dashboard_graph.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from DB.DBHandler import DBHelper\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_theme(style=\"ticks\", color_codes=True)\n",
    "plt.rcParams[\"figure.figsize\"] = (16, 8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "db = DBHelper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>name</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Legume</td>\n",
       "      <td>831.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Boissons</td>\n",
       "      <td>22369.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Pates</td>\n",
       "      <td>600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>evenement</td>\n",
       "      <td>1720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Emballage</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        name    total\n",
       "0     Legume    831.0\n",
       "1   Boissons  22369.0\n",
       "2      Pates    600.0\n",
       "3  evenement   1720.0\n",
       "4  Emballage      2.0"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_sql_query(\n",
    "    \"\"\"\n",
    "SELECT ExpenseCategory.name, sum(price * quantity) AS 'total' FROM Expense JOIN ExpenseCategory ON Expense.category=ExpenseCategory._id WHERE date BETWEEN '2022-05-04' AND '2022-05-06' GROUP BY category;\n",
    "\"\"\",\n",
    "    db.conn,\n",
    ")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total', ylabel='name'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(y=\"name\", x=\"total\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>32584.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     total\n",
       "0  32584.0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_sql_query(\n",
    "    \"\"\"\n",
    "SELECT sum(price * quantity) AS total FROM Expense WHERE date BETWEEN '2022-05-04' AND '2022-05-06';\n",
    "\"\"\",\n",
    "    db.conn,\n",
    ")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3200.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    total\n",
       "0  3200.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_sql_query(\n",
    "    \n",
    "\"\"\"\n",
    "SELECT sum(total) AS total FROM Sells WHERE date BETWEEN '2022-05-04' AND '2022-05-06';\n",
    "\"\"\",\n",
    "    db.conn,\n",
    ")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  total\n",
       "0  None"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_sql_query(\n",
    "    \"\"\"\n",
    "SELECT sum(amount) AS total FROM Payment WHERE date BETWEEN '2022-05-04' AND '2022-05-06';\n",
    "\"\"\",\n",
    "    db.conn,\n",
    ")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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>date</th>\n",
       "      <th>category</th>\n",
       "      <th>quantity</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-05-04 02:20:00</td>\n",
       "      <td>Boissons</td>\n",
       "      <td>38.0</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-05-04 02:20:00</td>\n",
       "      <td>Boissons</td>\n",
       "      <td>23.0</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-05-04 02:20:00</td>\n",
       "      <td>Boissons</td>\n",
       "      <td>52.0</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-05-04 02:20:00</td>\n",
       "      <td>Boissons</td>\n",
       "      <td>26.0</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-05-04 02:20:00</td>\n",
       "      <td>Boissons</td>\n",
       "      <td>16.0</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  date  category  quantity  price\n",
       "0  2022-05-04 02:20:00  Boissons      38.0   57.0\n",
       "1  2022-05-04 02:20:00  Boissons      23.0   57.0\n",
       "2  2022-05-04 02:20:00  Boissons      52.0   57.0\n",
       "3  2022-05-04 02:20:00  Boissons      26.0   57.0\n",
       "4  2022-05-04 02:20:00  Boissons      16.0   57.0"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_sql_query(\n",
    "    \"\"\"\n",
    "SELECT Expense.date, ExpenseCategory.name AS category, Expense.quantity, Expense.price FROM Expense JOIN ExpenseCategory ON Expense.category=ExpenseCategory._id;\n",
    "\"\"\",\n",
    "    db.conn,\n",
    ")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['date'] = pd.to_datetime(df.date)\n",
    "df['total'] = df.quantity * df.price\n",
    "df['day'] = df.date.dt.day_name()\n",
    "df['month'] = df.date.dt.month_name()\n",
    "df['year'] = df.date.dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Wednesday', 'Sunday', 'Monday', 'Thursday'], dtype=object)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.day.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='quantity', ylabel='day'>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(y=\"day\", x=\"quantity\", data=df, hue=\"category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['date'] = pd.to_datetime(df.date)\n",
    "df['hour'] = df.date.dt.hour\n",
    "df['day'] = df.date.dt.day_name()\n",
    "df['month'] = df.date.dt.month_name()\n",
    "df['year'] = df.date.dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Wednesday', 'Friday', 'Saturday', 'Sunday', 'Monday', 'Tuesday',\n",
       "       'Thursday'], dtype=object)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.day.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total', ylabel='month'>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(y=\"month\", x=\"total\", data=df, hue=\"category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "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>date</th>\n",
       "      <th>nb_covers</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-05-04 21:42:13</td>\n",
       "      <td>4</td>\n",
       "      <td>1500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-05-04 21:52:26</td>\n",
       "      <td>2</td>\n",
       "      <td>1700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-05-06 16:39:39</td>\n",
       "      <td>2</td>\n",
       "      <td>1500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-05-06 16:40:59</td>\n",
       "      <td>2</td>\n",
       "      <td>2400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-05-06 16:41:38</td>\n",
       "      <td>1</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  date  nb_covers   total\n",
       "0  2022-05-04 21:42:13          4  1500.0\n",
       "1  2022-05-04 21:52:26          2  1700.0\n",
       "2  2022-05-06 16:39:39          2  1500.0\n",
       "3  2022-05-06 16:40:59          2  2400.0\n",
       "4  2022-05-06 16:41:38          1   100.0"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_sql_query(\n",
    "    \"\"\"\n",
    "SELECT date, nb_covers, total FROM Sells;\n",
    "\"\"\",\n",
    "    db.conn,\n",
    ")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['date'] = pd.to_datetime(df.date)\n",
    "df['total_by_person'] = df.total / df.nb_covers\n",
    "df['hour'] = df.date.dt.hour\n",
    "df['day'] = df.date.dt.day_name()\n",
    "df['month'] = df.date.dt.month_name()\n",
    "df['year'] = df.date.dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "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>date</th>\n",
       "      <th>nb_covers</th>\n",
       "      <th>total</th>\n",
       "      <th>total_by_person</th>\n",
       "      <th>hour</th>\n",
       "      <th>day</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-05-04 21:42:13</td>\n",
       "      <td>4</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>21</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>May</td>\n",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-05-04 21:52:26</td>\n",
       "      <td>2</td>\n",
       "      <td>1700.0</td>\n",
       "      <td>850.0</td>\n",
       "      <td>21</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>May</td>\n",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-05-06 16:39:39</td>\n",
       "      <td>2</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>750.0</td>\n",
       "      <td>16</td>\n",
       "      <td>Friday</td>\n",
       "      <td>May</td>\n",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-05-06 16:40:59</td>\n",
       "      <td>2</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>16</td>\n",
       "      <td>Friday</td>\n",
       "      <td>May</td>\n",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-05-06 16:41:38</td>\n",
       "      <td>1</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>16</td>\n",
       "      <td>Friday</td>\n",
       "      <td>May</td>\n",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 date  nb_covers   total  total_by_person  hour        day  \\\n",
       "0 2022-05-04 21:42:13          4  1500.0            375.0    21  Wednesday   \n",
       "1 2022-05-04 21:52:26          2  1700.0            850.0    21  Wednesday   \n",
       "2 2022-05-06 16:39:39          2  1500.0            750.0    16     Friday   \n",
       "3 2022-05-06 16:40:59          2  2400.0           1200.0    16     Friday   \n",
       "4 2022-05-06 16:41:38          1   100.0            100.0    16     Friday   \n",
       "\n",
       "  month  year  \n",
       "0   May  2022  \n",
       "1   May  2022  \n",
       "2   May  2022  \n",
       "3   May  2022  \n",
       "4   May  2022  "
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Wednesday', 'Friday', 'Saturday', 'Sunday', 'Monday', 'Tuesday',\n",
       "       'Thursday'], dtype=object)"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.day.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total', ylabel='month'>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(y=\"month\", x=\"total\", data=df, hue=\"nb_covers\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total', ylabel='day'>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(y=\"day\", x=\"total\", data=df, estimator=np.sum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_by_person', ylabel='day'>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(y=\"day\", x=\"total_by_person\", data=df, estimator=np.mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_by_person', ylabel='month'>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(y=\"month\", x=\"total_by_person\", data=df, estimator=np.mean, palette=\"tab20c\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_by_person'>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x=\"day\", y=\"total_by_person\", data=df, hue=\"month\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total'>"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x=\"day\", y=\"total\", data=df, hue=\"month\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='hour', ylabel='total'>"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x=\"hour\", y=\"total\", data=df, hue=\"day\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='hour', ylabel='total'>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x=\"hour\", y=\"total\", data=df, hue=\"day\", estimator=np.count_nonzero)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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>date</th>\n",
       "      <th>name</th>\n",
       "      <th>category</th>\n",
       "      <th>quantity</th>\n",
       "      <th>price</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-05-04 21:42:13</td>\n",
       "      <td>Salade César</td>\n",
       "      <td>1 Entrées froides</td>\n",
       "      <td>1.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-05-04 21:42:13</td>\n",
       "      <td>Ravioli en salade</td>\n",
       "      <td>1 Entrées froides</td>\n",
       "      <td>1.0</td>\n",
       "      <td>800.0</td>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-05-04 21:52:26</td>\n",
       "      <td>Ravioli en salade</td>\n",
       "      <td>1 Entrées froides</td>\n",
       "      <td>1.0</td>\n",
       "      <td>800.0</td>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-05-04 21:52:26</td>\n",
       "      <td>Chartreuse d'aubergine</td>\n",
       "      <td>1 Entrées froides</td>\n",
       "      <td>1.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-05-06 16:39:39</td>\n",
       "      <td>Salade César</td>\n",
       "      <td>1 Entrées froides</td>\n",
       "      <td>1.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>700.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  date                    name           category  quantity  \\\n",
       "0  2022-05-04 21:42:13            Salade César  1 Entrées froides       1.0   \n",
       "1  2022-05-04 21:42:13       Ravioli en salade  1 Entrées froides       1.0   \n",
       "2  2022-05-04 21:52:26       Ravioli en salade  1 Entrées froides       1.0   \n",
       "3  2022-05-04 21:52:26  Chartreuse d'aubergine  1 Entrées froides       1.0   \n",
       "4  2022-05-06 16:39:39            Salade César  1 Entrées froides       1.0   \n",
       "\n",
       "   price  total  \n",
       "0  700.0  700.0  \n",
       "1  800.0  800.0  \n",
       "2  800.0  800.0  \n",
       "3  900.0  900.0  \n",
       "4  700.0  700.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_sql_query(\n",
    "    \"\"\"\n",
    "SELECT Sells.date, Menu.name, MenuCategory.name AS \"category\", SellItems.quantity, Menu.price, SellItems.total  FROM Sells JOIN SellItems ON Sells._id=SellItems.id_sell JOIN Menu ON SellItems.id_product=Menu._id JOIN MenuCategory ON Menu.category_id=MenuCategory._id;\n",
    "\"\"\",\n",
    "    db.conn,\n",
    ")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_sql_query(\"SELECT date_start, date_end, Workers.name FROM Pointer JOIN Workers ON Pointer.id_worker=Workers._id\", db.conn)"
   ]
  },
  {
   "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>date_start</th>\n",
       "      <th>date_end</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-04-10 16:42:13</td>\n",
       "      <td>2022-04-10 16:42:35</td>\n",
       "      <td>Administrator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-04-10 16:42:13</td>\n",
       "      <td>2022-04-10 16:42:35</td>\n",
       "      <td>Administrator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-04-16 15:59:03</td>\n",
       "      <td>2022-04-16 16:41:53</td>\n",
       "      <td>Administrator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-04-16 16:59:46</td>\n",
       "      <td>2022-04-16 17:00:31</td>\n",
       "      <td>Administrator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-04-16 17:03:13</td>\n",
       "      <td>2022-04-16 18:39:44</td>\n",
       "      <td>Administrator</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            date_start             date_end           name\n",
       "0  2022-04-10 16:42:13  2022-04-10 16:42:35  Administrator\n",
       "1  2022-04-10 16:42:13  2022-04-10 16:42:35  Administrator\n",
       "2  2022-04-16 15:59:03  2022-04-16 16:41:53  Administrator\n",
       "3  2022-04-16 16:59:46  2022-04-16 17:00:31  Administrator\n",
       "4  2022-04-16 17:03:13  2022-04-16 18:39:44  Administrator"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Administrator",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Nonour",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Nonour",
          "Administrator",
          "Salah Lablack",
          "Administrator",
          "Administrator",
          "Administrator",
          "Administrator",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Benkhetache massinissa",
          "Amel Lablack",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Amel Lablack",
          "Amel Lablack",
          "Salah Lablack",
          "Salah Lablack",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Salah Lablack",
          "Amel Lablack",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Amel Lablack",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Salah Lablack",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Amel Lablack",
          "Administrator",
          "Salah Lablack",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Salah Lablack",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Salah Lablack",
          "Salah Lablack",
          "Amel Lablack",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Salah Lablack",
          "Salah Lablack",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Amel Lablack",
          "Amel Lablack",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Administrator",
          "Salah Lablack",
          "Salah Lablack",
          "Salah Lablack",
          "Salah Lablack",
          "Salah Lablack",
          "Salah Lablack",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Salah Lablack",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Amel Lablack",
          "Amel Lablack",
          "Benkhetache massinissa",
          "Meziane ",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Meziane ",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Salah Lablack",
          "Salah Lablack",
          "Meziane ",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Salah Lablack",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Salah Lablack",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Salah Lablack",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Amel Lablack",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Amel Lablack",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Amel Lablack",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Administrator",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Amel Lablack",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Salah Lablack",
          "Fouad chaarawi",
          "Salah Lablack",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Amel Lablack",
          "Amel Lablack",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Amel Lablack",
          "Amel Lablack",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Amel Lablack",
          "Amel Lablack",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Salah Lablack",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Amel Lablack",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Amel Lablack",
          "Amel Lablack",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Amel Lablack",
          "Amel Lablack",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Benkhetache massinissa",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
          "Fouad chaarawi",
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