stroke-dataset-cleaning.ipynb

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   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "# needs pandas < 1.3. I'm using pandas 1.2.5\n",
    "#from pandas_profiling import ProfileReport\n",
    "import phik\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import utils as ut\n",
    "\n",
    "#sns.set_palette(\"pastel\")\n",
    "sns.set_theme(style=\"whitegrid\", palette='pastel')"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "# Stroke Dataset\n",
    "\n",
    "> https://www.kaggle.com/fedesoriano/stroke-prediction-dataset\n",
    "    \n",
    "Attribute Information\n",
    "1. `id`: unique identifier\n",
    "2. `gender`: \"Male\", \"Female\" or \"Other\"\n",
    "3. `age`: age of the patient\n",
    "4. `hypertension`: 0 if the patient doesn't have hypertension, 1 if the patient has hypertension\n",
    "5. `heart_disease`: 0 if the patient doesn't have any heart diseases, 1 if the patient has a heart disease\n",
    "6. `ever_married`: \"No\" or \"Yes\"\n",
    "7. `work_type`: \"children\", \"Govt_jov\", \"Never_worked\", \"Private\" or \"Self-employed\"\n",
    "8. `residence_type`: \"Rural\" or \"Urban\"\n",
    "9. `avg_glucose_level`: average glucose level in blood\n",
    "10. `bmi`: body mass index\n",
    "11. `smoking_status`: \"formerly smoked\", \"never smoked\", \"smokes\" or \"Unknown\"*\n",
    "12. `stroke`: 1 if the patient had a stroke or 0 if not\n",
    "\n",
    "> Note: \"Unknown\" in `smoking_status` means that the information is unavailable for this patient"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "882e5420",
   "metadata": {},
   "source": [
    "### Data Cleaning"
   ]
  },
  {
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   "execution_count": 3,
   "id": "432d0fc5",
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   "outputs": [
    {
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     "text": [
      "data size: (5110, 12)\n"
     ]
    },
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>hypertension</th>\n",
       "      <th>heart_disease</th>\n",
       "      <th>ever_married</th>\n",
       "      <th>work_type</th>\n",
       "      <th>Residence_type</th>\n",
       "      <th>avg_glucose_level</th>\n",
       "      <th>bmi</th>\n",
       "      <th>smoking_status</th>\n",
       "      <th>stroke</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9046</td>\n",
       "      <td>Male</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Private</td>\n",
       "      <td>Urban</td>\n",
       "      <td>228.69</td>\n",
       "      <td>36.6</td>\n",
       "      <td>formerly smoked</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>51676</td>\n",
       "      <td>Female</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self-employed</td>\n",
       "      <td>Rural</td>\n",
       "      <td>202.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>never smoked</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31112</td>\n",
       "      <td>Male</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Private</td>\n",
       "      <td>Rural</td>\n",
       "      <td>105.92</td>\n",
       "      <td>32.5</td>\n",
       "      <td>never smoked</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60182</td>\n",
       "      <td>Female</td>\n",
       "      <td>49.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Private</td>\n",
       "      <td>Urban</td>\n",
       "      <td>171.23</td>\n",
       "      <td>34.4</td>\n",
       "      <td>smokes</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1665</td>\n",
       "      <td>Female</td>\n",
       "      <td>79.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self-employed</td>\n",
       "      <td>Rural</td>\n",
       "      <td>174.12</td>\n",
       "      <td>24.0</td>\n",
       "      <td>never smoked</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "      id  gender   age  hypertension  heart_disease ever_married  \\\n",
       "0   9046    Male  67.0             0              1          Yes   \n",
       "1  51676  Female  61.0             0              0          Yes   \n",
       "2  31112    Male  80.0             0              1          Yes   \n",
       "3  60182  Female  49.0             0              0          Yes   \n",
       "4   1665  Female  79.0             1              0          Yes   \n",
       "\n",
       "       work_type Residence_type  avg_glucose_level   bmi   smoking_status  \\\n",
       "0        Private          Urban             228.69  36.6  formerly smoked   \n",
       "1  Self-employed          Rural             202.21   NaN     never smoked   \n",
       "2        Private          Rural             105.92  32.5     never smoked   \n",
       "3        Private          Urban             171.23  34.4           smokes   \n",
       "4  Self-employed          Rural             174.12  24.0     never smoked   \n",
       "\n",
       "   stroke  \n",
       "0       1  \n",
       "1       1  \n",
       "2       1  \n",
       "3       1  \n",
       "4       1  "
      ]
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     "metadata": {},
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   ],
   "source": [
    "data_fn = './data/healthcare-dataset-stroke-data.csv'\n",
    "data = pd.read_csv(data_fn)\n",
    "\n",
    "print('data size:', data.shape)\n",
    "data.head()"
   ]
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   "cell_type": "code",
   "execution_count": 8,
   "id": "11a426f9",
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     "name": "stdout",
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     "text": [
      "--> Quantity of samples with BMI > 50: 79\n"
     ]
    }
   ],
   "source": [
    "print('--> Quantity of samples with BMI > 50:', data[data['bmi'] > 50].shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2665cabc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# removing unknown cases of smoke...\n",
    "data = data[data.smoking_status != 'Unknown']\n",
    "# removing gender = Other...\n",
    "data = data[data.gender != 'Other']\n",
    "# and missing numbers of bmi\n",
    "data.dropna(inplace=True)\n",
    "data.set_index('id', inplace=True)\n",
    "\n",
    "# According to Dr. Almekhlafi BMI is never greater than 50\n",
    "data = data[data['bmi'] <= 50]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b80018b9",
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3367 entries, 0 to 3366\n",
      "Data columns (total 12 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   id                 3367 non-null   int64  \n",
      " 1   gender             3367 non-null   object \n",
      " 2   age                3367 non-null   float64\n",
      " 3   hypertension       3367 non-null   int64  \n",
      " 4   heart_disease      3367 non-null   int64  \n",
      " 5   ever_married       3367 non-null   object \n",
      " 6   work_type          3367 non-null   object \n",
      " 7   Residence_type     3367 non-null   object \n",
      " 8   avg_glucose_level  3367 non-null   float64\n",
      " 9   bmi                3367 non-null   float64\n",
      " 10  smoking_status     3367 non-null   object \n",
      " 11  stroke             3367 non-null   int64  \n",
      "dtypes: float64(3), int64(4), object(5)\n",
      "memory usage: 315.8+ KB\n"
     ]
    }
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   "source": [
    "data.reset_index().info()"
   ]
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  {
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      "text/plain": [
       "<Figure size 1008x576 with 8 Axes>"
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     "metadata": {},
     "output_type": "display_data"
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   "source": [
    "x_ax_dict = {'fontsize': 11, 'fontstyle': 'italic', 'verticalalignment':'center_baseline'}\n",
    "\n",
    "plt.figure(figsize=(14,8))\n",
    "\n",
    "# 'age', 'avg_glucose_level', 'bmi', 'hypertension', 'heart_disease',  'stroke', 'gender', 'smoking_status', \n",
    "\n",
    "plt.subplot(2,4,1)\n",
    "ax = sns.boxplot(data=data,  y='age', x='stroke', width=0.4, linewidth=1)\n",
    "ax.set_xticklabels([\"no\", \"yes\"], rotation=30, fontdict=x_ax_dict)\n",
    "plt.xlabel('Stroke', fontweight='bold')\n",
    "plt.ylabel('Age', fontweight='bold')\n",
    "\n",
    "plt.subplot(2,4,2)\n",
    "ax = sns.boxplot(data=data,  y='avg_glucose_level', x='stroke', width=0.4, linewidth=1)\n",
    "ax.set_xticklabels([\"no\", \"yes\"], rotation=30, fontdict=x_ax_dict)\n",
    "plt.xlabel('Stroke', fontweight='bold')\n",
    "plt.ylabel('Avg. Glucose Level', fontweight='bold')\n",
    "\n",
    "plt.subplot(2,4,3)\n",
    "ax = sns.boxplot(data=data,  y='bmi', x='stroke', width=0.4, linewidth=1);\n",
    "ax.set_xticklabels([\"no\", \"yes\"], rotation=30, fontdict=x_ax_dict)\n",
    "plt.xlabel('Stroke', fontweight='bold')\n",
    "plt.ylabel('Body Mass Index (BMI)', fontweight='bold')\n",
    "\n",
    "plt.subplot(2,4,4)\n",
    "ax = sns.countplot(data=data,  x='hypertension', hue='stroke');\n",
    "ax.set_xticklabels([\"no\", \"yes\"], rotation=30, fontdict=x_ax_dict)\n",
    "plt.legend(['No stroke', 'Stroke'])\n",
    "plt.xlabel('Hypertension', fontweight='bold')\n",
    "plt.ylabel('Count', fontweight='bold')\n",
    "\n",
    "plt.subplot(2,4,5)\n",
    "ax = sns.countplot(data=data,  x='heart_disease', hue='stroke');\n",
    "ax.set_xticklabels([\"no\", \"yes\"], rotation=30, fontdict=x_ax_dict)\n",
    "plt.legend(['No stroke', 'Stroke'])\n",
    "plt.xlabel('Heart Disease', fontweight='bold')\n",
    "plt.ylabel('Count', fontweight='bold')\n",
    "\n",
    "plt.subplot(2,4,6)\n",
    "ax = sns.countplot(data=data,  x='stroke');\n",
    "ax.set_xticklabels([\"no\", \"yes\"], rotation=30, fontdict=x_ax_dict)\n",
    "plt.xlabel('Stroke', fontweight='bold')\n",
    "plt.ylabel('Count', fontweight='bold')\n",
    "\n",
    "plt.subplot(2,4,7)\n",
    "ax = sns.countplot(data=data,  x='gender');\n",
    "ax.set_xticklabels([\"male\", \"female\"], rotation=30, fontdict=x_ax_dict)\n",
    "plt.xlabel('Gender', fontweight='bold')\n",
    "plt.ylabel('Count', fontweight='bold')\n",
    "\n",
    "plt.subplot(2,4,8)\n",
    "ax = sns.countplot(data=data,  x='smoking_status', hue='stroke')\n",
    "ax.set_xticklabels(['formerly smoked', 'never smoked', 'smokes'], rotation=30, fontdict=x_ax_dict)\n",
    "plt.xlabel('Smoking Status', fontweight='bold')\n",
    "plt.ylabel('Count', fontweight='bold')\n",
    "plt.legend(['No stroke', 'Stroke'])\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('output/initial_data.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2ee89ed5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# removing ID column\n",
    "#data.drop(columns=['id'], inplace=True)\n",
    "data.to_csv('./data/stroke_clean_data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ffcae2a2",
   "metadata": {},
   "source": [
    "#### Profiling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b9b36d91",
   "metadata": {},
   "outputs": [],
   "source": [
    "#profile = ProfileReport(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "880ebfeb",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#profile.to_widgets()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d2a6965b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#profile.to_file(output_file='output/healthcare-dataset-stroke.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04cb0ba9",
   "metadata": {},
   "source": [
    "## Correlations\n",
    " > Not compatible with Pandas >= 1.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8d241340",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>bmi</th>\n",
       "      <th>smoking_status</th>\n",
       "      <th>avg_glucose_level</th>\n",
       "      <th>hypertension</th>\n",
       "      <th>heart_disease</th>\n",
       "      <th>stroke</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9046</th>\n",
       "      <td>67.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>formerly smoked</td>\n",
       "      <td>228.69</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31112</th>\n",
       "      <td>80.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>never smoked</td>\n",
       "      <td>105.92</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60182</th>\n",
       "      <td>49.0</td>\n",
       "      <td>34.4</td>\n",
       "      <td>smokes</td>\n",
       "      <td>171.23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1665</th>\n",
       "      <td>79.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>never smoked</td>\n",
       "      <td>174.12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56669</th>\n",
       "      <td>81.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>formerly smoked</td>\n",
       "      <td>186.21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        age   bmi   smoking_status  avg_glucose_level  hypertension  \\\n",
       "id                                                                    \n",
       "9046   67.0  36.6  formerly smoked             228.69             0   \n",
       "31112  80.0  32.5     never smoked             105.92             0   \n",
       "60182  49.0  34.4           smokes             171.23             0   \n",
       "1665   79.0  24.0     never smoked             174.12             1   \n",
       "56669  81.0  29.0  formerly smoked             186.21             0   \n",
       "\n",
       "       heart_disease  stroke  \n",
       "id                            \n",
       "9046               1       1  \n",
       "31112              1       1  \n",
       "60182              0       1  \n",
       "1665               0       1  \n",
       "56669              0       1  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# selecting relevant columns according to Dr. Almekhlafi\n",
    "nodes = ['age', 'bmi', 'smoking_status',\n",
    "         'avg_glucose_level', 'hypertension',\n",
    "         'heart_disease', 'stroke']\n",
    "\n",
    "data2 = data[nodes].copy()\n",
    "data2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aea8b301",
   "metadata": {},
   "source": [
    "### Pearson"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "492c1cf9",
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "sns.heatmap(data2.corr(method='pearson'), annot=True, fmt='.2f', cmap='Greens', square=True)\n",
    "plt.xticks(rotation=45)\n",
    "plt.title('Pearson Correlation', fontdict={'weight':'bold', 'size':16})\n",
    "plt.tight_layout()\n",
    "plt.savefig('output/pearson_corr.png', dpi=150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1eda73ba",
   "metadata": {},
   "source": [
    "### $\\Phi$K"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "07dbf439",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "interval columns not set, guessing: ['age', 'hypertension', 'heart_disease', 'avg_glucose_level', 'bmi', 'stroke']\n"
     ]
    },
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   "source": [
    "\n",
    "phik_res = data.phik_matrix();\n",
    "\n",
    "plt.figure(figsize=(12,8))\n",
    "sns.heatmap(phik_res, annot=True, fmt='.2f', cmap='Reds', square=True);\n",
    "plt.title('$\\Phi$K Correlation', fontdict={'weight':'bold', 'size':16})\n",
    "plt.tight_layout()\n",
    "plt.savefig('output/phik_corr.png', dpi=150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef4cee2e",
   "metadata": {},
   "source": [
    "### Granger Causality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "05959147",
   "metadata": {},
   "outputs": [],
   "source": [
    "# removing categorical data\n",
    "data_num = data.drop(labels=['gender', 'ever_married', 'work_type', 'Residence_type', 'smoking_status'], \n",
    "                      axis='columns')\n",
    "#data_num"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10ee0d6c",
   "metadata": {},
   "source": [
    "#### Granger causality calculation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2a467cc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "causality_mtx = ut.gcausality_matrix(data_num)\n",
    "#causality_mtx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9ed15bd2",
   "metadata": {},
   "outputs": [
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       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "sns.heatmap(causality_mtx, annot=True, fmt='.2f', cmap='Blues', square=True)\n",
    "plt.title('Granger Causality Test', fontdict={'weight':'bold', 'size':16})\n",
    "plt.tight_layout()\n",
    "#plt.savefig('output/phik_res_plot.png', dpi=150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4379fa10",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4bf74b6e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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