addiction_model_build.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# comment https://code.visualstudio.com/docs/datascience/data-science-tutorial#_prepare-the-data\n",
    "# comment form: https://forms.gle/px8Un8XLQfDo5vD68\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Have you missed school or work due to gaming?</th>\n",
       "      <th>Have you ever lied about how much time you spend gaming?</th>\n",
       "      <th>Have you ever prioritized gaming over personal hygiene or self-care?</th>\n",
       "      <th>Have you ever experienced physical symptoms like headaches or eye strain from gaming?</th>\n",
       "      <th>How often do you play video games?</th>\n",
       "      <th>How long do you typically play video games in one sitting? (Time in hours, steps of 0.5)</th>\n",
       "      <th>How much money do you spend on video games per month? (in terms of USD, to the nearest 10)</th>\n",
       "      <th>How often do you think about playing video games when you're not playing?</th>\n",
       "      <th>How often do you lose track of time while playing video games?</th>\n",
       "      <th>Have you ever experienced negative consequences (e.g., strain on relationships, financial issues, academic or work problems) as a result of your gaming habits?</th>\n",
       "      <th>Which level of addiction would you assess yourself as?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01-11-23 0:48</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>6.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>Always</td>\n",
       "      <td>Always</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Moderately Addicted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01-11-23 8:38</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>4.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>Always</td>\n",
       "      <td>Always</td>\n",
       "      <td>No</td>\n",
       "      <td>Addicted</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Timestamp Have you missed school or work due to gaming?  \\\n",
       "0  01-11-23 0:48                                           Yes   \n",
       "1  01-11-23 8:38                                           Yes   \n",
       "\n",
       "  Have you ever lied about how much time you spend gaming?  \\\n",
       "0                                                Yes         \n",
       "1                                                Yes         \n",
       "\n",
       "  Have you ever prioritized gaming over personal hygiene or self-care?  \\\n",
       "0                                                Yes                     \n",
       "1                                                Yes                     \n",
       "\n",
       "  Have you ever experienced physical symptoms like headaches or eye strain from gaming?  \\\n",
       "0                                                Yes                                      \n",
       "1                                                Yes                                      \n",
       "\n",
       "  How often do you play video games?  \\\n",
       "0                         Frequently   \n",
       "1                         Frequently   \n",
       "\n",
       "   How long do you typically play video games in one sitting? (Time in hours, steps of 0.5)  \\\n",
       "0                                                6.0                                          \n",
       "1                                                4.0                                          \n",
       "\n",
       "   How much money do you spend on video games per month? (in terms of USD, to the nearest 10)  \\\n",
       "0                                              150.0                                            \n",
       "1                                               80.0                                            \n",
       "\n",
       "  How often do you think about playing video games when you're not playing?  \\\n",
       "0                                             Always                          \n",
       "1                                             Always                          \n",
       "\n",
       "  How often do you lose track of time while playing video games?  \\\n",
       "0                                             Always               \n",
       "1                                             Always               \n",
       "\n",
       "  Have you ever experienced negative consequences (e.g., strain on relationships, financial issues, academic or work problems) as a result of your gaming habits?  \\\n",
       "0                                                Yes                                                                                                                \n",
       "1                                                 No                                                                                                                \n",
       "\n",
       "  Which level of addiction would you assess yourself as?  \n",
       "0                                Moderately Addicted      \n",
       "1                                           Addicted      "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df = pd.read_csv('updated_dataset_v3.csv')\n",
    "df.head(2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Have you missed school or work due to gaming?</th>\n",
       "      <th>Have you ever lied about how much time you spend gaming?</th>\n",
       "      <th>Have you ever prioritized gaming over personal hygiene or self-care?</th>\n",
       "      <th>Have you ever experienced physical symptoms like headaches or eye strain from gaming?</th>\n",
       "      <th>How often do you play video games?</th>\n",
       "      <th>How long do you typically play video games in one sitting? (Time in hours, steps of 0.5)</th>\n",
       "      <th>How much money do you spend on video games per month? (in terms of USD, to the nearest 10)</th>\n",
       "      <th>How often do you think about playing video games when you're not playing?</th>\n",
       "      <th>How often do you lose track of time while playing video games?</th>\n",
       "      <th>Have you ever experienced negative consequences (e.g., strain on relationships, financial issues, academic or work problems) as a result of your gaming habits?</th>\n",
       "      <th>Which level of addiction would you assess yourself as?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>6.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>Always</td>\n",
       "      <td>Always</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Moderately Addicted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>4.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>Always</td>\n",
       "      <td>Always</td>\n",
       "      <td>No</td>\n",
       "      <td>Addicted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Always</td>\n",
       "      <td>Always</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Addicted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Always</td>\n",
       "      <td>3.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>No</td>\n",
       "      <td>Addicted</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Have you missed school or work due to gaming?  \\\n",
       "0                                           Yes   \n",
       "1                                           Yes   \n",
       "2                                           NaN   \n",
       "3                                           Yes   \n",
       "4                                           Yes   \n",
       "\n",
       "  Have you ever lied about how much time you spend gaming?  \\\n",
       "0                                                Yes         \n",
       "1                                                Yes         \n",
       "2                                                NaN         \n",
       "3                                                 No         \n",
       "4                                                 No         \n",
       "\n",
       "  Have you ever prioritized gaming over personal hygiene or self-care?  \\\n",
       "0                                                Yes                     \n",
       "1                                                Yes                     \n",
       "2                                                NaN                     \n",
       "3                                                 No                     \n",
       "4                                                 No                     \n",
       "\n",
       "  Have you ever experienced physical symptoms like headaches or eye strain from gaming?  \\\n",
       "0                                                Yes                                      \n",
       "1                                                Yes                                      \n",
       "2                                                NaN                                      \n",
       "3                                                Yes                                      \n",
       "4                                                 No                                      \n",
       "\n",
       "  How often do you play video games?  \\\n",
       "0                         Frequently   \n",
       "1                         Frequently   \n",
       "2                                NaN   \n",
       "3                         Frequently   \n",
       "4                             Always   \n",
       "\n",
       "   How long do you typically play video games in one sitting? (Time in hours, steps of 0.5)  \\\n",
       "0                                                6.0                                          \n",
       "1                                                4.0                                          \n",
       "2                                                NaN                                          \n",
       "3                                                3.0                                          \n",
       "4                                                3.5                                          \n",
       "\n",
       "   How much money do you spend on video games per month? (in terms of USD, to the nearest 10)  \\\n",
       "0                                              150.0                                            \n",
       "1                                               80.0                                            \n",
       "2                                                NaN                                            \n",
       "3                                               30.0                                            \n",
       "4                                               50.0                                            \n",
       "\n",
       "  How often do you think about playing video games when you're not playing?  \\\n",
       "0                                             Always                          \n",
       "1                                             Always                          \n",
       "2                                                NaN                          \n",
       "3                                             Always                          \n",
       "4                                         Frequently                          \n",
       "\n",
       "  How often do you lose track of time while playing video games?  \\\n",
       "0                                             Always               \n",
       "1                                             Always               \n",
       "2                                                NaN               \n",
       "3                                             Always               \n",
       "4                                         Frequently               \n",
       "\n",
       "  Have you ever experienced negative consequences (e.g., strain on relationships, financial issues, academic or work problems) as a result of your gaming habits?  \\\n",
       "0                                                Yes                                                                                                                \n",
       "1                                                 No                                                                                                                \n",
       "2                                                NaN                                                                                                                \n",
       "3                                                Yes                                                                                                                \n",
       "4                                                 No                                                                                                                \n",
       "\n",
       "  Which level of addiction would you assess yourself as?  \n",
       "0                                Moderately Addicted      \n",
       "1                                           Addicted      \n",
       "2                                                NaN      \n",
       "3                                           Addicted      \n",
       "4                                           Addicted      "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop(df.columns[0], axis=1)\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Have you missed school or work due to gaming?</th>\n",
       "      <th>Have you ever lied about how much time you spend gaming?</th>\n",
       "      <th>Have you ever prioritized gaming over personal hygiene or self-care?</th>\n",
       "      <th>Have you ever experienced physical symptoms like headaches or eye strain from gaming?</th>\n",
       "      <th>How often do you play video games?</th>\n",
       "      <th>How long do you typically play video games in one sitting? (Time in hours, steps of 0.5)</th>\n",
       "      <th>How much money do you spend on video games per month? (in terms of USD, to the nearest 10)</th>\n",
       "      <th>How often do you think about playing video games when you're not playing?</th>\n",
       "      <th>How often do you lose track of time while playing video games?</th>\n",
       "      <th>Have you ever experienced negative consequences (e.g., strain on relationships, financial issues, academic or work problems) as a result of your gaming habits?</th>\n",
       "      <th>Which level of addiction would you assess yourself as?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>6.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>Always</td>\n",
       "      <td>Always</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Moderately Addicted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>4.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>Always</td>\n",
       "      <td>Always</td>\n",
       "      <td>No</td>\n",
       "      <td>Addicted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Always</td>\n",
       "      <td>Always</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Addicted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Always</td>\n",
       "      <td>3.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>No</td>\n",
       "      <td>Addicted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Always</td>\n",
       "      <td>3.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>Frequently</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Addicted</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Have you missed school or work due to gaming?  \\\n",
       "0                                           Yes   \n",
       "1                                           Yes   \n",
       "3                                           Yes   \n",
       "4                                           Yes   \n",
       "5                                           Yes   \n",
       "\n",
       "  Have you ever lied about how much time you spend gaming?  \\\n",
       "0                                                Yes         \n",
       "1                                                Yes         \n",
       "3                                                 No         \n",
       "4                                                 No         \n",
       "5                                                 No         \n",
       "\n",
       "  Have you ever prioritized gaming over personal hygiene or self-care?  \\\n",
       "0                                                Yes                     \n",
       "1                                                Yes                     \n",
       "3                                                 No                     \n",
       "4                                                 No                     \n",
       "5                                                 No                     \n",
       "\n",
       "  Have you ever experienced physical symptoms like headaches or eye strain from gaming?  \\\n",
       "0                                                Yes                                      \n",
       "1                                                Yes                                      \n",
       "3                                                Yes                                      \n",
       "4                                                 No                                      \n",
       "5                                                Yes                                      \n",
       "\n",
       "  How often do you play video games?  \\\n",
       "0                         Frequently   \n",
       "1                         Frequently   \n",
       "3                         Frequently   \n",
       "4                             Always   \n",
       "5                             Always   \n",
       "\n",
       "   How long do you typically play video games in one sitting? (Time in hours, steps of 0.5)  \\\n",
       "0                                                6.0                                          \n",
       "1                                                4.0                                          \n",
       "3                                                3.0                                          \n",
       "4                                                3.5                                          \n",
       "5                                                3.0                                          \n",
       "\n",
       "   How much money do you spend on video games per month? (in terms of USD, to the nearest 10)  \\\n",
       "0                                              150.0                                            \n",
       "1                                               80.0                                            \n",
       "3                                               30.0                                            \n",
       "4                                               50.0                                            \n",
       "5                                               50.0                                            \n",
       "\n",
       "  How often do you think about playing video games when you're not playing?  \\\n",
       "0                                             Always                          \n",
       "1                                             Always                          \n",
       "3                                             Always                          \n",
       "4                                         Frequently                          \n",
       "5                                         Frequently                          \n",
       "\n",
       "  How often do you lose track of time while playing video games?  \\\n",
       "0                                             Always               \n",
       "1                                             Always               \n",
       "3                                             Always               \n",
       "4                                         Frequently               \n",
       "5                                         Frequently               \n",
       "\n",
       "  Have you ever experienced negative consequences (e.g., strain on relationships, financial issues, academic or work problems) as a result of your gaming habits?  \\\n",
       "0                                                Yes                                                                                                                \n",
       "1                                                 No                                                                                                                \n",
       "3                                                Yes                                                                                                                \n",
       "4                                                 No                                                                                                                \n",
       "5                                                Yes                                                                                                                \n",
       "\n",
       "  Which level of addiction would you assess yourself as?  \n",
       "0                                Moderately Addicted      \n",
       "1                                           Addicted      \n",
       "3                                           Addicted      \n",
       "4                                           Addicted      \n",
       "5                                           Addicted      "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Cleaning any rows with empty values\n",
    "df = df.dropna(axis=0, how='any')\n",
    "\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Converting categorical variables into numerical values\n",
    "df.replace({'Yes': 1, 'No': 0}, inplace=True)\n",
    "df.replace({'Never': 0, 'Rarely': 1, 'Occasionally': 2, 'Frequently': 3, 'Always': 4}, inplace=True)\n",
    "\n",
    "# Splitting the dataset into training and testing sets\n",
    "X = df.iloc[:, :-1].values\n",
    "y = df.iloc[:, -1].values\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.8301886792452831\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# Training the model using Decision Tree Classifier\n",
    "clf = DecisionTreeClassifier(criterion='entropy', random_state=0)\n",
    "clf.fit(X_train, y_train)\n",
    "\n",
    "# Testing the model\n",
    "y_pred = clf.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print('Accuracy:', accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.8584905660377359\n"
     ]
    }
   ],
   "source": [
    "# Train a Random Forest Classifier\n",
    "rf = RandomForestClassifier(n_estimators=30, random_state=0, criterion='log_loss')\n",
    "rf.fit(X_train, y_train)\n",
    "\n",
    "# Test the model\n",
    "y_pred = rf.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print('Accuracy:', accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CLF Prediction: ['Not Addicted']\n",
      "RF Prediciton:  ['Not Addicted']\n"
     ]
    }
   ],
   "source": [
    "# Making predictions\n",
    "new_data = [[0, 0, 0, 0, 0, 0, 0, 2, 0, 0]]\n",
    "prediction_clf = clf.predict(new_data)\n",
    "prediction_rf = rf.predict(new_data)\n",
    "print('CLF Prediction:', prediction_clf)\n",
    "print('RF Prediciton: ', prediction_rf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_prediction(inputs):\n",
    "    output = rf.predict(inputs)\n",
    "    print(output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Not Addicted']\n"
     ]
    }
   ],
   "source": [
    "print_prediction(new_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Saving the model as pickle file\n",
    "with open('addiction_model.pkl', 'wb') as f:\n",
    "    pickle.dump(clf, f)"
   ]
  }
 ],
 "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",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}