 0.012328467394420659, 'binarize': 1, 'fit_prior': False}\n"
]
}
],
"source": [
"model4 = BernoulliNB()\n",
"\n",
"params_grid = {\"alpha\": np.logspace(0,-9, num=100),\n",
" \"binarize\": [1],\n",
" \"fit_prior\": [False, True]}\n",
"\n",
"model4 = optimize_params(model4, params_grid, X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"calculate_scores(X_train, X_test, y_train, y_test, model4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1.5 GradientBoosting"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"GradientBoostingClassifier best recall_score: 0.969022, using: {'criterion': 'friedman_mse', 'loss': 'log_loss', 'n_estimators': 100, 'subsample': 0.8}\n"
]
}
],
"source": [
"model5 = GradientBoostingClassifier(random_state=42)\n",
"\n",
"params_grid = {\"loss\": [\"log_loss\", \"exponential\"],\n",
" \"criterion\": [\"friedman_mse\", \"squared_error\"],\n",
" \"subsample\": [0.8],\n",
" \"n_estimators\": [100]}\n",
"\n",
"model5 = optimize_params(model5, params_grid, X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"calculate_scores(X_train, X_test, y_train, y_test, model5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1.6 RandomForest"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"RandomForestClassifier best recall_score: 0.934239, using: {'ccp_alpha': 0, 'criterion': 'gini', 'max_depth': 8, 'max_features': 'sqrt', 'min_samples_leaf': 1}\n"
]
}
],
"source": [
"model6 = RandomForestClassifier(random_state=42)\n",
"\n",
"params_grid = {\"criterion\": [\"gini\", \"entropy\", \"log_loss\"],\n",
" \"max_depth\": np.arange(1, 9),\n",
" \"min_samples_leaf\": np.arange(1, 6),\n",
" \"max_features\": [\"sqrt\", \"log2\"],\n",
" \"ccp_alpha\": [0, 0.05, 0.1]}\n",
"\n",
"model6 = optimize_params(model6, params_grid, X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"calculate_scores(X_train, X_test, y_train, y_test, model6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1.7 SVC"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SVC best recall_score: 0.970109, using: {'C': 5, 'degree': 2, 'gamma': 'auto', 'kernel': 'poly'}\n"
]
}
],
"source": [
"model7 = SVC(random_state=42)\n",
"\n",
"params_grid = {'C': [0.1, 1, 5, 10],\n",
" 'kernel': ['linear', 'poly', 'rbf', 'sigmoid'],\n",
" 'gamma': ['scale', 'auto'],\n",
" 'degree': [2, 3, 4]}\n",
"\n",
"model7 = optimize_params(model7, params_grid, X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Dw+Hu7t6offfy8jJ5euvGY7F161acO3cOy5cvx8svv4zBgwcjPDzc6L/ia268u+7Ntm1qW8DV4+7s7Iy2bds2qK2G6N69OxISEvDDDz/gv//9L4qLi7Fo0SIAV18vg8GAgoICs/tbU1ODkydPSs/fjK+vL37//Xc89thjCA8Pr7NcP3pjZWWFxx57DCkpKSgoKMDbb7+NzZs3S6eNzOHl5YXffvutzojFtVN5Dem7uYKDgwFcPfV3vZEjR+L333/HN998g1WrVsHBwcHodxwABg4cCGtra6xcudLi/aLWhYGFWoy4uDi0bdsWY8eORWlpaZ3njx8/jtTU1Ju2YW1tjQEDBmDjxo1Gt6IvLS3FqlWr8NBDD0lD1OfOnTNa187ODp07d4ZOpwNw9V4b1dXVRnV8fX1hb28v1bmZ4cOHw9raGqtXr8YXX3yBwYMHG31oXxthuH5EQQhxy32sT0REBH766Sfs3LlTKjt79iw+++wzo3qmtltTU4MPPvigTptt27Zt0Cmijh07IjAwECtWrMD58+el8gMHDuDbb79FRESEubtjUmVlJWpra43KunfvDisrK+k1GTp0KKysrDBr1qw6o0XX9jk8PBxKpRLvv/++0XH45JNPUFFRgUGDBt2yL08//TSKi4uxZMmSOs9dvnxZOgX2+++/13k+MDAQABr0e3SjiIgI6PV6LFiwwKh83rx5UCgUGDhwoNltAlevMjMV8mpqapCTkwMrKyt07tzZ6LmhQ4fC1tYWH3zwAb755hs8+eSTde7x4unpiXHjxuHbb79FWlpanfYNBgPmzp3bpCNk1DLwsmZqMXx9fbFq1SqMGDEC/v7+Rne6/fHHH/HFF1806Ltz3nrrLWRnZ+Ohhx7CxIkTYWNjg8WLF0On0+G9996T6nXr1g2PPPIIgoKC0L59e+zevRv/93//h5iYGADA0aNH8dhjj+Hpp59Gt27dYGNjgw0bNqC0tLTO+XxTOnTogEcffRQpKSm4cOGC0ekg4OpQua+vL/71r3+huLgYDg4OWLdundkTfK+Ji4tDeno6Hn/8cbz88svSZc1eXl5Gc3N69+6Ndu3aISoqSrrNenp6uslTMUFBQVizZg1iY2PRs2dP2NnZ1fkP+po5c+Zg4MCBCA0NxT//+U/psmZHR8c6o1aNtXnzZsTExOCpp55Cly5dUFtbi/T0dFhbW2P48OEAgM6dO2PGjBl488030bdvXzz55JNQqVTYtWsX3N3dkZycDBcXF8THx+ONN97A448/jieeeAJHjhzBBx98gJ49e0rzeW7m+eefx9q1azF+/Hhs2bIFffr0gV6vx+HDh7F27VpkZWUhODgYs2bNwg8//IBBgwbBy8sLZWVl+OCDD9CpUyc89NBDZh+DIUOG4NFHH8WMGTPw66+/IiAgAN9++y02btyIKVOmwNfX1+w2AeD06dPo1asX+vXrh8ceewxubm4oKyvD6tWrsW/fPkyZMgXOzs5G69jZ2WHo0KHSPBZTE7yBq6fxjh8/jpdeegnr16/H4MGD0a5dOxQWFuKLL77A4cOHG/Q3Ra1cc12eRNRYR48eFePGjRPe3t5CqVQKe3t70adPH5GWlmZ0yS3+d1MsU/Ly8oRWqxV2dnbC1tZWPProo+LHH380qvPWW2+JXr16CScnJ6HRaETXrl3F22+/LWpqaoQQQpSXl4tJkyaJrl27irZt2wpHR0cREhIi1q5d2+B9WbJkiQAg7O3txeXLl+s8X1BQIMLDw4WdnZ1wdnYW48aNE/v27atzyXBDbxz3888/i7CwsFveOG779u3iwQcfFBqNRri7u4u4uDiRlZVldHMyIa7eoOwf//iHcHJyatCN47777jvRp08fodFohIODgxgyZEi9N4678TLfZcuW1ennjU6cOCHGjBkjfH19hVqtFu3btxePPvqo+O677+rUXbp0qbj//vuFSqUS7dq1E2FhYSI7O9uozoIFC0TXrl1FmzZthKurq5gwYUK9N44zpaamRsyePVvcd9990naCgoLEG2+8ISoqKoQQV2+mFxkZKdzd3YVSqRTu7u7i2WefFUePHq13P2+17QsXLohXXnlFuLu7izZt2gg/P7+b3jiuISorK0VqaqrQarWiU6dOok2bNsLe3l6EhoaKJUuW1Gn7mk2bNgkAomPHjnUuI79ebW2t+Pjjj0Xfvn2Fo6OjaNOmjfDy8hLR0dG85JmEEEIohLjFDDYiIiKiZsY5LERERCR7DCxEREQkewwsREREJHsMLERERCR7DCxEREQkewwsREREJHut5sZxBoMBv/32G+zt7Rt8u3AiIiJqXkIIXLhwAe7u7nW+Qf16rSaw/Pbbb0bfAUNEREQtR1FRETp16lTv860msFz7KvWioiLpu2CIiIhI3iorK+Hp6Sl9jten1QSWa6eBHBwcGFiIiIhamFtN5+CkWyIiIpI9BhYiIiKSPQYWIiIikj2zA8sPP/yAIUOGwN3dHQqFAhkZGbdcZ+vWrXjggQegUqnQuXNnLF++vE6dhQsXwtvbG2q1GiEhIdi5c6e5XSMiIqJWyuzAUlVVhYCAACxcuLBB9U+ePIlBgwbh0Ucfxd69ezFlyhSMHTsWWVlZUp01a9YgNjYWiYmJyMvLQ0BAALRaLcrKysztHhEREbVCCiGEaPTKCgU2bNiAoUOH1ltn2rRp2LRpEw4cOCCVPfPMMzh//jwyMzMBACEhIejZsycWLFgA4OpN4Dw9PTF58mRMnz69QX2prKyEo6MjKioqeJUQERFRC9HQz+8mn8OSm5uL8PBwozKtVovc3FwAQE1NDfbs2WNUx8rKCuHh4VIdU3Q6HSorK40WIiIiap2aPLCUlJTA1dXVqMzV1RWVlZW4fPkyysvLodfrTdYpKSmpt93k5GQ4OjpKC+9yS0RE1Hq12KuE4uPjUVFRIS1FRUXN3SUiIiJqIk1+p1s3NzeUlpYalZWWlsLBwQEajQbW1tawtrY2WcfNza3edlUqFVQqVZP0mYiIiOSlyUdYQkNDkZOTY1SWnZ2N0NBQAIBSqURQUJBRHYPBgJycHKkOERER3dnMHmG5ePEifvnlF+nxyZMnsXfvXrRv3x5333034uPjUVxcjE8//RQAMH78eCxYsABxcXEYM2YMNm/ejLVr12LTpk1SG7GxsYiKikJwcDB69eqF+fPno6qqCtHR0RbYxaYhhEB1dbVF29PpdACujh7d6jsVzKFWqy3aHhER0V/N7MCye/duPProo9Lj2NhYAEBUVBSWL1+OM2fOoLCwUHr+nnvuwaZNm/DKK68gNTUVnTp1wscffwytVivVGTFiBM6ePYuZM2eipKQEgYGByMzMrDMR93ZZMmRUV1cjMjLSIm01tY0bN0KtVlusPQYgIiL6q93WfVjkpCHXcV++fNkoKFHjZGVlQaPRNHc3iIioFZDNfViIiIiIbleTXyUkV1UPjASsZLT7QgCG2qs/W9kAcjvlYqhF27zPmrsXRER0h5LRJ3bTMzr7JbczYQoFYN2muXtRv+uOVys5i0hERC3IHRVYrl2FAwBt81c1Y09aNp1OB1tb2+buBhER3UE4h4WIiIhk744aYbn+zrhV9/9D3qdg5EZ/RRqV4h2GiYjor3ZHBRaje4dYt2FgaSTeg4WIiP5qd1RgMXLtihy5aAFXCRERETWXOzaw8BJdIiKiloOTbomIiEj27qgRFrVajaysrObuhknXfzeRpb/7x9Lk3DciImqd7qjAolAoWsR34KjV6hbRTyIior8KTwkRERGR7DGwEBERkezdUaeELEkIgerqaou1d31blmwXuHqKifdOISKiloyBpZGqq6uh1WqbpO1rk28tJSsri3NiiIioReMpISIiIpI9jrA0kqUvkRZCSN8mrVKpLHoKh5chExFRS8fA0khNcYm0ra2tRdsjIiJqLXhKiIiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkr1GBZeHChfD29oZarUZISAh27txZb90rV65g1qxZ8PX1hVqtRkBAADIzM43qXLhwAVOmTIGXlxc0Gg169+6NXbt2NaZrRERE1AqZHVjWrFmD2NhYJCYmIi8vDwEBAdBqtSgrKzNZPyEhAYsXL0ZaWhoKCgowfvx4DBs2DPn5+VKdsWPHIjs7G+np6di/fz8GDBiA8PBwFBcXN37PiIiIqNVQCCGEOSuEhISgZ8+eWLBgAQDAYDDA09MTkydPxvTp0+vUd3d3x4wZMzBp0iSpbPjw4dBoNFi5ciUuX74Me3t7bNy4EYMGDZLqBAUFYeDAgXjrrbca1K/Kyko4OjqioqICDg4O5uwSERERNZOGfn6bNcJSU1ODPXv2IDw8/M8GrKwQHh6O3Nxck+vodDqo1WqjMo1Gg23btgEAamtrodfrb1qnvnYrKyuNFiIiImqdzAos5eXl0Ov1cHV1NSp3dXVFSUmJyXW0Wi1SUlJw7NgxGAwGZGdnY/369Thz5gwAwN7eHqGhoXjzzTfx22+/Qa/XY+XKlcjNzZXqmJKcnAxHR0dp8fT0NGdXiIiIqAVp8quEUlNT4efnh65du0KpVCImJgbR0dGwsvpz0+np6RBCwMPDAyqVCu+//z6effZZozo3io+PR0VFhbQUFRU19a4QERFRMzErsDg7O8Pa2hqlpaVG5aWlpXBzczO5jouLCzIyMlBVVYVTp07h8OHDsLOzg4+Pj1TH19cX33//PS5evIiioiLs3LkTV65cMapzI5VKBQcHB6OFiIiIWiezAotSqURQUBBycnKkMoPBgJycHISGht50XbVaDQ8PD9TW1mLdunWIjIysU6dt27bo2LEj/vjjD2RlZZmsQ0RERHceG3NXiI2NRVRUFIKDg9GrVy/Mnz8fVVVViI6OBgCMGjUKHh4eSE5OBgDs2LEDxcXFCAwMRHFxMZKSkmAwGBAXFye1mZWVBSEE7r33Xvzyyy+YOnUqunbtKrVJREREdzazA8uIESNw9uxZzJw5EyUlJQgMDERmZqY0EbewsNBo7kl1dTUSEhJw4sQJ2NnZISIiAunp6XBycpLqVFRUID4+HqdPn0b79u0xfPhwvP3222jTps3t7yERERG1eGbfh0WueB8WIiKilqdJ7sNCRERE1BwYWIiIiEj2GFiIiIhI9hhYiIiISPYYWIiIiEj2GFiIiIhI9hhYiIiISPYYWIiIiEj2GFiIiIhI9hhYiIiISPYYWIiIiEj2GFiIiIhI9hhYiIiISPYYWIiIiEj2GFiIiIhI9hhYiIiISPYYWIiIiEj2GFiIiIhI9hhYiIiISPYYWIiIiEj2bJq7A3RnEkKgurraou3pdDqLtddUVCoVFAqFxdpTq9UWbY+ISK4YWKhZVFdXQ6vVNnc3WrysrCxoNJrm7gYRUZPjKSEiIiKSPY6wULNb+PB5qKzFbbUhBFBjsFCHmpDSCrjdMzg6vQKTfnCySH+IiFoKBhZqdiprAbX17bdz55wYub1wR0TUEvGUEBEREckeAwsRERHJHgMLERERyR4DCxEREckeAwsRERHJHgMLERERyR4DCxEREcke78NCzUKIP+8lotM3Y0daoOuP1/XHkYioNWtUYFm4cCHmzJmDkpISBAQEIC0tDb169TJZ98qVK0hOTsaKFStQXFyMe++9F7Nnz8bjjz8u1dHr9UhKSsLKlStRUlICd3d3jB49GgkJCfxit1bq+i8qnPRDu2bsScum0+lga2vb3N0gImpyZp8SWrNmDWJjY5GYmIi8vDwEBARAq9WirKzMZP2EhAQsXrwYaWlpKCgowPjx4zFs2DDk5+dLdWbPno0PP/wQCxYswKFDhzB79my89957SEtLa/yeERERUauhEGaOKYeEhKBnz55YsGABAMBgMMDT0xOTJ0/G9OnT69R3d3fHjBkzMGnSJKls+PDh0Gg0WLlyJQBg8ODBcHV1xSeffFJvnVuprKyEo6MjKioq4ODgYM4uUTO4dOmSNMq28OE/oLLArfnvFDr9n6NSmZmZHGEhohatoZ/fZp0SqqmpwZ49exAfHy+VWVlZITw8HLm5uSbX0el0UKvVRmUajQbbtm2THvfu3RsfffQRjh49ii5dumDfvn3Ytm0bUlJS6u2LTqczOq1QWVlpzq5QM7v+VJ/KGhb5LqE7EU+ZEtGdwqzAUl5eDr1eD1dXV6NyV1dXHD582OQ6Wq0WKSkpePjhh+Hr64ucnBysX78eev2fMwenT5+OyspKdO3aFdbW1tDr9Xj77bcxcuTIevuSnJyMN954w5zuExERUQvV5Jc1p6amws/PD127doVSqURMTAyio6NhZfXnpteuXYvPPvsMq1atQl5eHlasWIF///vfWLFiRb3txsfHo6KiQlqKioqaeleIiIiomZg1wuLs7Axra2uUlpYalZeWlsLNzc3kOi4uLsjIyEB1dTXOnTsHd3d3TJ8+HT4+PlKdqVOnYvr06XjmmWcAAN27d8epU6eQnJyMqKgok+2qVCqoVCpzuk9EREQtlFkjLEqlEkFBQcjJyZHKDAYDcnJyEBoaetN11Wo1PDw8UFtbi3Xr1iEyMlJ67tKlS0YjLgBgbW0Ng8FgTveIiIiolTL7PiyxsbGIiopCcHAwevXqhfnz56OqqgrR0dEAgFGjRsHDwwPJyckAgB07dqC4uBiBgYEoLi5GUlISDAYD4uLipDaHDBmCt99+G3fffTfuu+8+5OfnIyUlBWPGjLHQbhIREVFLZnZgGTFiBM6ePYuZM2eipKQEgYGByMzMlCbiFhYWGo2WVFdXIyEhASdOnICdnR0iIiKQnp4OJycnqU5aWhpef/11TJw4EWVlZXB3d8eLL76ImTNn3v4eEhERUYtn9n1Y5Ir3YWlZLl++DK1WCwD4+NE/eFmzGar1wNgtV+/DkpWVBY1G08w9IiJqvCa5DwtRU9DpFQDkk5uFAGr+N31KaQXI7VYnV48XEdGdhYGFmt2kH5yauwtErZIQAtXV1RZt79oNO1UqlUVvXKhWq3kjRLopBhYiIpmwdMCorq42uiJTzjZu3FjnruiNxfDTOnEOCzULS78xW9L1b/KWfBNtCnxjbl2un9tFjce5XS0L57CQrCkUihbxhqJWq1tEP4mIWjsGFiIiGZoGQNncnbiBAHDlfz+3ASCnsb0aALObuxPUpBhYiMiiWspET7mfTlMCUMoqElwl3y9EaRWzG+gmGFiIyKKqq6tbxDwMznMgalma/NuaiYiIiG4XR1iIyKLUajWysrIs1l5TXbUl56u/iKguBhYisqimvAKMV20R3bl4SoiIiIhkjyMs1CpY8sqU69ux9M3t5H5lChGRXDGwUKvQVFemWPq25rwyhYiocXhKiIiIiGSPIyzUKljyypSm/kZaIiIyHwMLtQqWvjLF1tbWYm0REdHt4ykhIiIikj0GFiIiIpI9BhYiIiKSPQYWIiIikj0GFiIiIpI9BhYiIiKSPQYWIiIikj0GFiIiIpI9BhYiIiKSPQYWIiIikj0GFiIiIpI9BhYiIiKSPQYWIiIikj0GFiIiIpI9BhYiIiKSPQYWIiIikr1GBZaFCxfC29sbarUaISEh2LlzZ711r1y5glmzZsHX1xdqtRoBAQHIzMw0quPt7Q2FQlFnmTRpUmO6R0RERK2M2YFlzZo1iI2NRWJiIvLy8hAQEACtVouysjKT9RMSErB48WKkpaWhoKAA48ePx7Bhw5Cfny/V2bVrF86cOSMt2dnZAICnnnqqkbtFRERErYnZgSUlJQXjxo1DdHQ0unXrhkWLFsHW1hZLly41WT89PR2vvfYaIiIi4OPjgwkTJiAiIgJz586V6ri4uMDNzU1avvrqK/j6+iIsLKzxe0ZERESthlmBpaamBnv27EF4ePifDVhZITw8HLm5uSbX0el0UKvVRmUajQbbtm2rdxsrV67EmDFjoFAo6u2LTqdDZWWl0UJEREStk1mBpby8HHq9Hq6urkblrq6uKCkpMbmOVqtFSkoKjh07BoPBgOzsbKxfvx5nzpwxWT8jIwPnz5/H6NGjb9qX5ORkODo6Sounp6c5u0JEREQtSJNfJZSamgo/Pz907doVSqUSMTExiI6OhpWV6U1/8sknGDhwINzd3W/abnx8PCoqKqSlqKioKbpPREREMmBWYHF2doa1tTVKS0uNyktLS+Hm5mZyHRcXF2RkZKCqqgqnTp3C4cOHYWdnBx8fnzp1T506he+++w5jx469ZV9UKhUcHByMFiIiImqdzAosSqUSQUFByMnJkcoMBgNycnIQGhp603XVajU8PDxQW1uLdevWITIysk6dZcuWoUOHDhg0aJA53SIiIqJWzsbcFWJjYxEVFYXg4GD06tUL8+fPR1VVFaKjowEAo0aNgoeHB5KTkwEAO3bsQHFxMQIDA1FcXIykpCQYDAbExcUZtWswGLBs2TJERUXBxsbsbhEREVErZnYyGDFiBM6ePYuZM2eipKQEgYGByMzMlCbiFhYWGs1Pqa6uRkJCAk6cOAE7OztEREQgPT0dTk5ORu1+9913KCwsxJgxY25vj4iIiKjVadRQRkxMDGJiYkw+t3XrVqPHYWFhKCgouGWbAwYMgBCiMd0hIiKiVo7fJURERESyx8BCREREssfAQkRERLLHwEJERESyx+uHiYiImpgQAtXV1RZtT6fTAbh6I9WbffeeudRqtUXbsxQGFiIioiZWXV0NrVbb3N1okKysLGg0mubuRh0MLER3OEv/52dp1/dNzv20xH+l19/aoeZqyW21dyepue5nS9wiw9J/F3L+3b2RpftqqREbBhaiO1xL+s/P1Fd6yIUl/iu9NsQPALNvt0N3MJ1OB1tb29tqoyX9XViapf/OLDViw0m3REREJHscYSEiiX6IXn7vCgKA/n8/WwOQ01zAWsD6S2uLNadSqaSfpwFQWqzl1q8Gf45KXX8cLeGJwImwsWpj0TZvlxACekMtAMDaykZ2k2RrDVfwn70fWLRNub01EVFzsoE83xXk9VnRZK7/0FECUMoqncndn/NWLP3hbWPVBjbW8ouPbWDZYCZ3PCVEREREssfAQkRERLLHwEJERESyx8BCREREssfAQkRERLLHwEJERESyx8BCREREssfAQkRERLLHwEJERESyx8BCREREssfAQkRERLLHwEJERESyx8BCREREssfAQkRERLLHwEJERESyx8BCREREssfAQkRERLLHwEJERESyZ9PcHSAiIpIbIYT0c63+SjP2pGW6/phdfyxvBwMLERHRDXQ6nfTzf/Z90Iw9afl0Oh1sbW1vux2eEiIiIiLZ4wgLERHRDVQqlfTzEwETYWPdphl70/LU6q9II1PXH8vb0agRloULF8Lb2xtqtRohISHYuXNnvXWvXLmCWbNmwdfXF2q1GgEBAcjMzKxTr7i4GM899xzuuusuaDQadO/eHbt3725M94iIiG6LQqGQfraxbgMbayUXs5Y2Jo/l7TA7sKxZswaxsbFITExEXl4eAgICoNVqUVZWZrJ+QkICFi9ejLS0NBQUFGD8+PEYNmwY8vPzpTp//PEH+vTpgzZt2uCbb75BQUEB5s6di3bt2jV+z4iIiKjVMDuwpKSkYNy4cYiOjka3bt2waNEi2NraYunSpSbrp6en47XXXkNERAR8fHwwYcIEREREYO7cuVKd2bNnw9PTE8uWLUOvXr1wzz33YMCAAfD19W38nhEREVGrYVZgqampwZ49exAeHv5nA1ZWCA8PR25ursl1dDod1Gq1UZlGo8G2bdukx//5z38QHByMp556Ch06dMD999+PJUuW3LQvOp0OlZWVRgsRERG1TmYFlvLycuj1eri6uhqVu7q6oqSkxOQ6Wq0WKSkpOHbsGAwGA7Kzs7F+/XqcOXNGqnPixAl8+OGH8PPzQ1ZWFiZMmICXXnoJK1asqLcvycnJcHR0lBZPT09zdoWIiIhakCa/rDk1NRV+fn7o2rUrlEolYmJiEB0dDSurPzdtMBjwwAMP4J133sH999+PF154AePGjcOiRYvqbTc+Ph4VFRXSUlRU1NS7QkRERM3ErMDi7OwMa2trlJaWGpWXlpbCzc3N5DouLi7IyMhAVVUVTp06hcOHD8POzg4+Pj5SnY4dO6Jbt25G6/n7+6OwsLDevqhUKjg4OBgtRERE1DqZFViUSiWCgoKQk5MjlRkMBuTk5CA0NPSm66rVanh4eKC2thbr1q1DZGSk9FyfPn1w5MgRo/pHjx6Fl5eXOd0jIiKiVsrsG8fFxsYiKioKwcHB6NWrF+bPn4+qqipER0cDAEaNGgUPDw8kJycDAHbs2IHi4mIEBgaiuLgYSUlJMBgMiIuLk9p85ZVX0Lt3b7zzzjt4+umnsXPnTnz00Uf46KOPLLSbRERE1JKZHVhGjBiBs2fPYubMmSgpKUFgYCAyMzOlibiFhYVG81Oqq6uRkJCAEydOwM7ODhEREUhPT4eTk5NUp2fPntiwYQPi4+Mxa9Ys3HPPPZg/fz5Gjhx5+3tIRERELV6jbs0fExODmJgYk89t3brV6HFYWBgKCgpu2ebgwYMxePDgxnSHiIiIWjl++SERERHJHgMLERERyR4DCxEREckeAwsRERHJHgMLERERyR4DCxEREcleoy5rJqLWQwjx54Pa5utHi3Td8TI6jkRkcQwsRHc4nU4n/Wz9pXUz9qRl0+l0sLW1be5uELVaPCVEREREsscRFqI7nEqlkn7WD9HzXcEctX+OSl1/HInI8vjWRHSHUygUfz6wAd8VGsnoOBKRxfGUEBEREckeAwsRERHJHgd/iehPcrysWQDQ/+9nawByOvPShMerBsDVnZcPAeDK/35uA3m9FDVN2Hat4cqtK/3FhBDQG67+Alpb2cjulGRTHDMGFiKS8LJm+Zjd3B0gyX/2ftDcXSDwlBARERG1AArRSm7PWFlZCUdHR1RUVMDBwaG5u0PUYgghUF1d3dzdqFd1dTUiIyMBABs3boRarW7mHpmmVqtve1ier4Vl8LWQl1u9Hg39/OYpIaI7nEKhgEajae5uNIharW4xfW0MvhbywddCfnhKiIiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZK9RgWXhwoXw9vaGWq1GSEgIdu7cWW/dK1euYNasWfD19YVarUZAQAAyMzON6iQlJUGhUBgtXbt2bUzXiIiIqBUyO7CsWbMGsbGxSExMRF5eHgICAqDValFWVmayfkJCAhYvXoy0tDQUFBRg/PjxGDZsGPLz843q3XfffThz5oy0bNu2rXF7RERERK2O2YElJSUF48aNQ3R0NLp164ZFixbB1tYWS5cuNVk/PT0dr732GiIiIuDj44MJEyYgIiICc+fONapnY2MDNzc3aXF2dm7cHhEREVGrY1ZgqampwZ49exAeHv5nA1ZWCA8PR25ursl1dDod1Gq1UZlGo6kzgnLs2DG4u7vDx8cHI0eORGFh4U37otPpUFlZabQQERFR62RWYCkvL4der4erq6tRuaurK0pKSkyuo9VqkZKSgmPHjsFgMCA7Oxvr16/HmTNnpDohISFYvnw5MjMz8eGHH+LkyZPo27cvLly4UG9fkpOT4ejoKC2enp7m7AoRERG1IE1+lVBqair8/PzQtWtXKJVKxMTEIDo6GlZWf2564MCBeOqpp9CjRw9otVp8/fXXOH/+PNauXVtvu/Hx8aioqJCWoqKipt4VIiIiaiZmBRZnZ2dYW1ujtLTUqLy0tBRubm4m13FxcUFGRgaqqqpw6tQpHD58GHZ2dvDx8al3O05OTujSpQt++eWXeuuoVCo4ODgYLURERNQ6mRVYlEolgoKCkJOTI5UZDAbk5OQgNDT0puuq1Wp4eHigtrYW69atQ2RkZL11L168iOPHj6Njx47mdI+IiIhaKRtzV4iNjUVUVBSCg4PRq1cvzJ8/H1VVVYiOjgYAjBo1Ch4eHkhOTgYA7NixA8XFxQgMDERxcTGSkpJgMBgQFxcntfmvf/0LQ4YMgZeXF3777TckJibC2toazz77rIV2k4iIqPkIIVBdXW2x9q5vy5LtAlcHGBQKhUXbtASzA8uIESNw9uxZzJw5EyUlJQgMDERmZqY0EbewsNBofkp1dTUSEhJw4sQJ2NnZISIiAunp6XBycpLqnD59Gs8++yzOnTsHFxcXPPTQQ/jpp5/g4uJy+3tIRETUzKqrq6HVapuk7ZudsWiMrKwsaDQai7ZpCWYHFgCIiYlBTEyMyee2bt1q9DgsLAwFBQU3be/zzz9vTDeIiIjoDtGowEJEREQNp1arkZWVZbH2hBDQ6XQArl6EYslTODfeO00uGFiIiIiamEKhsPhpFltbW4u2J3f8tmYiIiKSPQYWIiIikj0GFiIiIpI9BhYiIiKSPQYWIiIikj0GFiIiIpI9BhYiIiKSPQYWIiIikj3eOI6ILKqlfMmbXL/gjYhMY2AhIotqKV/yJtcveCMi03hKiIiIiGSPIyxEZFEt5Uve5PoFb0RkGgMLEVkUv+SNiJoCTwkRERGR7DGwEBERkewxsBAREZHsMbAQERGR7DGwEBERkewxsBAREZHsMbAQERGR7DGwEBERkewxsBAREZHsMbAQERGR7DGwEBERkewxsBAREZHsMbAQERGR7DGwEBERkewxsBAREZHsMbAQERGR7DGwEBERkewxsBAREZHsNSqwLFy4EN7e3lCr1QgJCcHOnTvrrXvlyhXMmjULvr6+UKvVCAgIQGZmZr313333XSgUCkyZMqUxXSMiIqJWyOzAsmbNGsTGxiIxMRF5eXkICAiAVqtFWVmZyfoJCQlYvHgx0tLSUFBQgPHjx2PYsGHIz8+vU3fXrl1YvHgxevToYf6eEBERUatldmBJSUnBuHHjEB0djW7dumHRokWwtbXF0qVLTdZPT0/Ha6+9hoiICPj4+GDChAmIiIjA3LlzjepdvHgRI0eOxJIlS9CuXbvG7Q0RERG1SmYFlpqaGuzZswfh4eF/NmBlhfDwcOTm5ppcR6fTQa1WG5VpNBps27bNqGzSpEkYNGiQUds3o9PpUFlZabQQERFR62RWYCkvL4der4erq6tRuaurK0pKSkyuo9VqkZKSgmPHjsFgMCA7Oxvr16/HmTNnpDqff/458vLykJyc3OC+JCcnw9HRUVo8PT3N2RUiIiJqQZr8KqHU1FT4+fmha9euUCqViImJQXR0NKysrm66qKgIL7/8Mj777LM6IzE3Ex8fj4qKCmkpKipqql0gIiKiZmZWYHF2doa1tTVKS0uNyktLS+Hm5mZyHRcXF2RkZKCqqgqnTp3C4cOHYWdnBx8fHwDAnj17UFZWhgceeAA2NjawsbHB999/j/fffx82NjbQ6/Um21WpVHBwcDBaiIiIqHUyK7AolUoEBQUhJydHKjMYDMjJyUFoaOhN11Wr1fDw8EBtbS3WrVuHyMhIAMBjjz2G/fv3Y+/evdISHByMkSNHYu/evbC2tm7EbhEREVFrYmPuCrGxsYiKikJwcDB69eqF+fPno6qqCtHR0QCAUaNGwcPDQ5qPsmPHDhQXFyMwMBDFxcVISkqCwWBAXFwcAMDe3h5/+9vfjLbRtm1b3HXXXXXKiYiI6M5kdmAZMWIEzp49i5kzZ6KkpASBgYHIzMyUJuIWFhZK81MAoLq6GgkJCThx4gTs7OwQERGB9PR0ODk5WWwniIiIqHVTCCFEc3fCEiorK+Ho6IiKigrOZyEiagKXL1+GVqsFAGRlZUGj0TRzj6g1aOjnN79LiIiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZK9RgWXhwoXw9vaGWq1GSEgIdu7cWW/dK1euYNasWfD19YVarUZAQAAyMzON6nz44Yfo0aMHHBwc4ODggNDQUHzzzTeN6RoRERG1QmYHljVr1iA2NhaJiYnIy8tDQEAAtFotysrKTNZPSEjA4sWLkZaWhoKCAowfPx7Dhg1Dfn6+VKdTp0549913sWfPHuzevRv9+vVDZGQkDh482Pg9IyIiolZDIYQQ5qwQEhKCnj17YsGCBQAAg8EAT09PTJ48GdOnT69T393dHTNmzMCkSZOksuHDh0Oj0WDlypX1bqd9+/aYM2cO/vnPfzaoX5WVlXB0dERFRQUcHBzM2SUiImqAy5cvQ6vVAgCysrKg0WiauUfUGjT089usEZaamhrs2bMH4eHhfzZgZYXw8HDk5uaaXEen00GtVhuVaTQabNu2zWR9vV6Pzz//HFVVVQgNDa23LzqdDpWVlUYLERERtU5mBZby8nLo9Xq4uroalbu6uqKkpMTkOlqtFikpKTh27BgMBgOys7Oxfv16nDlzxqje/v37YWdnB5VKhfHjx2PDhg3o1q1bvX1JTk6Go6OjtHh6epqzK0RERNSCNPlVQqmpqfDz80PXrl2hVCoRExOD6OhoWFkZb/ree+/F3r17sWPHDkyYMAFRUVEoKCiot934+HhUVFRIS1FRUVPvChERETUTswKLs7MzrK2tUVpaalReWloKNzc3k+u4uLggIyMDVVVVOHXqFA4fPgw7Ozv4+PgY1VMqlejcuTOCgoKQnJyMgIAApKam1tsXlUolXVV0bSEiIqLWyazAolQqERQUhJycHKnMYDAgJyfnpvNNAECtVsPDwwO1tbVYt24dIiMjb1rfYDBAp9OZ0z0iIiJqpWzMXSE2NhZRUVEIDg5Gr169MH/+fFRVVSE6OhoAMGrUKHh4eCA5ORkAsGPHDhQXFyMwMBDFxcVISkqCwWBAXFyc1GZ8fDwGDhyIu+++GxcuXMCqVauwdetWZGVlWWg3iYiIqCUzO7CMGDECZ8+excyZM1FSUoLAwEBkZmZKE3ELCwuN5qdUV1cjISEBJ06cgJ2dHSIiIpCeng4nJyepTllZGUaNGoUzZ87A0dERPXr0QFZWFvr373/7e0hEREQtntn3YZEr3oeFiKhp8T4s1BSa5D4sRERERM2BgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGTPprk7QERETUMIgerqaou1d31blmwXANRqNRQKhUXbpNaFgYWIqJWqrq6GVqttkrYjIyMt2l5WVhY0Go1F26TWhaeEiIiISPY4wkJE1Eqp1WpkZWVZrD0hBHQ6HQBApVJZ9BSOWq22WFvUOjGwEBG1UgqFwuKnWWxtbS3aHlFD8ZQQERERyR4DCxEREckeAwsRERHJXqMCy8KFC+Ht7Q21Wo2QkBDs3Lmz3rpXrlzBrFmz4OvrC7VajYCAAGRmZhrVSU5ORs+ePWFvb48OHTpg6NChOHLkSGO6RkRERK2Q2YFlzZo1iI2NRWJiIvLy8hAQEACtVouysjKT9RMSErB48WKkpaWhoKAA48ePx7Bhw5Cfny/V+f777zFp0iT89NNPyM7OxpUrVzBgwABUVVU1fs+IiIio1VAIIYQ5K4SEhKBnz55YsGABAMBgMMDT0xOTJ0/G9OnT69R3d3fHjBkzMGnSJKls+PDh0Gg0WLlypcltnD17Fh06dMD333+Phx9+uEH9qqyshKOjIyoqKuDg4GDOLhEREVEzaejnt1kjLDU1NdizZw/Cw8P/bMDKCuHh4cjNzTW5jk6nq3N9vUajwbZt2+rdTkVFBQCgffv29dbR6XSorKw0WoiIiKh1MiuwlJeXQ6/Xw9XV1ajc1dUVJSUlJtfRarVISUnBsWPHYDAYkJ2djfXr1+PMmTMm6xsMBkyZMgV9+vTB3/72t3r7kpycDEdHR2nx9PQ0Z1eIiIioBWnyq4RSU1Ph5+eHrl27QqlUIiYmBtHR0bCyMr3pSZMm4cCBA/j8889v2m58fDwqKiqkpaioqCm6T0RERDJgVmBxdnaGtbU1SktLjcpLS0vh5uZmch0XFxdkZGSgqqoKp06dwuHDh2FnZwcfH586dWNiYvDVV19hy5Yt6NSp0037olKp4ODgYLQQERFR62RWYFEqlQgKCkJOTo5UZjAYkJOTg9DQ0Juuq1ar4eHhgdraWqxbt87omz6FEIiJicGGDRuwefNm3HPPPWbuBhEREbVmZn+XUGxsLKKiohAcHIxevXph/vz5qKqqQnR0NABg1KhR8PDwQHJyMgBgx44dKC4uRmBgIIqLi5GUlASDwYC4uDipzUmTJmHVqlXYuHEj7O3tpfkwjo6O/LpxIiIiMj+wjBgxAmfPnsXMmTNRUlKCwMBAZGZmShNxCwsLjeanVFdXIyEhASdOnICdnR0iIiKQnp4OJycnqc6HH34IAHjkkUeMtrVs2TKMHj3a/L0iIiKiVsXs+7DIVUVFBZycnFBUVMT5LERERC1EZWUlPD09cf78eTg6OtZbz+wRFrm6cOECAPDyZiIiohbowoULNw0srWaExWAw4LfffoO9vT0UCkVzd6dRrqVMjhI1P74W8sLXQz74WshHa3kthBC4cOEC3N3d673lCdCKRlisrKxueSl0S8HLtOWDr4W88PWQD74W8tEaXoubjaxc0+Q3jiMiIiK6XQwsREREJHsMLDKiUqmQmJgIlUrV3F254/G1kBe+HvLB10I+7rTXotVMuiUiIqLWiyMsREREJHsMLERERCR7DCxEREQkewwsREREJHsMLEQke1u3boVCocD58+ctWpeaXlJSEgIDA6XHo0ePxtChQ5utPy2VEAIvvPAC2rdvD4VCgb179zZ3l/5yDCxEJHu9e/fGmTNnGnQ3THPqErUUmZmZWL58Ob766iucOXMGlZWVGDJkCNzd3aFQKJCRkdHcXWxyDCy3oaamprm7QM3kypUrzd2FFsMSfydKpRJubm4N+p4wc+re6fge1nIcP34cHTt2RO/eveHm5oaqqioEBARg4cKFzd21vwwDixkeeeQRxMTEYMqUKXB2doZWq8X333+PXr16QaVSoWPHjpg+fTpqa2uldQwGA9577z107twZKpUKd999N95+++0GbW/atGno0qULbG1t4ePjg9dff93og9LU0OqUKVPwyCOPWGT7cpKZmYmHHnoITk5OuOuuuzB48GAcP35cev706dN49tln0b59e7Rt2xbBwcHYsWOH9PyXX36Jnj17Qq1Ww9nZGcOGDZOeM/XfiZOTE5YvXw4A+PXXX6FQKLBmzRqEhYVBrVbjs88+w7lz5/Dss8/Cw8MDtra26N69O1avXm3Uzs2Of79+/RATE2NU/+zZs1AqlcjJybHEYWsS1/4OYmJi4OjoCGdnZ7z++uu4dksnb29vvPnmmxg1ahQcHBzwwgsvAAC2bduGvn37QqPRwNPTEy+99BKqqqqkdnU6HaZNmwZPT0+oVCp07twZn3zyCYC6p3lOnTqFIUOGoF27dmjbti3uu+8+fP311ybrAsC6detw3333QaVSwdvbG3PnzjXaJ29vb7zzzjsYM2YM7O3tcffdd+Ojjz5qqkPYbEy9hx04cAADBw6EnZ0dXF1d8fzzz6O8vFxa51bvIbd6n6LbN3r0aEyePBmFhYVQKBTw9vbGwIED8dZbbxm9l7V2DCxmWrFiBZRKJbZv346kpCRERESgZ8+e2LdvHz788EN88skneOutt6T68fHxePfdd/H666+joKAAq1atgqura4O2ZW9vj+XLl6OgoACpqalYsmQJ5s2bZ1Z/b2f7clJVVYXY2Fjs3r0bOTk5sLKywrBhw2AwGHDx4kWEhYWhuLgY//nPf7Bv3z7ExcXBYDAAADZt2oRhw4YhIiIC+fn5yMnJQa9evczuw/Tp0/Hyyy/j0KFD0Gq1qK6uRlBQEDZt2oQDBw7ghRdewPPPP4+dO3dK69zs+I8dOxarVq2CTqeT6q9cuRIeHh7o16/fbR6xprVixQrY2Nhg586dSE1NRUpKCj7++GPp+X//+98ICAhAfn4+Xn/9dRw/fhyPP/44hg8fjp9//hlr1qzBtm3bjALbqFGjsHr1arz//vs4dOgQFi9eDDs7O5PbnzRpEnQ6HX744Qfs378fs2fPrrfunj178PTTT+OZZ57B/v37kZSUhNdff10KpNfMnTsXwcHByM/Px8SJEzFhwgQcOXLk9g+WzFz/Hvbuu++iX79+uP/++7F7925kZmaitLQUTz/9tFT/Vu8hlnifoptLTU3FrFmz0KlTJ5w5cwa7du1q7i41D0ENFhYWJu6//37p8WuvvSbuvfdeYTAYpLKFCxcKOzs7odfrRWVlpVCpVGLJkiUW2f6cOXNEUFCQ9DgqKkpERkYa1Xn55ZdFWFiYEEJYfPtycvbsWQFA7N+/XyxevFjY29uLc+fOmawbGhoqRo4cWW9bAMSGDRuMyhwdHcWyZcuEEEKcPHlSABDz58+/Zb8GDRokXn31VSHErY//5cuXRbt27cSaNWuksh49eoikpKRbbqc5hYWFCX9/f6Pf+2nTpgl/f38hhBBeXl5i6NChRuv885//FC+88IJR2X//+19hZWUlLl++LI4cOSIAiOzsbJPb3LJliwAg/vjjDyGEEN27d6/3ON1Y9x//+Ifo37+/UZ2pU6eKbt26SY+9vLzEc889Jz02GAyiQ4cO4sMPP7zJkWh5bnwPe/PNN8WAAQOM6hQVFQkA4siRI416D7nxfSoxMVEEBARIj029b9GtzZs3T3h5eZl8ztR7WGtk03xRqWUKCgqSfj506BBCQ0ONzpX36dMHFy9exOnTp1FSUgKdTofHHnusUdtas2YN3n//fRw/fhwXL15EbW2tWV8hfujQodvavpwcO3YMM2fOxI4dO1BeXi6NnhQWFmLv3r24//770b59e5Pr7t27F+PGjbvtPgQHBxs91uv1eOedd7B27VoUFxejpqYGOp0Otra2AG59/NVqNZ5//nksXboUTz/9NPLy8nDgwAH85z//ue2+NrUHH3zQ6Pc+NDQUc+fOhV6vB1D3WO3btw8///wzPvvsM6lMCAGDwYCTJ09i//79sLa2RlhYWIO2/9JLL2HChAn49ttvER4ejuHDh6NHjx4m6x46dAiRkZFGZX369MH8+fOh1+thbW0NAEbrKxQKuLm5oaysrEH9aUmufw/bt28ftmzZYnJ06vjx4zh//vwt30Nu932KqKF4SshMbdu2bXBdjUbT6O3k5uZi5MiRiIiIwFdffYX8/HzMmDHDaJKclZWVNG/gmuvPHd/O9uVmyJAh+P3337FkyRLs2LFDmp9SU1Nzy/281fMKheKmx/GaG1/7OXPmIDU1FdOmTcOWLVuwd+9eaLVa6TVqyPEfO3YssrOzcfr0aSxbtgz9+vWDl5fXLdeTuxuP1cWLF/Hiiy9i79690rJv3z4cO3YMvr6+Zv+ujh07FidOnMDzzz+P/fv3Izg4GGlpabfV5zZt2hg9VigUUjBuTa5/bS5evIghQ4YYvS579+7FsWPH8PDDD9/ydWnI+xSRpTCw3AZ/f3/k5uYafdht374d9vb26NSpE/z8/KDRaBo1gfLHH3+El5cXZsyYgeDgYPj5+eHUqVNGdVxcXHDmzBmjsuuvzb+d7cvJuXPncOTIESQkJOCxxx6Dv78//vjjD+n5Hj16YO/evfj9999Nrt+jR4+bHoMbj+OxY8dw6dKlW/Zr+/btiIyMxHPPPYeAgAD4+Pjg6NGj0vMNOf7du3dHcHAwlixZglWrVmHMmDG33K4cXD+hGQB++ukn+Pn5SaMVN3rggQdQUFCAzp0711mUSiW6d+8Og8GA77//vsF98PT0xPjx47F+/Xq8+uqrWLJkicl6/v7+2L59u1HZ9u3b0aVLl3r7e6d44IEHcPDgQXh7e9d5Xdq2bXvL3+GGvE8RWQoDy22YOHEiioqKMHnyZBw+fBgbN25EYmIiYmNjYWVlBbVajWnTpiEuLg6ffvopjh8/jp9++km68uFm/Pz8UFhYiM8//xzHjx/H+++/jw0bNhjV6devH3bv3o1PP/0Ux44dQ2JiIg4cOCA9fzvbl5N27drhrrvuwkcffYRffvkFmzdvRmxsrPT8s88+Czc3NwwdOhTbt2/HiRMnsG7dOuTm5gIAEhMTsXr1aiQmJuLQoUPSJM1r+vXrhwULFiA/Px+7d+/G+PHj6/y3bYqfnx+ys7Px448/4tChQ3jxxRdRWloqPd/Q4z927Fi8++67EEK0mBn/hYWFiI2NxZEjR7B69WqkpaXh5Zdfrrf+tGnT8OOPPyImJkb6D37jxo3SpFtvb29ERUVhzJgxyMjIwMmTJ7F161asXbvWZHtTpkxBVlYWTp48iby8PGzZsgX+/v4m67766qvIycnBm2++iaNHj2LFihVYsGAB/vWvf93+gWjhJk2ahN9//x3PPvssdu3ahePHjyMrKwvR0dHQ6/W3/B1uyPsUNY2LFy9KI2IAcPLkSezduxeFhYXN27Gm1KwzaFqYsLAw8fLLLxuVbd26VfTs2VMolUrh5uYmpk2bJq5cuSI9r9frxVtvvSW8vLxEmzZtxN133y3eeeedBm1v6tSp4q677hJ2dnZixIgRYt68ecLR0dGozsyZM4Wrq6twdHQUr7zyioiJiZEm3d7u9uUkOztb+Pv7C5VKJXr06CG2bt1qNNHs119/FcOHDxcODg7C1tZWBAcHix07dkjrr1u3TgQGBgqlUimcnZ3Fk08+KT1XXFwsBgwYINq2bSv8/PzE119/bXLSbX5+vlGfzp07JyIjI4WdnZ3o0KGDSEhIEKNGjTKaUNiQ43/hwgVha2srJk6caNFj1lTCwsLExIkTxfjx44WDg4No166deO2116RJuF5eXmLevHl11tu5c6fo37+/sLOzE23bthU9evQQb7/9tvT85cuXxSuvvCI6duwolEql6Ny5s1i6dKkQou5E2piYGOHr6ytUKpVwcXERzz//vCgvLzdZVwgh/u///k9069ZNeg3mzJlj1DdTfQ4ICBCJiYm3d7BkxtR72NGjR8WwYcOEk5OT0Gg0omvXrmLKlCnS63mr3+FbvU9x0q1l3Djp9trv+Y1LVFRUs/WxqSmEuOHkPRH9pX799Vf4+vpi165deOCBB5q7O7f0yCOPIDAwEPPnz2/urhDRHYRXCRE1kytXruDcuXNISEjAgw8+2CLCChFRc+EclmbyzjvvwM7OzuQycODA5u4e/QW2b9+Ojh07YteuXVi0aFFzd4eISNZ4SqiZ/P777/Ve1aLRaODh4fEX94iIiEi+GFiIiIhI9nhKiIiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGSPgYWIiIhkj4GFiIiIZI+BhYiIiGTv/wEKYObPIvzxQwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"calculate_scores(X_train, X_test, y_train, y_test, model7)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1.8 XGBoost"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"X_train_xg, X_test_xg = X_train.copy(), X_test.copy() \n",
"\n",
"X_train_xg.columns = [str(col).replace('[', '').replace(']', '').replace('<', '').replace('>', '') for col in X_train.columns]\n",
"X_test_xg.columns = [str(col).replace('[', '').replace(']', '').replace('<', '').replace('>', '') for col in X_test.columns]\n"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"XGBClassifier best recall_score: 0.976087, using: {'gamma': 1, 'max_depth': 3, 'reg_alpha': 0, 'reg_lambda': 0.5, 'subsample': 0.8}\n"
]
}
],
"source": [
"model8 = XGBClassifier(random_state=42)\n",
"\n",
"params_grid = param_grid = {'max_depth': np.arange(3, 11),\n",
" 'subsample': [0.8],\n",
" 'gamma': [0, 0.2, 0.5, 1],\n",
" 'reg_alpha': [0, 0.5, 1],\n",
" 'reg_lambda': [0, 0.5, 1]}\n",
"\n",
"model8 = optimize_params(model8, params_grid, X_train_xg, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"calculate_scores(X_train_xg, X_test_xg, y_train, y_test, model8)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1.9 KNeighbors"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"KNeighborsClassifier best recall_score: 0.919022, using: {'leaf_size': 10, 'metric': 'cosine', 'n_neighbors': 2, 'weights': 'distance'}\n"
]
}
],
"source": [
"model9 = KNeighborsClassifier()\n",
"\n",
"params_grid = param_grid = {\"n_neighbors\": np.arange(2, 9),\n",
" \"weights\": [\"uniform\", \"distance\"],\n",
" \"metric\": [\"cosine\", \"euclidean\", \"haversine\", \"manhattan\", \"minkowski\"],\n",
" \"leaf_size\": np.arange(10, 51, 10)}\n",
"\n",
"model9 = optimize_params(model9, params_grid, X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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cqfPnz6tSpUqqUaOGBgwYoN9+++2O5iv9b/tUrFjRobx48eIqXLiwQ1lycrLGjx+vihUrymazqVixYipevLh+++03XbhwIVPzi42NVdeuXVWkSBF5eHioePHiCgwMlCT7NGw2m95991398MMP8vb2VpMmTfSvf/1LJ06csE8nJXw3a9Ys1Tr78ccfs71jXFb3kVs7CWXE3d1dn376qXbt2qVWrVopPj4+w3G8vLzUt29ffffdd/bgfqv9+/dr2bJlqdZRUFCQpPQ7EJ48eVJXr15NtbyS0iyTsvZ3cev+5u/vL2dnZ/u9jNmxvjNzPPD09NSlS5fSXJ7M+v777/V///d/cnNzU5EiRey32Nz8N5GZtgwaNEgeHh4KCAhQxYoV1atXr0zdMpRZWd0XsroP4/7CPZ/IVa6urqpfv77q16+vSpUqKTQ0VAsWLLCHouyWVg/V5ORk1ahRQ+PGjUtznNKlS9vH/fnnn7Vq1SotWbJEy5Yt07x589SsWTP9+OOPqXqJ3iqjjjkp0puOMSZT498q5T+gN998M92zZSn/CTdp0kQHDx7Ut99+qx9//FGffPKJxo8fr6lTp6pbt253NP/MGjNmjIYNG6aXX35Zo0aNUpEiReTs7Ky+fftm6kxzUlKSnnjiCZ09e1aDBg1S5cqVVaBAAR07dkxdu3Z1mEbfvn3VunVrLV68WMuXL9ewYcMUHR2tn376SXXq1LHX/eyzz+Tj45NqXjn1yKDM7iOZ7dl+s+eff17nzp1Tz5499cwzz+jf//53hr2LU+79jIqKSvP+zeTkZD3xxBMaOHBgmuOn/IDLDnfzd5Heer2b9Z2Z40HlypW1detWHT161H4cyYpffvlFTz/9tJo0aaKPPvpIJUuWVL58+TRr1iyHjkKZaUuVKlW0d+9eff/991q2bJkWLlyojz76SMOHD7/t2e3Myuq+cCf7MO4fhE/cM+rVqydJOn78uKS/z1YkJydr165d6T7PsWzZspL+7hBwc8/dxMREHT582P6r+3b8/f21fft2Pf744xn+Z+Ts7KzHH39cjz/+uMaNG6cxY8ZoyJAhWrVqVbrzKlu2rJKTk7V//35VqVLFXh4XF6fz58/bl+Fupdf2lPWSL1++TK2PIkWKKDQ0VKGhobp8+bKaNGmiESNG2MNnZv/Dlv63ffbv3++wfU6dOpXqjNXXX3+txx57TDNmzHAoP3/+vMOl4vTmv2PHDu3bt09z5sxRly5d7OUpPfVv5e/vr/79+6t///7av3+/ateurbFjx+rzzz+3X94tUaJEhussK+sjPVbtIz169NDZs2c1dOhQvfTSS/rqq69u+6zGlLOfI0aMUEhISKrh/v7+unz5cqb2q5uVKFFCbm5uOnDgQKphaZVl1f79+x3OrB04cEDJycn2zmTZtb4zOh60bt1aX375pT7//HNFRERkeTkWLlwoNzc3LV++3OHRRrNmzcpyWySpQIEC6tixozp27KjExEQ988wzGj16tCIiIu76UVh3ui/gn4nL7rDcqlWr0jxbkXIfVsol9LZt28rZ2VkjR45MdeYrZfygoCC5urrqgw8+cJjmjBkzdOHCBXtv0Nvp0KGDjh07punTp6cadvXqVfslyrNnz6YanhKKb308y81atmwpSanOHKWcac1MGzMj5Xmltz5iqkSJEmratKmmTZtmD/Y3O3XqlP3fZ86ccRjm4eGhChUqOCxfgQIF0pxPWoKCgpQvXz59+OGHDtsnrbNoLi4uqfaLBQsW2O9HzWj+KWfGbp6GMUYTJ050qHflypVUj93x9/dXwYIF7csZHBwsT09PjRkzRtevX0/V1pvXWVbWR3qs2kckaciQIerXr58WLFig1157LcP6ffv2VaFChTRy5MhUwzp06KB169Zp+fLlqYadP39eN27cSHOaLi4uCgoK0uLFix3e8HPgwAH98MMPWViatKU8/ipFypvTUu4nzY71nZnjQfv27VWjRg2NHj1a69atS1X/0qVLGjJkSLrzcHFxkZOTk5KSkuxlR44csT+BIyttufVv29XVVVWrVpUxJs19PKvudF/APxNnPmG53r1768qVK2rXrp0qV66sxMRErV27VvPmzZOfn5+9Q1CFChU0ZMgQjRo1So8++qieeeYZ2Ww2bdy4UaVKlVJ0dLSKFy+uiIgIRUVF6cknn9TTTz+tvXv36qOPPlL9+vX10ksvZdiezp07a/78+Xr99de1atUqNW7cWElJSdqzZ4/mz59vf77fyJEj9fPPP6tVq1YqW7asTp48qY8++kgPPvhgms/wS1GrVi2FhITo448/1vnz5xUYGKgNGzZozpw5atu2rR577LFsWa/u7u6qWrWq5s2bp0qVKqlIkSKqXr26qlevrsmTJ+uRRx5RjRo11L17d5UvX15xcXFat26d/vzzT/uzNKtWraqmTZuqbt26KlKkiDZt2qSvv/7a4b3aKW+9eeONNxQcHCwXFxc9//zzabapePHievPNNxUdHa2nnnpKLVu21NatW/XDDz+k6vjy1FNPaeTIkQoNDVWjRo20Y8cOffHFF6meRenv769ChQpp6tSpKliwoAoUKKAGDRqocuXK8vf315tvvqljx47J09NTCxcuTHWGdd++fXr88cfVoUMHVa1aVQ888IAWLVqkuLg4+3J4enpqypQp6ty5sx5++GE9//zzKl68uGJjY7VkyRI1btxYkyZNyvL6SI9V+0iKsWPH6ty5c/rkk09UpEiR2z7o3MvLS3369Enz0uyAAQP03Xff6amnnrI/Diw+Pl47duzQ119/rSNHjqTbwWnEiBH68ccf1bhxY/Xo0UNJSUmaNGmSqlevftevTj18+LCefvppPfnkk1q3bp0+//xzvfDCC6pVq5ak7FnfmTke5MuXT998842CgoLUpEkTdejQQY0bN1a+fPn0+++/a+7cuSpcuHC6z/ps1aqVxo0bpyeffFIvvPCCTp48qcmTJ6tChQoO92Jnpi3NmzeXj4+PGjduLG9vb+3evVuTJk1Sq1at7rpTlHR3+wL+gXKnkz3+yX744Qfz8ssvm8qVKxsPDw/j6upqKlSoYHr37m3i4uJS1Z85c6apU6eOsdlspnDhwiYwMNCsWLHCoc6kSZNM5cqVTb58+Yy3t7fp0aOHOXfunEOdmx8jc6vExETz7rvvmmrVqtnnU7duXRMVFWUuXLhgjDFm5cqVpk2bNqZUqVLG1dXVlCpVynTq1Om2j65Jcf36dRMVFWXKlStn8uXLZ0qXLm0iIiIcHn1kzN+PL0nrUUeBgYEmMDAww/msXbvW1K1b17i6uqZ6tM3BgwdNly5djI+Pj8mXL5/x9fU1Tz31lPn666/tdd5++20TEBBgChUqZNzd3U3lypXN6NGjHR6DdePGDdO7d29TvHhx4+TklOFjhpKSkkxUVJQpWbKkcXd3N02bNjU7d+5M9aiWa9eumf79+9vrNW7c2Kxbty7NZf/2229N1apV7Y/lSXns0q5du0xQUJDx8PAwxYoVM927d7c/kielzunTp02vXr1M5cqVTYECBYyXl5dp0KCBmT9/fqq2r1q1ygQHBxsvLy/j5uZm/P39TdeuXc2mTZvueH2k9+iau91Hsjq/GzdumLZt2xpJJjo62hiT/t/IuXPnjJeXV5qPqLp06ZKJiIgwFSpUMK6urqZYsWKmUaNG5v3333fYb27dH435+2+qTp06xtXV1fj7+5tPPvnE9O/f37i5uTnUk2R69eqVql237kMpj1ratWuXad++vSlYsKApXLiwCQsLM1evXnUY927Xd1aOB+fOnTPDhw83NWrUMPnz5zdubm6mevXqJiIiwhw/ftxeL61HLc2YMcNUrFjR2Gw2U7lyZTNr1iz7cmalLdOmTTNNmjQxRYsWNTabzfj7+5sBAwbYj2/G3N2jlozJ3L6Q1iO78M/jZMwd9mIAACCbtW3bNlsf9wXg3sM9nwCAXHHra0/379+vpUuXqmnTprnTIACW4MwnACBXlCxZUl27drU/k3fKlClKSEjQ1q1bUz2rE8D9gw5HAIBc8eSTT+rLL7/UiRMnZLPZ1LBhQ40ZM4bgCdznOPMJAAAAy3DPJwAAACxD+AQAAIBl8sQ9n8nJyfrrr79UsGDBbHmVHQAAALKXMUaXLl1SqVKlbvvq3jwRPv/66y+VLl06t5sBAACADBw9elQPPvhgusPzRPhMefXX0aNH5enpmcutAQAAwK0uXryo0qVLZ/jK1jwRPlMutXt6ehI+AQAA7mEZ3SJJhyMAAABYhvAJAAAAy2Q5fP78889q3bq1SpUqJScnJy1evDjDcWJiYvTwww/LZrOpQoUKmj179h00FQAAAHldlsNnfHy8atWqpcmTJ2eq/uHDh9WqVSs99thj2rZtm/r27atu3bpp+fLlWW4skFWTJ0+Wn5+f3Nzc1KBBA23YsCHdutevX9fIkSPl7+8vNzc31apVS8uWLXOok5SUpGHDhqlcuXJyd3eXv7+/Ro0aJV4UBgBA5mS5w1GLFi3UokWLTNefOnWqypUrp7Fjx0qSqlSpotWrV2v8+PEKDg7O6uyBTJs3b57Cw8M1depUNWjQQBMmTFBwcLD27t2rEiVKpKo/dOhQff7555o+fboqV66s5cuXq127dlq7dq3q1KkjSXr33Xc1ZcoUzZkzR9WqVdOmTZsUGhoqLy8vvfHGG1YvIgAAeU6O3/O5bt06BQUFOZQFBwdr3bp16Y6TkJCgixcvOnyArBo3bpy6d++u0NBQVa1aVVOnTlX+/Pk1c+bMNOt/9tlneuutt9SyZUuVL19ePXr0UMuWLe0/nCRp7dq1atOmjVq1aiU/Pz+1b99ezZs3v+0ZVQAA8D85Hj5PnDghb29vhzJvb29dvHhRV69eTXOc6OhoeXl52T88YB5ZlZiYqM2bNzv88HF2dlZQUFC6P3wSEhLk5ubmUObu7q7Vq1fbvzdq1EgrV67Uvn37JEnbt2/X6tWrs3Q1AP+T3bdF+Pn5ycnJKdWnV69eOb0oAIBMuid7u0dEROjChQv2z9GjR3O7SchjTp8+raSkpDR/+Jw4cSLNcYKDgzVu3Djt379fycnJWrFihb755hsdP37cXmfw4MF6/vnnVblyZeXLl0916tRR37599eKLL+bo8tyPUm6LiIyM1JYtW1SrVi0FBwfr5MmTadYfOnSopk2bpg8//FC7du3S66+/rnbt2mnr1q32Ohs3btTx48ftnxUrVkiSnnvuOUuWCQCQsRwPnz4+PoqLi3Moi4uLk6enp9zd3dMcx2az2R8onxceLJ/dZ28k6dixY3rppZdUtGhRubu7q0aNGtq0aVNOLsY/3sSJE1WxYkVVrlxZrq6uCgsLU2hoqMP7aefPn68vvvhCc+fO1ZYtWzRnzhy9//77mjNnTi62PG/KidsiihcvLh8fH/vn+++/l7+/vwIDA61aLABABnI8fDZs2FArV650KFuxYoUaNmyY07O2RE6cvTl37pwaN26sfPny6YcfftCuXbs0duxYFS5c2KrFyvOKFSsmFxeXNH/4+Pj4pDlO8eLFtXjxYsXHx+uPP/7Qnj175OHhofLly9vrDBgwwH72s0aNGurcubP69eun6OjoHF2e+01O3RZx6zw+//xzvfzyyxm+bQMAYJ0sh8/Lly9r27Zt2rZtm6S/H6W0bds2xcbGSvr7knmXLl3s9V9//XUdOnRIAwcO1J49e/TRRx9p/vz56tevX/YsQS7LibM37777rkqXLq1Zs2YpICBA5cqVU/PmzeXv72/VYuV5rq6uqlu3rsMPn+TkZK1cuTLDHz5ubm7y9fXVjRs3tHDhQrVp08Y+7MqVKw5nQiXJxcVFycnJ2bsA97mcui3iZosXL9b58+fVtWvX7G4+AOAuZDl8btq0SXXq1LE/eiY8PFx16tTR8OHDJUnHjx+3B1FJKleunJYsWaIVK1aoVq1aGjt2rD755JP74jFLOXX25rvvvlO9evX03HPPqUSJEqpTp46mT5+eMwtxHwsPD9f06dM1Z84c7d69Wz169FB8fLxCQ0MlSV26dFFERIS9/vr16/XNN9/o0KFD+uWXX/Tkk08qOTlZAwcOtNdp3bq1Ro8erSVLlujIkSNatGiRxo0bp3bt2lm+fP80mbkt4mYzZsxQixYtVKpUKYtbCgC4LZMHXLhwwUgyFy5cyO2mODh27JiRZNauXetQPmDAABMQEJDmOJ06dTJVq1Y1+/btM0lJSebHH3807u7uxtXV1V7HZrMZm81mIiIizJYtW8y0adOMm5ubmT17do4uz/3oww8/NGXKlDGurq4mICDA/Prrr/ZhgYGBJiQkxP49JibGVKlSxdhsNlO0aFHTuXNnc+zYMYfpXbx40fTp08eUKVPGuLm5mfLly5shQ4aYhIQEqxbpvpCQkGBcXFzMokWLHMq7dOlinn766duOe/XqVfPnn3+a5ORkM3DgQFO1atVUdY4cOWKcnZ3N4sWLs7PZAIDbyGxeI3zehTsJnydPnjRt2rQxzs7OxsXFxVSqVMn07NnTuLm52evky5fPNGzY0GG83r17m//7v//L/oUAcklAQIAJCwuzf09KSjK+vr4mOjo6U+MnJiYaf39/ExERkWpYZGSk8fHxMdevX8+29gL3ikmTJpmyZcsam81mAgICzPr169Otm5iYaKKiokz58uWNzWYzNWvWND/88INDncjISCPJ4fPQQw/l9GLgPpTZvHZPPmopr8ipTi0lS5ZU1apVHcarUqWKw+0MQF6XE7dFSH/f2ztr1iyFhITogQey/BI34J6WE51cJalatWoOjylLryMfkB0In3chpzq1NG7cWHv37nWov2/fPpUtWzZ7FwDIRR07dtT777+v4cOHq3bt2tq2bZuWLVtm74QUGxvr0Jno2rVrGjp0qKpWrap27drJ19dXq1evVqFChRym+5///EexsbF6+eWXrVwcwBI50clVkh544AGHx5QVK1bMisXBPxSnBe5SeHi4QkJCVK9ePQUEBGjChAmpzt74+vraH8Wzfv16HTt2TLVr19axY8c0YsSIVGdv+vXrp0aNGmnMmDHq0KGDNmzYoI8//lgff/xxrixjdvni/Be53YT7xouF7o+H2oeFhSksLCzNYTExMQ7fAwMDtWvXrgyn2bx5cxljsqN5wD0lpZPrzVcEsusRZfv371epUqXk5uamhg0bKjo6WmXKlMn+hQBE+LxrHTt21KlTpzR8+HCdOHFCtWvXTnX25ubeuClnbw4dOiQPDw+1bNlSn332mcPZm/r162vRokWKiIjQyJEjVa5cOU2YMIG36ADAP9jtHlG2Z8+eNMdJeURZkyZN5O/vr5UrV+qbb75RUlKSvU6DBg00e/ZsPfTQQzp+/LiioqL06KOPaufOnSpYsGCOLhP+mZxMHjhFcPHiRXl5eenChQv3/NuOkD7OfGafnDjzyfbJHvfLWWnce/766y/5+vpq7dq1Drd2DRw4UP/973+1fv36VOOcOnVK3bt317///W85OTnJ399fQUFBmjlzpq5evZrmfM6fP6+yZctq3LhxeuWVV3JseXD/yWxe455PAEAq2f3a4ClTpqhmzZr2VyY3bNhQP/zwQ04vxn0lpzq53qpQoUKqVKmSDhw4kK3tB1IQPgEADnKiR/WDDz6od955R5s3b9amTZvUrFkztWnTRr///rtVi5Xn5VQn11tdvnxZBw8eVMmSJbOt7cDN7rvL7lw6zD7ZffmQbZN9uOx+77ofLrs3aNBA9evX16RJkyT9HXBKly6t3r17a/DgwanqlypVSkOGDFGvXr3sZc8++6zc3d31+eefpzufIkWK6L333uPSbhbMmzdPISEhmjZtmr2T6/z587Vnzx55e3tnqpPr4cOHtWXLFntfgzfffFOtW7dW2bJl9ddffykyMlLbtm3Trl27VLx48VxcWuQ1mc1rdDgCANjlZI/qFElJSVqwYIHi4+MzPGMHRznRyfXPP/9Up06ddObMGRUvXlyPPPKIfv31V4IncgyX3QEAdrfrUX3ixIk0x0npUb1//34lJydrxYoV+uabbxye0ypJO3bskIeHh2w2m15//XUtWrQo1Qs1kLGwsDD98ccfSkhI0Pr169WgQQP7sJiYGM2ePdv+PeURZdeuXdPp06f16aefqlSpUg7T++qrr/TXX38pISFBf/75p7766iv5+/tbtTj3ney+Xzo6Olr169dXwYIFVaJECbVt2zbVs8DzGsInAOCuTJw4URUrVlTlypXl6uqqsLAwhYaGOpyBk6SHHnpI27Zt0/r169WjRw+FhIRk6tmtQF6RE/dL//e//1WvXr3066+/asWKFbp+/bqaN2+u+Ph4qxYr2xE+AQB2Odmj2tXVVRUqVFDdunUVHR2tWrVqaeLEiTm2LIDVcuINVMuWLVPXrl1VrVo11apVS7Nnz1ZsbKw2b95s1WJlO+75BADY3dyjum3btpL+16M6vbdRpUjpUX39+nUtXLhQHTp0uG395ORkJSQkZFfTcwUd9bJPXu+sZ8X90pJ04cIFSX932MurCJ8AAAc58drgiIgItWjRQmXKlNGlS5c0d+5cxcTEaPny5bmyjEB2y6k3UN0sOTlZffv2VePGjVW9evVsXwarED4BAA5yokf1yZMn1aVLFx0/flxeXl6qWbOmli9frieeeMLqxQPuGRMnTlT37t1VuXJl+xuoQkND071M36tXL+3cufO2Z0bzAsInACCVsLCwdC+zx8TEOHxP6VF9OzNmzMiupgH3pLu5X/ratWs6c+aMSpUqpcGDB6f5BqqwsDB9//33+vnnn/Xggw/myDJYhQ5HAAAAdymn3kBljFFYWJgWLVqkn376SeXKlcuxZbAKZz4BAACyQU7cL92rVy/NnTtX3377rQoWLGh/3q6Xl5fc3d2tX8hsQPgEgHscPaqzT17vUY17W07cLz1lyhRJUtOmTR3mNWvWLHXt2jWnFylHED4BAACySXbfL22Mya6m3TO45xMAAACWIXwCAADAMlx2BwAA9yXul84e2X2vNGc+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDKETwAAAFiG8AkAAADLED4BAABgGcInAAAALEP4BAAAgGUInwAAALAM4RMAAACWIXwCAADAMoRPAAAAWIbwCQAAAMsQPgEAAGAZwicAAAAsQ/gEAACAZQifAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABYhvAJAAAAyxA+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDKETwAAAFiG8AkAAADLED4BAABgGcInAAAALEP4BAAAgGUInwAAALAM4RMAAACWIXwCAADAMoRPAAAAWIbwCQAAAMvcUficPHmy/Pz85ObmpgYNGmjDhg23rT9hwgQ99NBDcnd3V+nSpdWvXz9du3btjhoMAACAvCvL4XPevHkKDw9XZGSktmzZolq1aik4OFgnT55Ms/7cuXM1ePBgRUZGavfu3ZoxY4bmzZunt956664bDwAAgLwly+Fz3Lhx6t69u0JDQ1W1alVNnTpV+fPn18yZM9Osv3btWjVu3FgvvPCC/Pz81Lx5c3Xq1CnDs6UAAAC4/2QpfCYmJmrz5s0KCgr63wScnRUUFKR169alOU6jRo20efNme9g8dOiQli5dqpYtW6Y7n4SEBF28eNHhAwAAgLzvgaxUPn36tJKSkuTt7e1Q7u3trT179qQ5zgsvvKDTp0/rkUcekTFGN27c0Ouvv37by+7R0dGKiorKStMAAACQB+R4b/eYmBiNGTNGH330kbZs2aJvvvlGS5Ys0ahRo9IdJyIiQhcuXLB/jh49mtPNBAAAgAWydOazWLFicnFxUVxcnEN5XFycfHx80hxn2LBh6ty5s7p16yZJqlGjhuLj4/Xqq69qyJAhcnZOnX9tNptsNltWmgYAAIA8IEtnPl1dXVW3bl2tXLnSXpacnKyVK1eqYcOGaY5z5cqVVAHTxcVFkmSMyWp7AQAAkIdl6cynJIWHhyskJET16tVTQECAJkyYoPj4eIWGhkqSunTpIl9fX0VHR0uSWrdurXHjxqlOnTpq0KCBDhw4oGHDhql169b2EAoAAIB/hiyHz44dO+rUqVMaPny4Tpw4odq1a2vZsmX2TkixsbEOZzqHDh0qJycnDR06VMeOHVPx4sXVunVrjR49OvuWAgAAAHlClsOnJIWFhSksLCzNYTExMY4zeOABRUZGKjIy8k5mBQAAgPsI73YHAACAZQifAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABYhvAJAAAAyxA+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDKETwAAAFiG8AkAAADLED4BAABgGcInAAAALEP4BAAAgGUInwAAALAM4RMAAACWIXwCAADAMoRPAAAAWIbwCQAAAMsQPgEAAGAZwicAAAAsQ/gEAACAZQifAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABYhvAJAAAAyxA+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDKETwAAAFiG8AkAAADLED4BAABgGcInAAAALEP4BAAAgGUInwAAALAM4RMAAACWIXwCAADAMoRPAAAAWIbwCQAAAMsQPgEAAGAZwicAAAAsQ/gEAACAZQifAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABYhvAJAAAAyxA+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDKETwAAAFiG8AkAAADLED4BAABgGcInAAAALHNH4XPy5Mny8/OTm5ubGjRooA0bNty2/vnz59WrVy+VLFlSNptNlSpV0tKlS++owQAAAMi7HsjqCPPmzVN4eLimTp2qBg0aaMKECQoODtbevXtVokSJVPUTExP1xBNPqESJEvr666/l6+urP/74Q4UKFcqO9gMAACAPyXL4HDdunLp3767Q0FBJ0tSpU7VkyRLNnDlTgwcPTlV/5syZOnv2rNauXat8+fJJkvz8/O6u1QAAAMiTsnTZPTExUZs3b1ZQUND/JuDsrKCgIK1bty7Ncb777js1bNhQvXr1kre3t6pXr64xY8YoKSnp7loOAACAPCdLZz5Pnz6tpKQkeXt7O5R7e3trz549aY5z6NAh/fTTT3rxxRe1dOlSHThwQD179tT169cVGRmZ5jgJCQlKSEiwf7948WJWmgkAAIB7VI73dk9OTlaJEiX08ccfq27duurYsaOGDBmiqVOnpjtOdHS0vLy87J/SpUvndDMBAABggSyFz2LFisnFxUVxcXEO5XFxcfLx8UlznJIlS6pSpUpycXGxl1WpUkUnTpxQYmJimuNERETowoUL9s/Ro0ez0kwAAADco7IUPl1dXVW3bl2tXLnSXpacnKyVK1eqYcOGaY7TuHFjHThwQMnJyfayffv2qWTJknJ1dU1zHJvNJk9PT4cPAAAA8r4sX3YPDw/X9OnTNWfOHO3evVs9evRQfHy8vfd7ly5dFBERYa/fo0cPnT17Vn369NG+ffu0ZMkSjRkzRr169cq+pQAAAECekOVHLXXs2FGnTp3S8OHDdeLECdWuXVvLli2zd0KKjY2Vs/P/Mm3p0qW1fPly9evXTzVr1pSvr6/69OmjQYMGZd9SAAAAIE/IcviUpLCwMIWFhaU5LCYmJlVZw4YN9euvv97JrAAAAHAf4d3uAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABYhvAJAAAAyxA+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDKETwAAAFiG8AkAAADLED4BAABgGcInAAAALEP4BAAAgGUInwAAALAM4RMAAACWIXwCAADAMoRPAAAAWIbwCQAAAMsQPgEAAGAZwicAAAAsQ/gEAACAZQifAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABYhvAJAAAAyxA+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDKETwAAAFiG8AkAAADLED4BAABgGcInAAAALEP4BAAAgGUInwAAALAM4RMAAACWIXwCAADAMoRPAAAAWIbwCQAAAMsQPgEAAGAZwicAAAAsQ/gEAACAZQifAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABYhvAJAAAAyxA+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDKETwAAAFiG8AkAAADLED4BAABgGcInAAAALEP4BAAAgGXuKHxOnjxZfn5+cnNzU4MGDbRhw4ZMjffVV1/JyclJbdu2vZPZAgAAII/LcvicN2+ewsPDFRkZqS1btqhWrVoKDg7WyZMnbzvekSNH9Oabb+rRRx+948YCAAAgb8ty+Bw3bpy6d++u0NBQVa1aVVOnTlX+/Pk1c+bMdMdJSkrSiy++qKioKJUvX/6uGgwAAIC8K0vhMzExUZs3b1ZQUND/JuDsrKCgIK1bty7d8UaOHKkSJUrolVdeufOWAgAAIM97ICuVT58+raSkJHl7ezuUe3t7a8+ePWmOs3r1as2YMUPbtm3L9HwSEhKUkJBg/37x4sWsNBMAAAD3qBzt7X7p0iV17txZ06dPV7FixTI9XnR0tLy8vOyf0qVL52ArAQAAYJUsnfksVqyYXFxcFBcX51AeFxcnHx+fVPUPHjyoI0eOqHXr1vay5OTkv2f8wAPau3ev/P39U40XERGh8PBw+/eLFy8SQAEAAO4DWQqfrq6uqlu3rlauXGl/XFJycrJWrlypsLCwVPUrV66sHTt2OJQNHTpUly5d0sSJE9MNlDabTTabLStNAwAAQB6QpfApSeHh4QoJCVG9evUUEBCgCRMmKD4+XqGhoZKkLl26yNfXV9HR0XJzc1P16tUdxi9UqJAkpSoHAADA/S/L4bNjx446deqUhg8frhMnTqh27dpatmyZvRNSbGysnJ15cRIAAABSy3L4lKSwsLA0L7NLUkxMzG3HnT179p3MEgAAAPcBTlECAADAMoRPAAAAWIbwCQAAAMsQPgEAAGAZwicAAAAsQ/gEAACAZQifAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABYhvAJAAAAyxA+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDKETwAAAFiG8AkAAADLED4BAABgGcInAAAALEP4BAAAgGUInwAAALAM4RMAAACWIXwCAADAMoRPAAAAWIbwCQAAAMsQPgEAAGAZwicAAAAsQ/gEAACAZQifAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABYhvAJAAAAyxA+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDKETwAAAFiG8AkAAADLED4BAABgGcInAAAALEP4BAAAgGUInwAAALAM4RMAAACWIXwCAADAMoRPAAAAWIbwCQAAAMsQPgEAAGAZwicAAAAsQ/gEAACAZQifAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABYhvAJAAAAyxA+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDJ3FD4nT54sPz8/ubm5qUGDBtqwYUO6dadPn65HH31UhQsXVuHChRUUFHTb+gAAALh/ZTl8zps3T+Hh4YqMjNSWLVtUq1YtBQcH6+TJk2nWj4mJUadOnbRq1SqtW7dOpUuXVvPmzXXs2LG7bjwAAADyliyHz3Hjxql79+4KDQ1V1apVNXXqVOXPn18zZ85Ms/4XX3yhnj17qnbt2qpcubI++eQTJScna+XKlXfdeAAAAOQtWQqfiYmJ2rx5s4KCgv43AWdnBQUFad26dZmaxpUrV3T9+nUVKVIk3ToJCQm6ePGiwwcAAAB5X5bC5+nTp5WUlCRvb2+Hcm9vb504cSJT0xg0aJBKlSrlEGBvFR0dLS8vL/undOnSWWkmAAAA7lGW9nZ/55139NVXX2nRokVyc3NLt15ERIQuXLhg/xw9etTCVgIAACCnPJCVysWKFZOLi4vi4uIcyuPi4uTj43Pbcd9//3298847+s9//qOaNWvetq7NZpPNZstK0wAAAJAHZOnMp6urq+rWrevQWSil81DDhg3THe9f//qXRo0apWXLlqlevXp33loAAADkaVk68ylJ4eHhCgkJUb169RQQEKAJEyYoPj5eoaGhkqQuXbrI19dX0dHRkqR3331Xw4cP19y5c+Xn52e/N9TDw0MeHh7ZuCgAAAC412U5fHbs2FGnTp3S8OHDdeLECdWuXVvLli2zd0KKjY2Vs/P/TqhOmTJFiYmJat++vcN0IiMjNWLEiLtrPQAAAPKULIdPSQoLC1NYWFiaw2JiYhy+Hzly5E5mAQAAgPsQ73YHAACAZQifAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABYhvAJAAAAyxA+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDKETwAAAFiG8AkAAADLED4BAABgGcInAAAALEP4BAAAgGUInwAAALAM4RMAAACWIXwCAADAMoRPAAAAWIbwCQAAAMsQPgEAAGAZwicAAAAsQ/gEAACAZQifAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABYhvAJAAAAyxA+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDKETwAAAFiG8AkAAADLED4BAABgGcInAAAALEP4BAAAgGUInwAAALAM4RMAAACWIXwCAADAMoRPAAAAWIbwCQAAAMsQPgEAAGAZwicAAAAsQ/gEAACAZQifAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABYhvAJAAAAyxA+AQAAYBnCJwAAACxD+AQAAIBlCJ8AAACwDOETAAAAliF8AgAAwDKETwAAAFiG8AkAAADLED4BAABgGcInAAAALHNH4XPy5Mny8/OTm5ubGjRooA0bNty2/oIFC1S5cmW5ubmpRo0aWrp06R01FgAAAHlblsPnvHnzFB4ersjISG3ZskW1atVScHCwTp48mWb9tWvXqlOnTnrllVe0detWtW3bVm3bttXOnTvvuvEAAADIW7IcPseNG6fu3bsrNDRUVatW1dSpU5U/f37NnDkzzfoTJ07Uk08+qQEDBqhKlSoaNWqUHn74YU2aNOmuGw8AAIC85YGsVE5MTNTmzZsVERFhL3N2dlZQUJDWrVuX5jjr1q1TeHi4Q1lwcLAWL16c7nwSEhKUkJBg/37hwgVJ0sWLFzNs45WLVzKsg8y56Jzx+s4Ktk32ye5tI7F9sgvb5t7Gce3exd/OvSuz2yYlpxljbl/RZMGxY8eMJLN27VqH8gEDBpiAgIA0x8mXL5+ZO3euQ9nkyZNNiRIl0p1PZGSkkcSHDx8+fPjw4cMnj32OHj162zyZpTOfVomIiHA4W5qcnKyzZ8+qaNGicnJyysWW3b2LFy+qdOnSOnr0qDw9PXO7ObgF2+fexba5d7Ft7m1sn3vX/bZtjDG6dOmSSpUqddt6WQqfxYoVk4uLi+Li4hzK4+Li5OPjk+Y4Pj4+WaovSTabTTabzaGsUKFCWWnqPc/T0/O+2NHuV2yfexfb5t7Ftrm3sX3uXffTtvHy8sqwTpY6HLm6uqpu3bpauXKlvSw5OVkrV65Uw4YN0xynYcOGDvUlacWKFenWBwAAwP0ry5fdw8PDFRISonr16ikgIEATJkxQfHy8QkNDJUldunSRr6+voqOjJUl9+vRRYGCgxo4dq1atWumrr77Spk2b9PHHH2fvkgAAAOCel+Xw2bFjR506dUrDhw/XiRMnVLt2bS1btkze3t6SpNjYWDk7/++EaqNGjTR37lwNHTpUb731lipWrKjFixerevXq2bcUeYjNZlNkZGSq2wpwb2D73LvYNvcuts29je1z7/qnbhsnYzLqDw8AAABkD97tDgAAAMsQPgEAAGAZwicAAAAsQ/gEkCfExMTIyclJ58+fz9a6yB0jRoxQ7dq17d+7du2qtm3b5lp77hfGGL366qsqUqSInJyctG3bttxuEtLg5+enCRMmZLr+/XZMI3wCyBMaNWqk48ePZ+oBxlmpC9xPli1bptmzZ+v777/X8ePHdfHiRbVu3VqlSpWSk5OTFi9enNtNhKSNGzfq1VdfzXT9++2YRvjMQGJiYm43AfeI69ev53YT8qzs+DtydXWVj49Ppl6xm5W6SI3jXt518OBBlSxZUo0aNZKPj4/i4+NVq1YtTZ48ObebhpsUL15c+fPnz3T9++2YRvi8RdOmTRUWFqa+ffuqWLFiCg4O1n//+18FBATIZrOpZMmSGjx4sG7cuGEfJzk5Wf/6179UoUIF2Ww2lSlTRqNHj87U/AYNGqRKlSopf/78Kl++vIYNG+YQctK6FNW3b181bdo0W+Z/L1u2bJkeeeQRFSpUSEWLFtVTTz2lgwcP2of/+eef6tSpk4oUKaICBQqoXr16Wr9+vX34v//9b9WvX19ubm4qVqyY2rVrZx+W1hmAQoUKafbs2ZKkI0eOyMnJSfPmzVNgYKDc3Nz0xRdf6MyZM+rUqZN8fX2VP39+1ahRQ19++aXDdG63PZo1a6awsDCH+qdOnZKrq2uqN4Hdy1L+TsLCwuTl5aVixYpp2LBhSnlym5+fn0aNGqUuXbrI09PT/gt/9erVevTRR+Xu7q7SpUvrjTfeUHx8vH26CQkJGjRokEqXLi2bzaYKFSpoxowZklJfdvrjjz/UunVrFS5cWAUKFFC1atW0dOnSNOtK0sKFC1WtWjXZbDb5+flp7NixDsvk5+enMWPG6OWXX1bBggVVpkyZf8zLMNI67u3cuVMtWrSQh4eHvL291blzZ50+fdo+TkbHnYyObch+Xbt2Ve/evRUbGysnJyf5+fmpRYsWevvttx2Of8h5ly5d0osvvqgCBQqoZMmSGj9+vJo2baq+fftKSn3Z3cnJSZ988onatWun/Pnzq2LFivruu+/sw7ns/g8wZ84cubq6as2aNRoxYoRatmyp+vXra/v27ZoyZYpmzJiht99+214/IiJC77zzjoYNG6Zdu3Zp7ty59ofuZ6RgwYKaPXu2du3apYkTJ2r69OkaP358ltp7N/O/l8XHxys8PFybNm3SypUr5ezsrHbt2ik5OVmXL19WYGCgjh07pu+++07bt2/XwIEDlZycLElasmSJ2rVrp5YtW2rr1q1auXKlAgICstyGwYMHq0+fPtq9e7eCg4N17do11a1bV0uWLNHOnTv16quvqnPnztqwYYN9nNttj27dumnu3LlKSEiw1//888/l6+urZs2a3eUas9acOXP0wAMPaMOGDZo4caLGjRunTz75xD78/fffV61atbR161YNGzZMBw8e1JNPPqlnn31Wv/32m+bNm6fVq1c7hPEuXbroyy+/1AcffKDdu3dr2rRp8vDwSHP+vXr1UkJCgn7++Wft2LFD7777brp1N2/erA4dOuj555/Xjh07NGLECA0bNsz+YyPF2LFjVa9ePW3dulU9e/ZUjx49tHfv3rtfWXnAzce9d955R82aNVOdOnW0adMmLVu2THFxcerQoYO9fkbHnew4tiFrJk6cqJEjR+rBBx/U8ePHtXHjxtxu0j9WeHi41qxZo++++04rVqzQL7/8oi1bttx2nKioKHXo0EG//fabWrZsqRdffFFnz561qMUWM3AQGBho6tSpY//+1ltvmYceesgkJyfbyyZPnmw8PDxMUlKSuXjxorHZbGb69OnZMv/33nvP1K1b1/49JCTEtGnTxqFOnz59TGBgoDHGZPv872WnTp0yksyOHTvMtGnTTMGCBc2ZM2fSrNuwYUPz4osvpjstSWbRokUOZV5eXmbWrFnGGGMOHz5sJJkJEyZk2K5WrVqZ/v37G2My3h5Xr141hQsXNvPmzbOX1axZ04wYMSLD+dxLAgMDTZUqVRz+LgYNGmSqVKlijDGmbNmypm3btg7jvPLKK+bVV191KPvll1+Ms7OzuXr1qtm7d6+RZFasWJHmPFetWmUkmXPnzhljjKlRo0a66+3Wui+88IJ54oknHOoMGDDAVK1a1f69bNmy5qWXXrJ/T05ONiVKlDBTpky5zZq4P9x63Bs1apRp3ry5Q52jR48aSWbv3r13dNy59dgWGRlpatWqZf+e1rEOWTd+/HhTtmzZNIelddxD9rt48aLJly+fWbBggb3s/PnzJn/+/KZPnz7GmL+PN+PHj7cPl2SGDh1q/3758mUjyfzwww/GmNTHtLwuy6/X/CeoW7eu/d+7d+9Ww4YNHe6zaNy4sS5fvqw///xTJ06cUEJCgh5//PE7mte8efP0wQcf6ODBg7p8+bJu3LghT0/PTI+/e/fuu5r/vWz//v0aPny41q9fr9OnT9vPasbGxmrbtm2qU6eOihQpkua427ZtU/fu3e+6DfXq1XP4npSUpDFjxmj+/Pk6duyYEhMTlZCQYL93J6Pt4ebmps6dO2vmzJnq0KGDtmzZop07dzpcXskr/u///s/h76Jhw4YaO3askpKSJKVed9u3b9dvv/2mL774wl5mjFFycrIOHz6sHTt2yMXFRYGBgZma/xtvvKEePXroxx9/VFBQkJ599lnVrFkzzbq7d+9WmzZtHMoaN26sCRMmKCkpSS4uLpLkML6Tk5N8fHx08uTJTLUnr7v5uLd9+3atWrUqzTPJBw8e1Pnz5zM87tztsQ3Iqw4dOqTr1687XG3z8vLSQw89dNvxbj7+FChQQJ6envft8YfL7mkoUKBApuu6u7vf8XzWrVunF198US1bttT333+vrVu3asiQIQ43+zs7O9vvo0tx831TdzP/e13r1q119uxZTZ8+XevXr7ffz5mYmJjhcmc03MnJ6bbrNcWt+8J7772niRMnatCgQVq1apW2bdum4OBg+zbLzPbo1q2bVqxYoT///FOzZs1Ss2bNVLZs2QzHy2tuXXeXL1/Wa6+9pm3bttk/27dv1/79++Xv75/lfblbt246dOiQOnfurB07dqhevXr68MMP76rN+fLlc/ju5ORk/9Fzv7t5e12+fFmtW7d22Fbbtm3T/v371aRJkwy3VWaObQAc/ZOOP4TPDFSpUkXr1q1zCCpr1qxRwYIF9eCDD6pixYpyd3e/o84ia9euVdmyZTVkyBDVq1dPFStW1B9//OFQp3jx4jp+/LhD2c3Pbbub+d/Lzpw5o71792ro0KF6/PHHVaVKFZ07d84+vGbNmtq2bVu698PUrFnztuvk1vW6f/9+XblyJcN2rVmzRm3atNFLL72kWrVqqXz58tq3b599eGa2R40aNVSvXj1Nnz5dc+fO1csvv5zhfO9FN3fukqRff/1VFStWtJ9FvNXDDz+sXbt2qUKFCqk+rq6uqlGjhpKTk/Xf//43020oXbq0Xn/9dX3zzTfq37+/pk+fnma9KlWqaM2aNQ5la9asUaVKldJt7z/Zww8/rN9//11+fn6ptlWBAgUy3M8zc2wD7lfly5dXvnz5HO65vXDhgsP/Ff90hM8M9OzZU0ePHlXv3r21Z88effvtt4qMjFR4eLicnZ3l5uamQYMGaeDAgfr000918OBB/frrr/YeurdTsWJFxcbG6quvvtLBgwf1wQcfaNGiRQ51mjVrpk2bNunTTz/V/v37FRkZqZ07d9qH383872WFCxdW0aJF9fHHH+vAgQP66aefFB4ebh/eqVMn+fj4qG3btlqzZo0OHTqkhQsXat26dZKkyMhIffnll4qMjNTu3bvtHVJSNGvWTJMmTdLWrVu1adMmvf7666l+daalYsWKWrFihdauXavdu3frtddeU1xcnH14ZrdHt27d9M4778gYk2d7ocbGxio8PFx79+7Vl19+qQ8//FB9+vRJt/6gQYO0du1ahYWF2c+iffvtt/YOR35+fgoJCdHLL7+sxYsX6/Dhw4qJidH8+fPTnF7fvn21fPlyHT58WFu2bNGqVatUpUqVNOv2799fK1eu1KhRo7Rv3z7NmTNHkyZN0ptvvnn3K+I+1KtXL509e1adOnXSxo0bdfDgQS1fvlyhoaFKSkrKcD/PzLEN1rh8+bL9zLUkHT58WNu2bVNsbGzuNuw+VrBgQYWEhGjAgAFatWqVfv/9d73yyitydna+bx6VdNdy9Y7Te1BgYKD9huAUMTExpn79+sbV1dX4+PiYQYMGmevXr9uHJyUlmbffftuULVvW5MuXz5QpU8aMGTMmU/MbMGCAKVq0qPHw8DAdO3Y048ePN15eXg51hg8fbry9vY2Xl5fp16+fCQsLs3c4utv538tWrFhhqlSpYmw2m6lZs6aJiYlxuGH+yJEj5tlnnzWenp4mf/78pl69emb9+vX28RcuXGhq165tXF1dTbFixcwzzzxjH3bs2DHTvHlzU6BAAVOxYkWzdOnSNDscbd261aFNZ86cMW3atDEeHh6mRIkSZujQoaZLly4OHSUysz0uXbpk8ufPb3r27Jmt68wqgYGBpmfPnub11183np6epnDhwuatt96yd0C69Wb6FBs2bDBPPPGE8fDwMAUKFDA1a9Y0o0ePtg+/evWq6devnylZsqRxdXU1FSpUMDNnzjTGpL7hPiwszPj7+xubzWaKFy9uOnfubE6fPp1mXWOM+frrr03VqlXt2+S9995zaFtaba5Vq5aJjIy8u5WVB6R13Nu3b59p166dKVSokHF3dzeVK1c2ffv2tW/jjPbzjI5tdDjKGbd2OEr5W7j1ExISkmtt/Ce4ePGieeGFF0z+/PmNj4+PGTdunAkICDCDBw82xqTd4eh2nWDvtw5HTsbccuMbgBx35MgR+fv7a+PGjXr44YdzuzlZ1rRpU9WuXTtLr4cDgH+q+Ph4+fr6auzYsXrllVdyuzm5jt7ugIWuX7+uM2fOaOjQofq///u/PBk8AQC3t3XrVu3Zs0cBAQG6cOGCRo4cKUmpnrrxT8U9nzlozJgx8vDwSPPTokWL3G4ecsGaNWtUsmRJbdy4UVOnTs3t5gAAckjKizaCgoIUHx+vX375RcWKFcvtZt0TuOyeg86ePZtub2x3d3f5+vpa3CIAAIDcRfgEAACAZbjsDgAAAMsQPgEAAGAZwicAAAAsQ/gEAACAZQifAAAAsAzhEwAAAJYhfAIAAMAyhE8AAABY5v8BWGi5KZ6X7sEAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"calculate_scores(X_train, X_test, y_train, y_test, model9)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3.2 AutoML"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"from tpot import TPOTClassifier"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" \n",
"Generation 1 - Current best internal CV score: 0.9826086956521738\n",
" \n",
"Generation 2 - Current best internal CV score: 0.9836956521739131\n",
" \n",
"Generation 3 - Current best internal CV score: 0.9847826086956522\n",
" \n",
"Generation 4 - Current best internal CV score: 0.9847826086956522\n",
" \n",
"Generation 5 - Current best internal CV score: 0.9869565217391303\n",
" \n",
"Generation 6 - Current best internal CV score: 0.9869565217391303\n",
" \n",
"Generation 7 - Current best internal CV score: 0.9880434782608696\n",
" \n",
"Generation 8 - Current best internal CV score: 0.9880434782608696\n",
" \n",
"Generation 9 - Current best internal CV score: 0.9880434782608696\n",
" \n",
"Generation 10 - Current best internal CV score: 0.9880434782608696\n",
" \n",
"Best pipeline: GaussianNB(ExtraTreesClassifier(MLPClassifier(input_matrix, alpha=0.001, learning_rate_init=0.001), bootstrap=False, criterion=gini, max_features=0.6000000000000001, min_samples_leaf=12, min_samples_split=3, n_estimators=100))\n"
]
},
{
"data": {
"text/html": [
"<style>#sk-container-id-1 {\n",
" /* Definition of color scheme common for light and dark mode */\n",
" --sklearn-color-text: black;\n",
" --sklearn-color-line: gray;\n",
" /* Definition of color scheme for unfitted estimators */\n",
" --sklearn-color-unfitted-level-0: #fff5e6;\n",
" --sklearn-color-unfitted-level-1: #f6e4d2;\n",
" --sklearn-color-unfitted-level-2: #ffe0b3;\n",
" --sklearn-color-unfitted-level-3: chocolate;\n",
" /* Definition of color scheme for fitted estimators */\n",
" --sklearn-color-fitted-level-0: #f0f8ff;\n",
" --sklearn-color-fitted-level-1: #d4ebff;\n",
" --sklearn-color-fitted-level-2: #b3dbfd;\n",
" --sklearn-color-fitted-level-3: cornflowerblue;\n",
"\n",
" /* Specific color for light theme */\n",
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
" --sklearn-color-icon: #696969;\n",
"\n",
" @media (prefers-color-scheme: dark) {\n",
" /* Redefinition of color scheme for dark theme */\n",
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
" --sklearn-color-icon: #878787;\n",
" }\n",
"}\n",
"\n",
"#sk-container-id-1 {\n",
" color: var(--sklearn-color-text);\n",
"}\n",
"\n",
"#sk-container-id-1 pre {\n",
" padding: 0;\n",
"}\n",
"\n",
"#sk-container-id-1 input.sk-hidden--visually {\n",
" border: 0;\n",
" clip: rect(1px 1px 1px 1px);\n",
" clip: rect(1px, 1px, 1px, 1px);\n",
" height: 1px;\n",
" margin: -1px;\n",
" overflow: hidden;\n",
" padding: 0;\n",
" position: absolute;\n",
" width: 1px;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-dashed-wrapped {\n",
" border: 1px dashed var(--sklearn-color-line);\n",
" margin: 0 0.4em 0.5em 0.4em;\n",
" box-sizing: border-box;\n",
" padding-bottom: 0.4em;\n",
" background-color: var(--sklearn-color-background);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-container {\n",
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
" but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
" so we also need the `!important` here to be able to override the\n",
" default hidden behavior on the sphinx rendered scikit-learn.org.\n",
" See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
" display: inline-block !important;\n",
" position: relative;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-text-repr-fallback {\n",
" display: none;\n",
"}\n",
"\n",
"div.sk-parallel-item,\n",
"div.sk-serial,\n",
"div.sk-item {\n",
" /* draw centered vertical line to link estimators */\n",
" background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
" background-size: 2px 100%;\n",
" background-repeat: no-repeat;\n",
" background-position: center center;\n",
"}\n",
"\n",
"/* Parallel-specific style estimator block */\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item::after {\n",
" content: \"\";\n",
" width: 100%;\n",
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
" flex-grow: 1;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel {\n",
" display: flex;\n",
" align-items: stretch;\n",
" justify-content: center;\n",
" background-color: var(--sklearn-color-background);\n",
" position: relative;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item {\n",
" display: flex;\n",
" flex-direction: column;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
" align-self: flex-end;\n",
" width: 50%;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
" align-self: flex-start;\n",
" width: 50%;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
" width: 0;\n",
"}\n",
"\n",
"/* Serial-specific style estimator block */\n",
"\n",
"#sk-container-id-1 div.sk-serial {\n",
" display: flex;\n",
" flex-direction: column;\n",
" align-items: center;\n",
" background-color: var(--sklearn-color-background);\n",
" padding-right: 1em;\n",
" padding-left: 1em;\n",
"}\n",
"\n",
"\n",
"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
"clickable and can be expanded/collapsed.\n",
"- Pipeline and ColumnTransformer use this feature and define the default style\n",
"- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
"*/\n",
"\n",
"/* Pipeline and ColumnTransformer style (default) */\n",
"\n",
"#sk-container-id-1 div.sk-toggleable {\n",
" /* Default theme specific background. It is overwritten whether we have a\n",
" specific estimator or a Pipeline/ColumnTransformer */\n",
" background-color: var(--sklearn-color-background);\n",
"}\n",
"\n",
"/* Toggleable label */\n",
"#sk-container-id-1 label.sk-toggleable__label {\n",
" cursor: pointer;\n",
" display: block;\n",
" width: 100%;\n",
" margin-bottom: 0;\n",
" padding: 0.5em;\n",
" box-sizing: border-box;\n",
" text-align: center;\n",
"}\n",
"\n",
"#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
" /* Arrow on the left of the label */\n",
" content: \"▸\";\n",
" float: left;\n",
" margin-right: 0.25em;\n",
" color: var(--sklearn-color-icon);\n",
"}\n",
"\n",
"#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
" color: var(--sklearn-color-text);\n",
"}\n",
"\n",
"/* Toggleable content - dropdown */\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content {\n",
" max-height: 0;\n",
" max-width: 0;\n",
" overflow: hidden;\n",
" text-align: left;\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content pre {\n",
" margin: 0.2em;\n",
" border-radius: 0.25em;\n",
" color: var(--sklearn-color-text);\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
" /* Expand drop-down */\n",
" max-height: 200px;\n",
" max-width: 100%;\n",
" overflow: auto;\n",
"}\n",
"\n",
"#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
" content: \"▾\";\n",
"}\n",
"\n",
"/* Pipeline/ColumnTransformer-specific style */\n",
"\n",
"#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Estimator-specific style */\n",
"\n",
"/* Colorize estimator box */\n",
"#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
"#sk-container-id-1 div.sk-label label {\n",
" /* The background is the default theme color */\n",
" color: var(--sklearn-color-text-on-default-background);\n",
"}\n",
"\n",
"/* On hover, darken the color of the background */\n",
"#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"/* Label box, darken color on hover, fitted */\n",
"#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Estimator label */\n",
"\n",
"#sk-container-id-1 div.sk-label label {\n",
" font-family: monospace;\n",
" font-weight: bold;\n",
" display: inline-block;\n",
" line-height: 1.2em;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-label-container {\n",
" text-align: center;\n",
"}\n",
"\n",
"/* Estimator-specific */\n",
"#sk-container-id-1 div.sk-estimator {\n",
" font-family: monospace;\n",
" border: 1px dotted var(--sklearn-color-border-box);\n",
" border-radius: 0.25em;\n",
" box-sizing: border-box;\n",
" margin-bottom: 0.5em;\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-estimator.fitted {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"/* on hover */\n",
"#sk-container-id-1 div.sk-estimator:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
"\n",
"/* Common style for \"i\" and \"?\" */\n",
"\n",
".sk-estimator-doc-link,\n",
"a:link.sk-estimator-doc-link,\n",
"a:visited.sk-estimator-doc-link {\n",
" float: right;\n",
" font-size: smaller;\n",
" line-height: 1em;\n",
" font-family: monospace;\n",
" background-color: var(--sklearn-color-background);\n",
" border-radius: 1em;\n",
" height: 1em;\n",
" width: 1em;\n",
" text-decoration: none !important;\n",
" margin-left: 1ex;\n",
" /* unfitted */\n",
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-unfitted-level-1);\n",
"}\n",
"\n",
".sk-estimator-doc-link.fitted,\n",
"a:link.sk-estimator-doc-link.fitted,\n",
"a:visited.sk-estimator-doc-link.fitted {\n",
" /* fitted */\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-fitted-level-1);\n",
"}\n",
"\n",
"/* On hover */\n",
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
".sk-estimator-doc-link:hover,\n",
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
".sk-estimator-doc-link:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
".sk-estimator-doc-link.fitted:hover,\n",
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
".sk-estimator-doc-link.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"/* Span, style for the box shown on hovering the info icon */\n",
".sk-estimator-doc-link span {\n",
" display: none;\n",
" z-index: 9999;\n",
" position: relative;\n",
" font-weight: normal;\n",
" right: .2ex;\n",
" padding: .5ex;\n",
" margin: .5ex;\n",
" width: min-content;\n",
" min-width: 20ex;\n",
" max-width: 50ex;\n",
" color: var(--sklearn-color-text);\n",
" box-shadow: 2pt 2pt 4pt #999;\n",
" /* unfitted */\n",
" background: var(--sklearn-color-unfitted-level-0);\n",
" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
"}\n",
"\n",
".sk-estimator-doc-link.fitted span {\n",
" /* fitted */\n",
" background: var(--sklearn-color-fitted-level-0);\n",
" border: var(--sklearn-color-fitted-level-3);\n",
"}\n",
"\n",
".sk-estimator-doc-link:hover span {\n",
" display: block;\n",
"}\n",
"\n",
"/* \"?\"-specific style due to the `<a>` HTML tag */\n",
"\n",
"#sk-container-id-1 a.estimator_doc_link {\n",
" float: right;\n",
" font-size: 1rem;\n",
" line-height: 1em;\n",
" font-family: monospace;\n",
" background-color: var(--sklearn-color-background);\n",
" border-radius: 1rem;\n",
" height: 1rem;\n",
" width: 1rem;\n",
" text-decoration: none;\n",
" /* unfitted */\n",
" color: var(--sklearn-color-unfitted-level-1);\n",
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
"}\n",
"\n",
"#sk-container-id-1 a.estimator_doc_link.fitted {\n",
" /* fitted */\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-fitted-level-1);\n",
"}\n",
"\n",
"/* On hover */\n",
"#sk-container-id-1 a.estimator_doc_link:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n",
"}\n",
"</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>TPOTClassifier(generations=10, n_jobs=-1, offspring_size=50, population_size=50,\n",
" scoring='recall', verbosity=2)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> TPOTClassifier<span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>TPOTClassifier(generations=10, n_jobs=-1, offspring_size=50, population_size=50,\n",
" scoring='recall', verbosity=2)</pre></div> </div></div></div></div>"
],
"text/plain": [
"TPOTClassifier(generations=10, n_jobs=-1, offspring_size=50, population_size=50,\n",
" scoring='recall', verbosity=2)"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from tpot import TPOTClassifier\n",
"\n",
"tpot = TPOTClassifier(\n",
" generations=10,\n",
" population_size=50,\n",
" offspring_size=50,\n",
" mutation_rate=0.9,\n",
" crossover_rate=0.1,\n",
" scoring='recall',\n",
" cv=5,\n",
" n_jobs=-1,\n",
" verbosity=2 \n",
")\n",
"\n",
"tpot.fit(X_train, y_train)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**uwaga 32 min mi się robiło <br/>**\n",
"wynik\n",
" \n",
"Generation 1 - Current best internal CV score: 0.9826086956521738\n",
" \n",
"Generation 2 - Current best internal CV score: 0.9836956521739131\n",
" \n",
"Generation 3 - Current best internal CV score: 0.9847826086956522\n",
" \n",
"Generation 4 - Current best internal CV score: 0.9847826086956522\n",
" \n",
"Generation 5 - Current best internal CV score: 0.9869565217391303\n",
" \n",
"Generation 6 - Current best internal CV score: 0.9869565217391303\n",
" \n",
"Generation 7 - Current best internal CV score: 0.9880434782608696\n",
" \n",
"Generation 8 - Current best internal CV score: 0.9880434782608696\n",
" \n",
"Generation 9 - Current best internal CV score: 0.9880434782608696\n",
" \n",
"Generation 10 - Current best internal CV score: 0.9880434782608696\n",
" \n",
"Best pipeline: GaussianNB(ExtraTreesClassifier(MLPClassifier(input_matrix, alpha=0.001, learning_rate_init=0.001), bootstrap=False, criterion=gini, max_features=0.6000000000000001, min_samples_leaf=12, min_samples_split=3, n_estimators=100))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.2.1 Proponowany pipeline"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.ensemble import ExtraTreesClassifier\n",
"from sklearn.neural_network import MLPClassifier\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.base import BaseEstimator, TransformerMixin"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"class MLPTransformer(BaseEstimator, TransformerMixin):\n",
" def __init__(self, **params):\n",
" self.mlp = MLPClassifier(**params)\n",
" \n",
" def fit(self, X, y=None):\n",
" self.mlp.fit(X, y)\n",
" return self\n",
" \n",
" def transform(self, X):\n",
" return self.mlp.predict_proba(X)\n",
" \n",
"class CustomClassifierTransformer(BaseEstimator, TransformerMixin):\n",
" def __init__(self, classifier):\n",
" self.classifier = classifier\n",
" \n",
" def fit(self, X, y=None):\n",
" self.classifier.fit(X, y)\n",
" return self\n",
" \n",
" def transform(self, X):\n",
" return self.classifier.predict_proba(X)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"mlp = MLPTransformer(alpha=0.001, learning_rate_init=0.001, random_state=42)\n",
"\n",
"extra_trees = CustomClassifierTransformer(ExtraTreesClassifier(\n",
" bootstrap=False,\n",
" criterion='gini',\n",
" max_features=0.6,\n",
" min_samples_leaf=12,\n",
" min_samples_split=3,\n",
" n_estimators=100,\n",
" random_state=42)\n",
")\n",
"\n",
"gaussianNB = GaussianNB()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"pipeline = Pipeline([\n",
" ('mlp', mlp),\n",
" ('extra_trees', extra_trees),\n",
" ('gaussian_nb', gaussianNB)\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>#sk-container-id-1 {\n",
" /* Definition of color scheme common for light and dark mode */\n",
" --sklearn-color-text: black;\n",
" --sklearn-color-line: gray;\n",
" /* Definition of color scheme for unfitted estimators */\n",
" --sklearn-color-unfitted-level-0: #fff5e6;\n",
" --sklearn-color-unfitted-level-1: #f6e4d2;\n",
" --sklearn-color-unfitted-level-2: #ffe0b3;\n",
" --sklearn-color-unfitted-level-3: chocolate;\n",
" /* Definition of color scheme for fitted estimators */\n",
" --sklearn-color-fitted-level-0: #f0f8ff;\n",
" --sklearn-color-fitted-level-1: #d4ebff;\n",
" --sklearn-color-fitted-level-2: #b3dbfd;\n",
" --sklearn-color-fitted-level-3: cornflowerblue;\n",
"\n",
" /* Specific color for light theme */\n",
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
" --sklearn-color-icon: #696969;\n",
"\n",
" @media (prefers-color-scheme: dark) {\n",
" /* Redefinition of color scheme for dark theme */\n",
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
" --sklearn-color-icon: #878787;\n",
" }\n",
"}\n",
"\n",
"#sk-container-id-1 {\n",
" color: var(--sklearn-color-text);\n",
"}\n",
"\n",
"#sk-container-id-1 pre {\n",
" padding: 0;\n",
"}\n",
"\n",
"#sk-container-id-1 input.sk-hidden--visually {\n",
" border: 0;\n",
" clip: rect(1px 1px 1px 1px);\n",
" clip: rect(1px, 1px, 1px, 1px);\n",
" height: 1px;\n",
" margin: -1px;\n",
" overflow: hidden;\n",
" padding: 0;\n",
" position: absolute;\n",
" width: 1px;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-dashed-wrapped {\n",
" border: 1px dashed var(--sklearn-color-line);\n",
" margin: 0 0.4em 0.5em 0.4em;\n",
" box-sizing: border-box;\n",
" padding-bottom: 0.4em;\n",
" background-color: var(--sklearn-color-background);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-container {\n",
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
" but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
" so we also need the `!important` here to be able to override the\n",
" default hidden behavior on the sphinx rendered scikit-learn.org.\n",
" See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
" display: inline-block !important;\n",
" position: relative;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-text-repr-fallback {\n",
" display: none;\n",
"}\n",
"\n",
"div.sk-parallel-item,\n",
"div.sk-serial,\n",
"div.sk-item {\n",
" /* draw centered vertical line to link estimators */\n",
" background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
" background-size: 2px 100%;\n",
" background-repeat: no-repeat;\n",
" background-position: center center;\n",
"}\n",
"\n",
"/* Parallel-specific style estimator block */\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item::after {\n",
" content: \"\";\n",
" width: 100%;\n",
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
" flex-grow: 1;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel {\n",
" display: flex;\n",
" align-items: stretch;\n",
" justify-content: center;\n",
" background-color: var(--sklearn-color-background);\n",
" position: relative;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item {\n",
" display: flex;\n",
" flex-direction: column;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
" align-self: flex-end;\n",
" width: 50%;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
" align-self: flex-start;\n",
" width: 50%;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
" width: 0;\n",
"}\n",
"\n",
"/* Serial-specific style estimator block */\n",
"\n",
"#sk-container-id-1 div.sk-serial {\n",
" display: flex;\n",
" flex-direction: column;\n",
" align-items: center;\n",
" background-color: var(--sklearn-color-background);\n",
" padding-right: 1em;\n",
" padding-left: 1em;\n",
"}\n",
"\n",
"\n",
"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
"clickable and can be expanded/collapsed.\n",
"- Pipeline and ColumnTransformer use this feature and define the default style\n",
"- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
"*/\n",
"\n",
"/* Pipeline and ColumnTransformer style (default) */\n",
"\n",
"#sk-container-id-1 div.sk-toggleable {\n",
" /* Default theme specific background. It is overwritten whether we have a\n",
" specific estimator or a Pipeline/ColumnTransformer */\n",
" background-color: var(--sklearn-color-background);\n",
"}\n",
"\n",
"/* Toggleable label */\n",
"#sk-container-id-1 label.sk-toggleable__label {\n",
" cursor: pointer;\n",
" display: block;\n",
" width: 100%;\n",
" margin-bottom: 0;\n",
" padding: 0.5em;\n",
" box-sizing: border-box;\n",
" text-align: center;\n",
"}\n",
"\n",
"#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
" /* Arrow on the left of the label */\n",
" content: \"▸\";\n",
" float: left;\n",
" margin-right: 0.25em;\n",
" color: var(--sklearn-color-icon);\n",
"}\n",
"\n",
"#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
" color: var(--sklearn-color-text);\n",
"}\n",
"\n",
"/* Toggleable content - dropdown */\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content {\n",
" max-height: 0;\n",
" max-width: 0;\n",
" overflow: hidden;\n",
" text-align: left;\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content pre {\n",
" margin: 0.2em;\n",
" border-radius: 0.25em;\n",
" color: var(--sklearn-color-text);\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
" /* Expand drop-down */\n",
" max-height: 200px;\n",
" max-width: 100%;\n",
" overflow: auto;\n",
"}\n",
"\n",
"#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
" content: \"▾\";\n",
"}\n",
"\n",
"/* Pipeline/ColumnTransformer-specific style */\n",
"\n",
"#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Estimator-specific style */\n",
"\n",
"/* Colorize estimator box */\n",
"#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
"#sk-container-id-1 div.sk-label label {\n",
" /* The background is the default theme color */\n",
" color: var(--sklearn-color-text-on-default-background);\n",
"}\n",
"\n",
"/* On hover, darken the color of the background */\n",
"#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"/* Label box, darken color on hover, fitted */\n",
"#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Estimator label */\n",
"\n",
"#sk-container-id-1 div.sk-label label {\n",
" font-family: monospace;\n",
" font-weight: bold;\n",
" display: inline-block;\n",
" line-height: 1.2em;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-label-container {\n",
" text-align: center;\n",
"}\n",
"\n",
"/* Estimator-specific */\n",
"#sk-container-id-1 div.sk-estimator {\n",
" font-family: monospace;\n",
" border: 1px dotted var(--sklearn-color-border-box);\n",
" border-radius: 0.25em;\n",
" box-sizing: border-box;\n",
" margin-bottom: 0.5em;\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-estimator.fitted {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"/* on hover */\n",
"#sk-container-id-1 div.sk-estimator:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
"\n",
"/* Common style for \"i\" and \"?\" */\n",
"\n",
".sk-estimator-doc-link,\n",
"a:link.sk-estimator-doc-link,\n",
"a:visited.sk-estimator-doc-link {\n",
" float: right;\n",
" font-size: smaller;\n",
" line-height: 1em;\n",
" font-family: monospace;\n",
" background-color: var(--sklearn-color-background);\n",
" border-radius: 1em;\n",
" height: 1em;\n",
" width: 1em;\n",
" text-decoration: none !important;\n",
" margin-left: 1ex;\n",
" /* unfitted */\n",
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-unfitted-level-1);\n",
"}\n",
"\n",
".sk-estimator-doc-link.fitted,\n",
"a:link.sk-estimator-doc-link.fitted,\n",
"a:visited.sk-estimator-doc-link.fitted {\n",
" /* fitted */\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-fitted-level-1);\n",
"}\n",
"\n",
"/* On hover */\n",
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
".sk-estimator-doc-link:hover,\n",
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
".sk-estimator-doc-link:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
".sk-estimator-doc-link.fitted:hover,\n",
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
".sk-estimator-doc-link.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"/* Span, style for the box shown on hovering the info icon */\n",
".sk-estimator-doc-link span {\n",
" display: none;\n",
" z-index: 9999;\n",
" position: relative;\n",
" font-weight: normal;\n",
" right: .2ex;\n",
" padding: .5ex;\n",
" margin: .5ex;\n",
" width: min-content;\n",
" min-width: 20ex;\n",
" max-width: 50ex;\n",
" color: var(--sklearn-color-text);\n",
" box-shadow: 2pt 2pt 4pt #999;\n",
" /* unfitted */\n",
" background: var(--sklearn-color-unfitted-level-0);\n",
" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
"}\n",
"\n",
".sk-estimator-doc-link.fitted span {\n",
" /* fitted */\n",
" background: var(--sklearn-color-fitted-level-0);\n",
" border: var(--sklearn-color-fitted-level-3);\n",
"}\n",
"\n",
".sk-estimator-doc-link:hover span {\n",
" display: block;\n",
"}\n",
"\n",
"/* \"?\"-specific style due to the `<a>` HTML tag */\n",
"\n",
"#sk-container-id-1 a.estimator_doc_link {\n",
" float: right;\n",
" font-size: 1rem;\n",
" line-height: 1em;\n",
" font-family: monospace;\n",
" background-color: var(--sklearn-color-background);\n",
" border-radius: 1rem;\n",
" height: 1rem;\n",
" width: 1rem;\n",
" text-decoration: none;\n",
" /* unfitted */\n",
" color: var(--sklearn-color-unfitted-level-1);\n",
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
"}\n",
"\n",
"#sk-container-id-1 a.estimator_doc_link.fitted {\n",
" /* fitted */\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-fitted-level-1);\n",
"}\n",
"\n",
"/* On hover */\n",
"#sk-container-id-1 a.estimator_doc_link:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n",
"}\n",
"</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Pipeline(steps=[('mlp', MLPTransformer()),\n",
" ('extra_trees',\n",
" CustomClassifierTransformer(classifier=ExtraTreesClassifier(max_features=0.6,\n",
" min_samples_leaf=12,\n",
" min_samples_split=3,\n",
" random_state=42))),\n",
" ('gaussian_nb', GaussianNB())])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> Pipeline<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.pipeline.Pipeline.html\">?<span>Documentation for Pipeline</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>Pipeline(steps=[('mlp', MLPTransformer()),\n",
" ('extra_trees',\n",
" CustomClassifierTransformer(classifier=ExtraTreesClassifier(max_features=0.6,\n",
" min_samples_leaf=12,\n",
" min_samples_split=3,\n",
" random_state=42))),\n",
" ('gaussian_nb', GaussianNB())])</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">MLPTransformer</label><div class=\"sk-toggleable__content fitted\"><pre>MLPTransformer()</pre></div> </div></div><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">extra_trees: CustomClassifierTransformer</label><div class=\"sk-toggleable__content fitted\"><pre>CustomClassifierTransformer(classifier=ExtraTreesClassifier(max_features=0.6,\n",
" min_samples_leaf=12,\n",
" min_samples_split=3,\n",
" random_state=42))</pre></div> </div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">classifier: ExtraTreesClassifier</label><div class=\"sk-toggleable__content fitted\"><pre>ExtraTreesClassifier(max_features=0.6, min_samples_leaf=12, min_samples_split=3,\n",
" random_state=42)</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> ExtraTreesClassifier<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.ensemble.ExtraTreesClassifier.html\">?<span>Documentation for ExtraTreesClassifier</span></a></label><div class=\"sk-toggleable__content fitted\"><pre>ExtraTreesClassifier(max_features=0.6, min_samples_leaf=12, min_samples_split=3,\n",
" random_state=42)</pre></div> </div></div></div></div></div></div></div><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" ><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> GaussianNB<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.naive_bayes.GaussianNB.html\">?<span>Documentation for GaussianNB</span></a></label><div class=\"sk-toggleable__content fitted\"><pre>GaussianNB()</pre></div> </div></div></div></div></div></div>"
],
"text/plain": [
"Pipeline(steps=[('mlp', MLPTransformer()),\n",
" ('extra_trees',\n",
" CustomClassifierTransformer(classifier=ExtraTreesClassifier(max_features=0.6,\n",
" min_samples_leaf=12,\n",
" min_samples_split=3,\n",
" random_state=42))),\n",
" ('gaussian_nb', GaussianNB())])"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pipeline.fit(X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"calculate_scores(X_train, X_test, y_train, y_test, pipeline)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3.3 Porównanie"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"def compare_models(models, X_train, X_test, y_train, y_test):\n",
" cross_val_scores = []\n",
" model_names = []\n",
" recall_scores = []\n",
" \n",
" skf = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)\n",
" for model in models:\n",
" if model.__class__.__name__ == \"XGBClassifier\":\n",
" \n",
" X_train_xg, X_test_xg = X_train.copy(), X_test.copy() \n",
" X_train_xg.columns = [str(col).replace('[', '').replace(']', '').replace('<', '').replace('>', '') for col in X_train.columns]\n",
" X_test_xg.columns = [str(col).replace('[', '').replace(']', '').replace('<', '').replace('>', '') for col in X_test.columns]\n",
" \n",
" cross_val_scores.append(cross_val_score(model, X_train_xg, y_train, cv=skf, scoring=\"recall\"))\n",
" y_predict = model.predict(X_test_xg)\n",
" else:\n",
" cross_val_scores.append(cross_val_score(model, X_train, y_train, cv=skf, scoring=\"recall\"))\n",
" y_predict = model.predict(X_test)\n",
" \n",
" \n",
" model_names.append(model.__class__.__name__)\n",
" recall_scores.append(recall_score(y_test, y_predict))\n",
" \n",
" \n",
" sns.boxplot(data=cross_val_scores)\n",
" plt.title(\"Cross validation recall scores comparision\")\n",
" plt.xticks(np.arange(0, len(model_names), 1), model_names, rotation=60)\n",
" \n",
" \n",
" plt.figure(figsize=(8, 5))\n",
" ax = sns.barplot(x= model_names, y=recall_scores, color='palegreen')\n",
" plt.title('Recall scores on test dataset comparision')\n",
" plt.xticks(rotation=60)\n",
" \n",
" for i, score in enumerate(recall_scores):\n",
" ax.text(i, score, f'{score:.2f}', ha='center', va='bottom')\n",
" \n",
" plt.show() \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"models = [model1, model2, model3, model4, model5, model6, model7, model8, model9, pipeline]\n",
"\n",
"compare_models(models, X_train, X_test, y_train, y_test)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"from sklearn import metrics\n",
"\n",
"def roc_curve_plot(models, X_test, y_test):\n",
" plt.figure(0).clf()\n",
" plt.figure(figsize=(8, 8))\n",
" plt.title(\"ROC Curve comparision\")\n",
" for model in models:\n",
" if model.__class__.__name__ == \"XGBClassifier\":\n",
" X_test_xg.columns = [str(col).replace('[', '').replace(']', '').replace('<', '').replace('>', '') for col in X_test.columns]\n",
" \n",
" y_predict = model.predict(X_test_xg)\n",
" else:\n",
" y_predict = model.predict(X_test)\n",
" \n",
" fpr, tpr, _ = metrics.roc_curve(y_test, y_predict)\n",
" auc = round(metrics.roc_auc_score(y_test, y_predict), 4)\n",
" model_name = model.__class__.__name__ \n",
" \n",
" \n",
" plt.plot(fpr, tpr, label=f\"{model_name}, AUC={auc}\")\n",
" \n",
" plt.legend(framealpha=0.0)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"roc_curve_plot(models, X_test, y_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 4. Explainable AI"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"import shap"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"explainer = shap.TreeExplainer(model2)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"shap_values = explainer.shap_values(X_test)\n",
"shap_values_sum = shap_values.sum(axis=2)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x950 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"shap.summary_plot(shap_values_sum, X_test, plot_type='bar')"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x950 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"shap.summary_plot(shap_values_sum, X_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 5. Walidacja"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"def compare_val(models, X_val, y_val):\n",
" model_names =[]\n",
" recall_scores = []\n",
" \n",
" for model in models:\n",
" if model.__class__.__name__ == \"XGBClassifier\": \n",
" X_val_xg = X_val.copy()\n",
" X_val_xg.columns = [str(col).replace('[', '').replace(']', '').replace('<', '').replace('>', '') for col in X_train.columns]\n",
" \n",
" y_predict = model.predict(X_val_xg)\n",
" else:\n",
" y_predict = model.predict(X_val)\n",
" \n",
"\n",
" model_names.append(model.__class__.__name__)\n",
" recall_scores.append(recall_score(y_val, y_predict))\n",
" \n",
" plt.figure(figsize=(8, 5))\n",
" ax = sns.barplot(x= model_names, y=recall_scores, color='palegreen')\n",
" plt.title('Recall scores on test dataset comparision')\n",
" plt.xticks(rotation=60)\n",
" \n",
" for i, score in enumerate(recall_scores):\n",
" ax.text(i, score, f'{score:.2f}', ha='center', va='bottom')\n",
" \n",
" plt.show() "
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"X_val = pd.read_csv(\"../validation_data/X_val.csv\")\n",
"y_val = pd.read_csv(\"../validation_data/y_val.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_val.drop(['Respiratory Disorders'], axis=1, inplace=True)\n",
"X_val.drop(to_drop, axis=1, inplace=True)\n",
"X_val.shape[1] == X_train.shape[1]"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compare_val(models, X_val, y_val)"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
"def roc_curve_plot_val(models, X_val, y_val):\n",
" plt.figure(0).clf()\n",
" plt.figure(figsize=(8, 8))\n",
" plt.title(\"ROC Curve comparision\")\n",
" for model in models:\n",
" if model.__class__.__name__ == \"XGBClassifier\":\n",
" \n",
" X_val_xg= X_val.copy()\n",
"\n",
" X_val_xg.columns = [str(col).replace('[', '').replace(']', '').replace('<', '').replace('>', '') for col in X_train.columns]\n",
" y_predict = model.predict(X_val_xg)\n",
" else:\n",
" y_predict = model.predict(X_val)\n",
" \n",
" fpr, tpr, _ = metrics.roc_curve(y_val, y_predict)\n",
" auc = round(metrics.roc_auc_score(y_val, y_predict), 4)\n",
" model_name = model.__class__.__name__ \n",
" \n",
" \n",
" plt.plot(fpr, tpr, label=f\"{model_name}, AUC={auc}\")\n",
" \n",
" plt.legend(framealpha=0.0)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"roc_curve_plot_val(models, X_val, y_val)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 6. Wnioski"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Nasz pipeline, SVC, XGBoostingClassifier, GradientBoostingClassifier super wynik na krzywej ROC\n",
"- Dodatkowo te modele mają bardzo wysoki recall_score \n",
"- Pipeline bardzo stabilny <br>\n",
"Zatem wybieramy któryś z nich "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
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