Exploratory Data Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6505ff1b",
   "metadata": {},
   "source": [
    "# STEP 1 : Understanding the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "0483e739",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Libraries for data frame\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings (\"ignore\")\n",
    "                         \n",
    "\n",
    "#Libraries for data visualization \n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "sns.set(style = 'darkgrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "9870054c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#File reading\n",
    "\n",
    "path = '/Users/wisdomaniac/Google Drive/PROJETS/DATA Science/PORTFOLIO/DS-Project/Uber Supply-Demand GAP/Uber Request Data.csv'\n",
    "uber = pd.read_csv(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "70e5ec47",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6745, 6)"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Data frame dimensions\n",
    "uber.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "a3c42890",
   "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>Request id</th>\n",
       "      <th>Driver id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6745.000000</td>\n",
       "      <td>4095.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3384.644922</td>\n",
       "      <td>149.501343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1955.099667</td>\n",
       "      <td>86.051994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1691.000000</td>\n",
       "      <td>75.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3387.000000</td>\n",
       "      <td>149.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5080.000000</td>\n",
       "      <td>224.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>6766.000000</td>\n",
       "      <td>300.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Request id    Driver id\n",
       "count  6745.000000  4095.000000\n",
       "mean   3384.644922   149.501343\n",
       "std    1955.099667    86.051994\n",
       "min       1.000000     1.000000\n",
       "25%    1691.000000    75.000000\n",
       "50%    3387.000000   149.000000\n",
       "75%    5080.000000   224.000000\n",
       "max    6766.000000   300.000000"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Statistic descriptions of Data Frame\n",
    "uber.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "2ebdf396",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 6745 entries, 0 to 6744\n",
      "Data columns (total 6 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   Request id         6745 non-null   int64  \n",
      " 1   Pickup point       6745 non-null   object \n",
      " 2   Driver id          4095 non-null   float64\n",
      " 3   Status             6745 non-null   object \n",
      " 4   Request timestamp  6745 non-null   object \n",
      " 5   Drop timestamp     2831 non-null   object \n",
      "dtypes: float64(1), int64(1), object(4)\n",
      "memory usage: 316.3+ KB\n"
     ]
    }
   ],
   "source": [
    "#Data frame info\n",
    "\n",
    "uber.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f536cd88",
   "metadata": {},
   "source": [
    "# STEP 2 : Data Cleaning and Preparation\n",
    "\n",
    "To better understand cancellation and non-availability of cars we need to transform the data type of Request and Drop timestamp from object to datatime. \n",
    "\n",
    "From there we can then observe requests hours by hours each day, leading to a better understanding of supply and demand Gap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "81d7393c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check duplicates record \n",
    "sum(uber.duplicated())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "edb4f30b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Drop timestamp       58.03\n",
       "Driver id            39.29\n",
       "Request id            0.00\n",
       "Pickup point          0.00\n",
       "Status                0.00\n",
       "Request timestamp     0.00\n",
       "dtype: float64"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Pourcentage de valeur manquantes par colonne\n",
    "\n",
    "uber_null = uber.isna().mean().round(4)*100\n",
    "\n",
    "uber_null.sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af5728ba",
   "metadata": {},
   "source": [
    "**Inference:**\n",
    "\n",
    "- 58% of Drop Time is null because of canceled trips.\n",
    "- 39% of Driver Id null because of canceled trips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "fced3242",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           11/7/2016 11:51\n",
       "1           11/7/2016 17:57\n",
       "2            12/7/2016 9:17\n",
       "3           12/7/2016 21:08\n",
       "4       13-07-2016 08:33:16\n",
       "               ...         \n",
       "6740    15-07-2016 23:49:03\n",
       "6741    15-07-2016 23:50:05\n",
       "6742    15-07-2016 23:52:06\n",
       "6743    15-07-2016 23:54:39\n",
       "6744    15-07-2016 23:55:03\n",
       "Name: Request timestamp, Length: 6745, dtype: object"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uber ['Request timestamp']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "659ec92c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Transform Request timestamp (type : object) to Datetime object.\n",
    "\n",
    "uber ['Request timestamp'] = uber ['Request timestamp'].astype(str)\n",
    "uber ['Request timestamp'] = uber ['Request timestamp'].str.replace('/','-')\n",
    "uber['Request timestamp'] = pd.to_datetime(uber['Request timestamp'], format = 'mixed',  dayfirst= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "9aa4a8ef",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Transform Drop timestamp (type : object) to Datetime object.\n",
    "\n",
    "uber ['Drop timestamp'] = uber ['Drop timestamp'].astype(str)\n",
    "uber ['Drop timestamp'] = uber ['Drop timestamp'].str.replace('/','-')\n",
    "uber['Drop timestamp'] = pd.to_datetime(uber['Drop timestamp'], format = 'mixed',  dayfirst= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "92a142e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Extract the hour from the request timestamp (dt) and creating a new column\n",
    "\n",
    "rq_h = uber['Request timestamp'].dt.hour\n",
    "\n",
    "uber['Rq hours'] = rq_h"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "bbf0f576",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Extract the day from the request timestamp (dt) and creating a new column\n",
    "\n",
    "rq_d = uber['Request timestamp'].dt.day\n",
    "\n",
    "uber['Rq days'] = rq_d"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e38af4b",
   "metadata": {},
   "source": [
    "# STEP 3 : Data Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "144ea6f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Function to visualize proportion of requests \n",
    "def pie_chart(df): \n",
    "    \n",
    "    labels = df['Status'].value_counts().index\n",
    "    sizes = df['Status'].value_counts()\n",
    "\n",
    "    fig, axs = plt.subplots()\n",
    "    axs.pie(sizes, labels = labels,  autopct = '%1.1f%%')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "374f81f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie_chart(uber)\n",
    "plt.suptitle('Proportions of all requests')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a3608d6",
   "metadata": {},
   "source": [
    "## Observation\n",
    "\n",
    "- A gap exist between supply and demand trips.\n",
    "- Only 42% of all airport/city requests are completed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "52ceb92f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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J3jcAAAAgYzkOISIiIhQREeF8PXjwYFWqVOmmFAXg+i+yQUHFZbVmPWrKZrMrKekiv9B6CcOwKDjYX4ZhzbKd3W5TYmIa7xsAAACKlByHEH81adKk/K5DknTs2DF16dJFr7zyirM3xYEDBzRhwgT99NNPCgoKUs+ePdW/f/+bcn3AmxiGRVarodnLt+l0fHKGbSqWKaWY7s1lGBZ+mfUS13tBWHUsdp7SEs5m2MY/tLyqPjCQ9w0AAABFjlshxPnz5zVhwgR99dVXSktLk8Ph+kO0xWLR/v37c3XOq1evaujQobp48aJzW2Jiovr27at7771XY8eO1Q8//KCxY8cqKChIXbt2dad0oMA5HZ+s46czXo0G3ist4azS4k56ugwAyFcMNwMA5JVbIcSYMWO05f+1d+dxVZb5/8ff5wYRFFEklTTHMRs0VARzK9c0m75updaYqbkv6c9yyd2yplxy3zDNvbHFTAcnx2psM8ccU0utyWUs0UQFQwE1RTzn/v3hg5MnEBAO9zkcXs/Hw8dDrnNzrvfZLm4+XNd1b9+u9u3bKzw8XIaRr4tsuFi0aJFKly7t0vbee+8pICBAL730kvz9/VWjRg2dOHFCy5cvpwgBAABgIcOwqVxokPxyWW5md9iVwnIzAMAt5KsIsWPHDk2cOFHdunVzS4g9e/Zo/fr1iouLU6tWrZzte/fuVcOGDeXv/1vMJk2aaNmyZUpOTlZYWJhb+gcAAEDODMMmP8NPy7a/qdOpidkeU7lsJQ1u+TTLzQAAt5SvIkRAQIDbNqVMS0vT2LFjNXnyZN15550ut509e1YREREubRUrVpQknT59ukBFCH//gs/eAApTbhtS5vdYFC5eNwC+KnPMOp2aqBPJp/J0bGFlcPex5CjaGQAULfkqQrRt21ZbtmzRAw88UOAAL730kqKjo9WxY8cst129elUBAQEubSVLlpQkpaen57vPG7vXl879QKCICAkJ8nQE5AOvGwBf5Q3jmzdkkMjhbRkAeF6+ihCRkZGaP3++fv75Z9WrV0+BgYEut9tsNg0bNizX+4mLi9PevXv1wQcfZHt7YGCgrl275tKWWXwoVapUfqJLurFhUlrar7kfCHiQn5+R5x/WaWlXZLc7CjkR8oLXDYCv8obxzRsykMP7MhR1/HEUxU2+ihB//etfJd3Yy2HPnj1Zbs9rEWLjxo1KTk522QdCkqZMmaKVK1eqcuXKSkpKcrkt8+tKlSrlJ7rT9esMgPAddruD93QRxOsGwFd5w/jmDRnIkbcMXHUFKF7yVYQ4fPiwWzqfPXu2rl696tL28MMP69lnn1W7du30z3/+U++++67sdrv8/G7sxLxr1y5Vr16dTSkBAACAIs4wbCpXrlSu+0XY7Q6lpPxKIQLwAfkqQrjLrWYzhIWFqUqVKuratatWrFihSZMmacCAATp48KDWrl2rl19+2eKkAAAAANzNMGzy8zMU+85OJSSlZntMlYplNax7U666AviIfBUhJkyYkOsx06dPz89duwgLC9OKFSs0depUde7cWRUqVNDYsWPVuXPnAt83AAAAAO+QkJSq+IQLno4BwAL5KkLs3r07S9uvv/6qlJQUlStXTnXr1s13oCNHjrh8HRUVpfXr1+f7/gAAAAAAgHfIVxHis88+y7b9p59+0vDhw/XYY48VJBMAAAAAAPBBOe8Ac5vuvvtuDRs2TIsXL3bn3QJAnhiGTf7+Ro7/ctt9GwAAAEDhcfvGlMHBwUpISHD33QJAjgzDptDQIBmGX47HORx2XbhwhY2tAAAAAA/IVxHi9OnTWdrsdrvOnj2r+fPnq0aNGgUOBgC348Y1xv10fMtyXUk+k+0xQWF3qnqHgeyuDQAAAHhIvooQrVu3ls2WdUqzaZoKCgrSokWLChwMAG52o8hw66UUmdcXv5J8RlcST1oVCwCAfMnt55okORwmRXMAPidfRYhp06ZlKULYbDYFBwerSZMmCg4Odks4AJBunKiVK1fKWWgAAKAoy+vPNbvdoZSUXylEAPAp+SpCdOnSxd05AOCWDMMmPz9Dse/sVEJSarbH1KtZWd0eibY2GAAA+ZCXn2tVKpbVsO5NWUIIwOfke2PK8+fPa/Xq1dq9e7fS0tIUGhqqBg0aqE+fPgoLC3NnRgCQJCUkpSo+4UK2t1WuEGJxGgAACiann2sA4KvyNbf57Nmz6ty5s9asWaOSJUsqMjJS/v7+Wr16tR577DElJia6OycAAAAAACji8jUTYtasWfL399fWrVtVtWpVZ/vPP/+sfv36ad68eZoxY4bbQgIAAAAAgKIvX0WIf//735o4caJLAUKSqlatqmHDhmnmzJluCQcA8F7s7A4ARZuvjeO+9ngAX5WvIoTdbldoaGi2t5UvX16XLl0qUCgAgHdjZ3cAKNp8bRw3DJvKhQbJz/DL8Ti7w66UC1e8/vEAvixfRYiaNWtq8+bNatGiRZbb4uLiFBERUeBgAADvxc7uAFC0+do4bhg2+Rl+Wrb9TZ1OzX5/usplK2lwy6eLxOMBfFm+ihBDhw5V//79lZKSoo4djSxVNAAAKUJJREFUO+qOO+7QL7/8og8++EBfffWVFi5c6O6cAAAvxM7uAFC0+do4fjo1USeST3k6BoAc5KsI0bRpU82cOVMzZ87Uzp07ne0VKlTQ9OnT1bZtW7cFBABkxbpXAEUN4xYAQMpnEUKSEhISVLNmTa1du1apqak6fPiwFixYoJSUFDfGAwD8nq+t4wXg+xi3AACZ8lWEWLFihRYvXqynn35aNWrUkCRVrlxZJ0+e1Jw5cxQUFKRu3bq5NSgA4AZfW8cLwPcxbgEAMuWrCPHee+9p5MiRGjBggLMtPDxc48ePV/ny5fXmm29ShACAQuZr63gB+D7GLQBAznPibiExMVG1a9fO9ra6devq1Ck2gwEAAAAAAK7yVYSoWrWqvvrqq2xv2717t8LDwwsUCgAAAAAA+J58Lcfo3r27pk2bpuvXr+uhhx5SWFiYzp8/r08++URvvvmmnn/+eXfnBADkQ26bwLETPYDihqt0AIBn5asI0aNHD509e1arV6/WmjVrnO1+fn7q3bu3+vTp46Z4AID8KFsmUKbDoZCQoByPczjsunDhCifbAIoFrtIBAJ6X70t0jh49WoMGDdL+/fuVkpKikJAQRUVFKTQ01J35AAD5UDowQDbD0PEty3Ul+Uy2xwSF3anqHQayEz2AYoOrdACA5+W7CCFJZcqUUfPmzd2VBUA+MeUet3Il+YyuJJ70dAwA8CpcpQMAPKdARQgAnsWUewAAAABFCUUIoAhjyj0AAACAooQiBOADmHIPAAAAoCjIeSE5AAAAAACAm1CEAAAAAAAAlmA5BgC3MAybDMOW4zFcpQMAAAAo3ihCACgww7ApNDRIhuGX43FcpQMAAAAo3ihCACiwG7Mg/LhKBwAAAIAcUYQA4DbF4SoduS078fNjqx0A3oclc0DO+IwA1qEIAQB5ZBg2lStXikIDgCIlr2OX3e5QSsqv/JKFYofPCGAtihAAkEeGYZOfn6HYd3YqISk122Pq1aysbo9EWxsMAHKQl7GrSsWyGta9KUvmUCzxGQGsRRECAG5TQlKq4hMuZHtb5QohFqcBgLzJaewCwGcEsApzigEAAAAAgCUoQgAAAAAAAEtQhAAAAAAAAJagCAEAAAAAACxBEQIAAAAAAFiCq2MAxURu1752OEwuOQUAAACgUFGEAHycf+kQORwOhYQE5Xic3WFXyoUrFCIAAAAAFBqKEICP8y9ZSoZhaNn2N3U6NTHbYyqXraTBLZ+WYdgoQgAAAAAoNBQhgGLidGqiTiSfytf3GoZNhmG75e25LfUAAAAAAIkiBIBcGIZN5cqVotAAAAAAoMAoQgDIkWHY5OdnKPadnUpISs32mHo1K6vbI9HWBgMAAABQ5FCEAJAnCUmpik+4kO1tlSuEWJwGAAAAQFHE/GoAAAAAAGAJjxchUlJS9OKLL6pFixaqX7++unfvrr179zpvP3TokHr27Kno6Gi1atVKK1eu9GBaAAAAAACQXx4vQowaNUoHDhzQ3Llz9f7776t27drq37+/fvzxR124cEF9+/bVH//4R23cuFHDhw/XggULtHHjRk/HBgAAAAAXhmGTv7+R47+crjgGFAce3RPixIkT2rlzp9555x3Vr19fkjRp0iR9+eWX2rJliwIDAxUQEKCXXnpJ/v7+qlGjhk6cOKHly5era9eunowOAAAAAE6GYVO50CD5GX45Hmd32JVy4YocDtOiZIB38WgRIjQ0VG+88Ybq1KnjbLPZbDJNU6mpqfr+++/VsGFD+fv/FrNJkyZatmyZkpOTFRYW5onYAAAAAODCMGzyM/y0bPubOp2amO0xlctW0uCWT8swbBQhUGx5tAgREhKili1burR9+OGHOnnypJo1a6Z58+YpIiLC5faKFStKkk6fPl2gIoS/v8dXogA58vOz/j2aXZ/uzpGf+3N3hhIl/HK8T4fDlGlmPTHwhufCW3Lczvd44r3sCTabLdcptrd6bwG5Kcj7y12f14LcjzdkIAevya2OdXeG06mJOpF8Kt/3A/g6r7pE5759+zRx4kS1adNGrVu31vTp0xUQEOByTMmSJSVJ6enp+e7HMGwKDS1doKyALwoJCfKJPm7Fv3SIHA6HgoMDczzO4XDIMAr/5MCTz8XNCjuHtzzOwuZwmHn6JZG1wMiPvIxL7hi73PV5Lcj9eEMGcnhfBm/J4Q0ZgKLOa4oQn3zyiZ5//nnVq1dPc+fOlSQFBgbq2rVrLsdlFh9KlSqV774cDlNpab/mPyxgAT8/w/IfUGlpV2S3Owo1R3Z95MZdGfxLlpJhGHmaJumtz4W35LidDPl9nEVJ5vMR+85OJSSlZntMlYplNax702LxfMC9Mt9fVoxdOb0/C3I/3pCBHLwmt7ofT2fgj6MobryiCLFu3TpNnTpVbdu21ezZs52zH8LDw5WUlORybObXlSpVKlCf169zAgj8nt3uKPTPhhV95CYv0ySLy3NhRQ5veZxWSEhKVXzChRyPKU7Phy8wjLwtg7BibbcVY5e73p8FuR9vyEAO78vgLTm8IQNQ1Hm8CPH222/rlVdeUa9evTRx4kSXaYQNGzbUu+++K7vdLj+/G7vM7tq1S9WrV2dTSgAAUKjY6R4AAPfzaBHi+PHjmjZtmtq2bavBgwcrOTnZeVtgYKC6du2qFStWaNKkSRowYIAOHjyotWvX6uWXX/ZgagAAUByw0z0AAO7n0SLExx9/rIyMDG3btk3btm1zua1z586aMWOGVqxYoalTp6pz586qUKGCxo4dq86dO3soMQAAKArcuYwiL8sgAABA3ni0CDFkyBANGTIkx2OioqK0fv16ixIBAICizjBsKleuVK6XwLPbHUpJ+ZUZDAAAWMjje0IAAAC4k2HY5Odn5OlqJSyjAADAWhQhAACAi4IuZfCWK0rk5WolAADAWhQhAACAU0GvCMFSCAAAkBOKEAAAwKmgV4RgKQQAAMgJRQgA8JDc/lJsxXR1b+ArU/99TUGvCOGOpRC8tgAA+B6KEABgMf/SIXI4HAoJCcrxuFtNd/clTP3HrRT0vQEAALwTRQgAsJh/yVIyDCPf0919CVP/cSsFfW8AAADvRBECKGRMJ3bFEoTfFHS6uy/xhqn/3oIxwxWfEwAAfAtFCKAQMZ34NyxBAHLHmAEAAHwdRQigEDGd+DcsQQByx5gBAAB8HUUIwAJMJ/4NzwWQOz4nAADAV1GE8DGsJQYAAAAAeCuKED6EtcQAAAAAAG9GEcKHsJYYAAAAAODNKEL4INYS38DSFADFDeOe9+E1AQDAFUUI+CSWpgAobgzDpnLlSsnPz8jxOLvdoZSUXxn3LMBrAgBAVhQh4JNYmgKguDEMm/z8DMW+s1MJSanZHlOlYlkN696Ucc8ivCYAAGRFEQI+jaUpQO5y+ystU8WLloSkVMUnXPB0DNyE1wQAgN9QhACAYsq/dIgcDodCQoJyPI5lSwAAAHAXihAAUEz5lywlwzBYtgQAAADLUISAEzt4u8rL85Gb3Ka5A96AZUsAAACwCkUISGIH79/L6/NhOhyyGRQaAAAAACAvKEJAEjt4/15eno96NSur2yPROr5lua4kn8n2mLLV66hKiy6FGRUAAAAAioxiX4Rw1xIEX1nKwA7ernJ6PipXCJEkXUk+oyuJJ7M9JrB8eKFlA+BevjKOAwAAeLNiXYRw1xIEw7CpXGiQ/Ay/nO+HHeYBwCsxjgMAAFij2Bch3LEEwTBs8jP82GEeAIooxnEAAABrFOsiRCZ3LUFgh3kAKNoYxwEAAAoX2/oDAAAAAABLUIQAAAAAAACWYDkG3I4d5gHcLKfNf3PbGBgAPIWxCwAKB0UIuBU7zAPIVLZMoEyHQyEhQZ6OAgB5xtgFAIWLIgTcih3mAWQqHRggm2Ho+JblupJ8JttjylavoyotulicDABujbELAAoXRQgUCnaYB5DpSvIZXUk8me1tgeXDLU4DwNt5yzIIxi4AKBwUIQAAAOBxLIMAgOKBIgQAAAA8jmUQAFA8UISA1+HqGgAAFF8sg3DlLctTAMBdKELAqxiGTeXKlcr1h6rd7lBKyq8UIgAAgE9ieQoAX0URAl7FMGzy8zMU+85OJSSlZntMlYplNax7U66uAQAAfBbLUwD4KooQ8EoJSamKT7jg6RgAABQrTP33PixPAeBrKEIAAAAUc0z9BwBYhSIEAABAMcfUfwCAVShCeAmuCAEAsApT7nErTP1HdhgzALgTRQgvwBUhAABWYMo9gNvBmAGgMFCE8AJcEQIAYAWm3AO4HYwZAAoDRQgvwhUhAKDwMJ34N94y5Z7XBCgavGXMAOAbKEIAAHwa04m9D68JAADFF0UIAIBPYzqx9+E1AQCg+KIIgdvG9FkARZG3TCdmDP2NN7wmvB5A0eENn1dvyAAUdRQhkGdMnwWA/GMM9S68HkDR4Q2fV2/IAPiKIlGEcDgcWrx4sTZs2KC0tDTdd999mjJliqpVq+bpaMUK02cBIP8YQ70LrwdQdHjD59UbMgC+okgUIZYsWaJ3331X06dPV6VKlTRr1iwNHDhQW7ZsUUBAgCUZvGXqlTfk8IbpswBQVDGGehdveT284ec74O284fPqDRmAos7rixDXrl3TqlWrNGbMGLVs2VKSNG/ePDVv3lzbtm1T+/btC7V/b5l65S05AACA+/DzHQBQ3Hh9EeLw4cO6fPmymjRp4mwLCQlRZGSk9uzZU+hFCG+ZeuUtOQAAgPvw8x0AUNzYTNM0PR0iJ//61780fPhwHThwQIGBgc725557TlevXtWyZctu+z5N05TDYcpmkwzDUOqlq7LbHdkeG1DCT8GlSirjcppMhz3bYwz/APkHlVbalYu6fotj/A0/hQSVkcPh0O+fcW/I4Q0Z8prDz89Q2eBAORzZ3+7MYhi8JgXM4C05vCEDOXhNvD2HN2TwlhzekIEcvCbensMbMnhLDk9nYMkVihuvL0Js3rxZY8eO1aFDh2QYv31Ax44dq6SkJK1Zs8Zz4QAAAAAAQJ55fdktc/bDtWvXXNrT09MVFMT6SQAAAAAAigqvL0LceeedkqSkpCSX9qSkJIWHswMtAAAAAABFhdcXIWrVqqXg4GDt3r3b2ZaWlqYffvhBDRo08GAyAAAAAABwO7z+6hgBAQHq2bOnZs+erfLly6tKlSqaNWuWwsPD1bZtW0/HAwAAAAAAeeT1RQhJevbZZ3X9+nVNnjxZV69eVcOGDbVy5UoFBAR4OhoAAAAAAMgjr786BgAAAAAA8A1evycEAAAAAADwDRQhAAAAAACAJShCAAAAAAAAS1CEAAAAAAAAlqAIAQAAAAAALEERAgAAAAAAWIIixG1wOBxauHChmjdvrnr16qlfv346ceKERzMtWbJEvXr1srzflJQUvfjii2rRooXq16+v7t27a+/evZbnSE5O1pgxY9SkSRPFxMRo0KBBOnbsmOU5Mh0/flwxMTHatGmT5X0nJCSoZs2aWf5t2LDB8ixxcXFq166d6tatq/bt2+vDDz+0rO/du3dn+zzUrFlTbdq0sSyHJGVkZGjevHlq1aqVYmJi9NRTT+mbb76xNIMkXb58Wa+88opatmyp++67T0OHDtXJkyct6z+7cerQoUPq2bOnoqOj1apVK61cudIjOaQbn9vo6GidOnXKIxk+++wzde3aVTExMWrdurVee+01Xb161fIc//znP9WxY0dFRUXpoYce0htvvKHCvop3bj/DJk+erNatW1ueYcKECVnGjxYtWlieIykpSaNGjVKDBg3UuHFjjR49WufPn7csQ69evW45nsbFxVmWQ5K+++479ezZUzExMWrZsqVmzpypa9euFVqGW+XYtWuXnnjiCcXExOjPf/6z1q1b5/Z+czvHsmr8zOu53vnz59WsWTPt3r3b8gxWjZ+55fDE+AkUaSbybNGiReb9999vfvHFF+ahQ4fMfv36mW3btjXT09M9kmf16tVmzZo1zZ49e1red9++fc1OnTqZe/bsMX/88UfzlVdeMaOiosxjx45ZmuOJJ54wu3XrZh48eNA8duyYOXz4cLNp06bmr7/+amkO0zTNa9eumV26dDEjIiLMjRs3Wt7/p59+atatW9dMTEw0k5KSnP+uXLliaY64uDjz3nvvNdesWWPGx8ebixcvNmvVqmV+8803lvSfnp7u8viTkpLMf//732ZkZKT53nvvWZIh04IFC8ymTZuaO3bsMOPj481JkyaZ9evXN8+ePWtpjgEDBpjNmzc3P/vsM/PYsWPm5MmTzQceeMA8f/58ofed3Th1/vx5s3HjxuakSZPMY8eOme+//75Zt25d8/3337c0h2ma5uHDh82WLVuaERER5s8//1xo/d8qw549e8x7773XXLZsmRkfH29u377dbNmypTl+/HhLc3zxxRdmZGSkuW7dOvPkyZPmxx9/bEZHR5urV6+2NMfNtm3bZkZERJgPPvig5Rk6d+5szp0712UcSU5OtjRHenq62b59e/Pxxx83Dx48aH777bfmI488Yg4YMMCyDBcuXMgyng4aNMh85JFHzIsXL1qWIzk52WzUqJH5wgsvOD8nTZo0MWfMmFEoGW6V49tvvzVr1aplvvjii+axY8fMTz/91GzatKm5ZMkSt/ad0zmWleNnXs71EhISzI4dO5oRERHmf/7zH0szWDl+5pTDE+MnUNRRhMij9PR0MyYmxnz77bedbampqWZUVJS5ZcsWS7OcPXvW7N+/vxkdHW0+8sgjlhch4uPjzYiICHPfvn3ONofDYbZt29acP3++ZTnOnz9vjhw50jx69Kiz7dChQ2ZERIR54MABy3JkmjNnjtmrVy+PFSFef/11s1OnTpb3ezOHw2E++OCDWU4M+/XrZy5dutQjma5du2a2b9/eHDFihOV9d+rUyZw+fbrz64sXL5oRERHmRx99ZFmGzM/EF1984Wyz2+3mww8/bC5evLjQ+s1pnFq6dKnZvHlzMyMjw9k2Z84c889//rOlOZYsWWJGRUWZnTt3LtQiRE4ZRo8ebfbt29fl+Li4ODMyMtLtBe6ccmzYsMGcN2+ey/FDhw41Bw4c6NYMueXIlJiYaDZp0sTs2bNnoRQhcspw/fp1s27duua2bdvc3u/t5Ni4caMZHR1tnjt3ztn25Zdfmm3atHFrAeB2zik++OADMzIy0jx8+LDb+s9LjsyC1M2Pe9q0aWaHDh0szTFs2DDz8ccfdzl+8+bNZr169dz2ec3tHMuq8TMv53rvvfee2bBhQ+cY6u4iRG4ZrBo/c8th5fgJ+AqWY+TR4cOHdfnyZTVp0sTZFhISosjISO3Zs8fSLP/9739VtmxZ/eMf/1C9evUs7VuSQkND9cYbb6hOnTrONpvNJtM0lZqaammOuXPn6k9/+pMk6ZdfftHKlSsVHh6ue+65x7IckrRnzx6tX79er732mqX93uzIkSOWP+7f++mnn5SQkKCOHTu6tK9cuVKDBw/2SKa33npLZ86c0YQJEyzvu1y5cvr888916tQp2e12rV+/XgEBAbr33nsty3D8+HFJUoMGDZxthmGoVq1ahTp25TRO7d27Vw0bNpS/v7+zrUmTJjp+/LiSk5Mty7Fjxw7NmjVL48aNc2uft5OhX79+Gjt2bJbvuX79ui5dumRZjscff1wjRoyQJNntdn355Zf6+uuv1bRpU7dmyC2HJJmmqfHjx+vRRx9Vo0aN3N5/bhni4+OVnp6uGjVqFErfec2xY8cONWnSRHfccYezrXnz5vrkk08UHBxsSYab/frrr5o5c6Z69+6tmjVruq3/vOQoV66cJOmdd96R3W7XqVOntH379kI5B8opx/Hjx13GUkmKjIzUlStXdPDgQbf0n9s5llXjZ17O9T7//HONGTNGCxYscFu/t5PBqvEztxxWjp+Ar/DP/RBI0tmzZyVJd955p0t7xYoVdebMGUuztG7dutDXyOYkJCRELVu2dGn78MMPdfLkSTVr1swjmV544QW99957CggI0Ouvv65SpUpZ1ndaWprGjh2ryZMnZ3l/WOno0aOqUKGCnnrqKcXHx6tatWoaOnSomjdvblmG+Ph4STdOVvv3768ffvhBd911l5555hmPvGfT09O1dOlS9e7dWxUrVrS8/0mTJmnkyJFq06aN/Pz8ZBiGFixYoD/84Q+WZahQoYKkG2PYzb9UJSQkKD09vdD6zWmcOnv2rCIiIlzaMl+f06dPKywszJIcb7/9tiQVyjrmvGaIjIx0+fratWtavXq1ateurfLly1uWI9Pp06f10EMPyW63q1mzZurevbtbM+Qlx5o1a3Tu3DktXbpUy5Ytc3v/uWU4evSobDab1q5dqy+//FKGYahly5YaMWKEypQpY1mO+Ph4NWjQQLGxsYqLi9P169fVrFkzjRkzRiEhIZZkuNm7776ry5cv65lnnnFb33nN0aBBAw0aNEgLFizQvHnzZLfb1ahRI73wwguW5qhQoUKWc76EhARJclsBILdzrHnz5lkyfublXG/JkiWSVGj76eSWwarxM6/nvVaMn4CvYCZEHl25ckWSFBAQ4NJesmTJQj2RLwr27duniRMnqk2bNh4rjvTu3VsbN25Up06dNGzYMP33v/+1rO+XXnpJ0dHRWf76b6Vr164pPj5ely5d0ogRI/TGG2+obt26GjhwoHbt2mVZjsy/PIwbN04dOnTQqlWr1LRpUw0dOtTSHJk2b96s9PR0j2zeKkk//vijQkJCFBsbq/Xr16tLly4aN26cDh8+bFmGevXqqUaNGpoyZYrOnDmja9euac2aNTp06FChb+p2K1evXs12LJVUrMfT69eva+zYsTp27JimTJnikQwhISF6//33tWDBAh05ciTbvzIWpsOHD2vx4sWaNWtWlveIVf73v//JMAxVqVJFS5cu1bhx47R9+3YNHTpUDofDshyXLl1SXFycjhw5ojlz5uivf/2r9u3bp6FDh1q+4Z3dbtff/vY3PfXUU24vxORFWlqa4uPj1aNHD23YsEELFizQyZMn9dJLL1mao0uXLvr4448VFxenjIwMnThxQvPnz5fNZiu08fT351ieGj+94VwvpwxWjp+3yuHp8RMoSpgJkUeBgYGSbvyyl/l/6caAHxQU5KlYHvfJJ5/o+eefV7169TR37lyP5chchvDKK69o//79WrdunaZPn17o/cbFxWnv3r364IMPCr2vnAQEBGjPnj3y9/d3npzUqVNHP/74o1auXKn777/fkhwlSpSQJPXv31+dO3eWJN1777364YcftHr1astyZIqLi9PDDz+s0NBQS/uVbvx1bMyYMVqzZo1z+m7dunV17NgxLVq0SLGxsZbkKFGihGJjYzV+/Hi1atVK/v7+atWqlR5//HF9//33lmT4vcDAwCwn7Jknz1bOYvImmQXE3bt3a+HChR5ZaidJwcHBioyMVGRkpBwOh0aOHKkxY8aoSpUqhd53enq6nn/+eT3zzDOqVatWofd3K8OHD1efPn2csw0iIiJUoUIFdevWTd99951lr02JEiVUqlQpzZkzxzm2li1bVk888YS+++47RUVFWZJDkr7++mudPn1af/nLXyzr82azZ89WWlqaFi1aJEmqXbu2ypYtqz59+qh3796WvV86deqks2fP6uWXX9bEiRMVGhqqMWPGaPz48YVSnMnuHMsT46c3nOvllMHK8TOnHJ4cP4GihpkQeZQ5zT4pKcmlPSkpSeHh4Z6I5HHr1q3T8OHD1aJFCy1fvtylOGOF5ORkbdmyRXa73dlmGIZq1KiR5XUqLBs3blRycrLzEowxMTGSpClTpqh9+/aWZMhUqlSpLH8diYiIUGJiomUZMj8Lv58qes8991hy+cObnT9/Xt9++63atWtnab+ZDh48qIyMDNWtW9elvV69es5lK1apXr261q9fr6+//lq7du1SbGysUlJS9Mc//tHSHJnCw8OzHUslqVKlSp6I5FFJSUnq0aOHvv32Wy1fvtwjf2Xcu3evvvvuO5e2zP12rBpPDxw4oP/9739avHixczxdtmyZTp8+rZiYGP3jH/+wJIfNZsuy3CFzTMtcmmmF8PBwVa9e3VmAkH57TaweTz/55BNFRUWpatWqlvabad++fdmOpdJv+95YZdCgQdq3b58+//xzffnll6pTp45M01S1atXc2s+tzrGsHj89fa6XWwYrx89b5fCG8RMoaihC5FGtWrUUHBzssnY4LS1NP/zwQ5ZNioqDt99+W6+88op69Oih+fPne2TabFJSkkaPHq2vv/7a2ZaRkaEffvjBkg3FpBt/ndm6davi4uKc/yTp2Wef1RtvvGFJBunGFOaYmJgs1+/+/vvvLd2sMjIyUqVLl9aBAwdc2o8ePWrpPgiS9M0338hmsxXaxna5ySxcHjlyxKX96NGjbj9ZzcmlS5fUs2dPff/99ypbtqxCQkJ08eJFffXVV5buF3Kzhg0bat++fS4FxF27dql69epu3Q+iKEhNTVXv3r11/vx5vf322y6bH1tp1apVWWaPHThwQP7+/pYVq6KiovSvf/1Lmzdvdo6nTz75pCpWrKi4uDjLijOjR49W//79Xdoyf8Gwcjxt0KCBDh8+rKtXrzrbjh49KkmWjiHSjSKAp96b0o1fvLMbSyVZWkx96623NGXKFBmGoUqVKsnPz08fffSR7rrrLlWvXt1t/eR0jmXl+OkN53o5ZbBy/MwphzeMn0BRQxEijwICAtSzZ0/Nnj1bn376qQ4fPqyRI0cqPDxcbdu29XQ8Sx0/flzTpk1T27ZtNXjwYCUnJ+vcuXM6d+6cLl68aFmOWrVqqVmzZnr55Ze1d+9eHT16VOPGjVNaWpr69OljSYZKlSqpWrVqLv8kKSwszNLpdxEREfrTn/7kfC5+/PFHTZ8+Xfv379eQIUMsyxEYGKgBAwYoNjZWW7Zs0cmTJ/X6669r586d6tu3r2U5pBuFmapVq3psuVRUVJQaNGigcePG6T//+Y/i4+M1f/587dq1S4MGDbIsR3BwsGw2m6ZNm6YjR47o8OHDGjJkiCpXrqwOHTpYluNmXbt21aVLlzRp0iQdO3ZMmzZt0tq1az12BRVPmj59un7++WfNmjVL5cuXd46l586dc/klo7D169dP+/fv18KFC3XixAlt3bpVs2bN0tNPP23ZcqbAwMAs42nZsmXl7++vatWqufWKEDnp0KGDdu7cqddff10nT57U9u3bNXHiRHXo0MGyArckPfnkk/Lz89Po0aN19OhR7du3T5MnT1bjxo1Vu3Zty3LY7XYdO3Ysyww3K/Xt21c7duzQ/PnzdfLkSe3atUvjx49Xy5YtLb3a0D333KMNGzZow4YNSkhI0Pr167V06VKNHj3abX3kdo5l1fjpDed6uWWwavzMLYc3jJ9AUcOeELfh2Wef1fXr1zV58mRdvXpVDRs21MqVKz22eZanfPzxx8rIyNC2bdu0bds2l9s6d+6sGTNmWJLDZrNp/vz5mjNnjkaMGKGLFy+qQYMGeuutt1S5cmVLMngLwzC0dOlSzZ49WyNGjFBaWpoiIyO1evXqQrmUWk6GDh2qoKAgzZs3T4mJiapRo4YWLVqkxo0bW5rjl19+cV7WzRMMw9CSJUs0f/58TZgwQampqYqIiNCaNWsUHR1taZY5c+bo1VdfVc+ePWUYhh588EGNHTvW5RJvVgoLC9OKFSs0depUde7cWRUqVNDYsWOd+4gUFw6HQ1u3blVGRoZ69+6d5fZPP/1Ud911lyVZGjRooGXLlmn+/PlauXKlypcvr379+mngwIGW9O9NHnzwQS1YsEBLly7V0qVLVaZMGXXs2NF5CT6rlC9fXm+99ZamT5+uv/zlLwoICNBDDz1k+eWGU1JSlJGR4dHxtFmzZlq2bJliY2O1du1ahYaGqm3btnruuecszdG4cWNNnTpVS5cu1auvvqpq1app1qxZ+r//+z+39ZGXcywrxk9vONfLKcOjjz6qjz76yJLxMy/PBeMncHtsptVbLAMAAAAAgGKJ5RgAAAAAAMASFCEAAAAAAIAlKEIAAAAAAABLUIQAAAAAAACWoAgBAAAAAAAsQRECAAAAAABYgiIEAAAAAACwBEUIAAAAAABgCX9PBwAA4Hb16tVLX3/9tUubzWZT6dKldffdd6tPnz5q3759gftp3bq1GjVqpBkzZhT4vgAAAEARAgBQREVGRmrKlCnOr+12u86ePas1a9Zo1KhRKlOmjFq0aOHBhAAAAPg9ihAAgCIpODhY0dHRWdpbtmyp+++/Xxs3bqQIAQAA4GXYEwIA4FMCAgJUokQJlzaHw6HY2Fi1atVK9erV0+DBg/Xhhx+qZs2aOnXqVI73l5GRoZkzZ6pp06aKjo5Wv379dOLECZdjdu7cqaeeekr33XefGjdurNGjR+vMmTPO2zdt2pRtX61bt9b48eOdX9esWVOLFy9W165ddd9992nJkiVyOBxasGCBWrdurTp16qh169aaO3euMjIy8vsUAQAAeAwzIQAARZJpmrp+/brz68zlGLGxsbp8+bIeffRR520zZ87U3/72Nw0ZMkTR0dHasmWLy1KOnGzdulXNmjXTjBkzdO7cOU2fPl0jR47Upk2bJEmbN2/W2LFj1a5dOw0ePFgXLlzQwoUL1a1bN/39739XWFjYbT2u119/Xc8995xq1qyp8PBwLV++XG+99ZbGjRunqlWr6sCBA5o3b55KlCih4cOH39Z9AwAAeBpFCABAkbRnzx7Vrl3bpc1msykiIsI5c0CSUlNTtW7dOj399NPOX9qbN2+uvn376quvvsq1n0qVKmnJkiXO2RUnTpzQ0qVLdenSJZUqVUqzZs3SAw88oHnz5jm/p379+mrXrp1WrVqlMWPG3NbjioqK0qBBg5xfz5w5U7Vr11bXrl0lSY0aNVJQUJCCg4Nv634BAAC8AUUIAECRVLt2bb388suSpMTERC1YsEAZGRmaN2+eatSo4Txu//79ysjIUJs2bVy+v1OnTnkqQkRFRbks76hataokKS0tTYmJiTp37pxGjRrl8j1/+MMfFBMTo927d9/244qIiHD5unHjxpozZ46eeuoptW3bVi1atFDPnj1v+34BAAC8AXtCAACKpNKlS6tu3bqqW7euHnroIa1Zs0aXLl1Sv379dP78eedxqampkqTy5cu7fH+lSpXy1E+pUqVcvjaMGz86HQ6HUlJSJEl33HFHlu+74447dPHixTw/npu/72YDBgzQiy++qKtXr+q1115Tu3bt1LFjR+3ateu27xsAAMDTKEIAAHxCWFiYXnzxRZ09e1ZTp051toeGhkqSfvnlF5fjMwsIBVGuXLls71uSzp075+zbZrNJulG4uNnly5dz7cMwDPXo0UObNm3Szp07NX36dKWnp2v48OG6du1aAR8BAACAtShCAAB8xsMPP6zmzZtry5YtzqUQMTExCgoK0tatW12O/eyzzwrcX/Xq1VWhQgV98MEHLu0///yz9u/fr/r160uSc/+Gm6+Y8dNPP+WpEPLkk0/q1VdflXSj0NKlSxf16NFDFy9e1KVLlwr8GAAAAKzEnhAAAJ8yceJEderUSa+++qr+/ve/Kzg4WMOGDdOcOXMUFBSkpk2baseOHVmKEvlhGIZGjRqlCRMmaOTIkXrsscd04cIFLV68WGXLllXfvn0lSU2aNFFQUJBmzJihESNG6PLly1q8eLFzJkVOGjZsqFWrVumOO+5QTEyMEhMTtXr1ajVq1CjLEhMAAABvRxECAOBT7r77bvXq1UurVq3SunXr1KdPHw0cOFClS5d2tt13330aMmSIYmNjC9xfly5dVLp0aS1btkzDhg1TcHCwmjdvrlGjRqlChQqSpDJlymjhwoWaM2eOhg0bpipVquj//b//p7i4uFzv/7nnnlNAQIA2btyo2NhYlSlTRq1bt9bo0aMLnB0AAMBqNtM0TU+HAADAaps2bdKECRP06aef6q677vJ0HAAAgGKBPSEAAAAAAIAlKEIAAAAAAABLsBwDAAAAAABYgpkQAAAAAADAEhQhAAAAAACAJShCAAAAAAAAS1CEAAAAAAAAlqAIAQAAAAAALEERAgAAAAAAWIIiBAAAAAAAsARFCAAAAAAAYAmKEAAAAAAAwBL/H6TpVpE3eWxqAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1076.5x1500 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing hourly requests distribution over days.\n",
    "\n",
    "plot1 = sns.catplot(data = uber, x ='Rq hours', hue = 'Status', row = 'Rq days', kind ='count', height = 3, aspect = 3)\n",
    "plot1.fig.subplots_adjust(top=0.92)\n",
    "plot1.fig.suptitle('Hourly Requests Distribution Over a 5-Day Period', size = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "e5693823",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1076.5x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing requests status ditribution by hour\n",
    "\n",
    "sns.catplot(data = uber, x ='Rq hours', hue = 'Status', kind ='count', height = 3, aspect = 3)\n",
    "plt.title('Requests Status Distribution by Hour', fontsize=20, pad = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6285df85",
   "metadata": {},
   "source": [
    "## Observation\n",
    "\n",
    "- Most cancellation occurs between 5 AM to 10 AM\n",
    "- Most non-availability cars situation occurs between 17 PM and 22 PM\n",
    "- Cancellation and non availability issues depend mostly on the hours of day. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "fe2691d6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1003.1x1500 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing pickup points distribution over days.\n",
    "\n",
    "plot2 = sns.catplot(data = uber, x ='Rq hours', hue = 'Pickup point', row = 'Rq days', kind ='count', height = 3, aspect = 3)\n",
    "plot2.fig.subplots_adjust(top=0.92)\n",
    "plot2.fig.suptitle('Hourly Pickup Points Distribution over a 5-Day Period', size = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "787c8348",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1003.1x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing Pickup points Distribution by Hour\n",
    "\n",
    "sns.catplot(data = uber, x ='Rq hours', hue = 'Pickup point', kind ='count', height = 3, aspect = 3)\n",
    "plt.title('Pickup points Distribution by Hour', fontsize=20, pad = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dac9450b",
   "metadata": {},
   "source": [
    "## Observations\n",
    "\n",
    "- Most travel in the morning (5 AM to 10 AM) are from city to airport. \n",
    "- Most travel in the evening (17 PM and 22 PM) are from airport to city.\n",
    "\n",
    "\n",
    "**This suggest two things each day :** \n",
    "\n",
    "- a morning rush from city to airport between 5 AM to 10 AM. \n",
    "- an evening rush from airport to city between 17 PM to 22 PM.\n",
    "\n",
    "\n",
    "Lets create time slots to better understand the relation between cancellation, non availability cars and the day time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "fb9e171b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create time slot with regard to the time hour. \n",
    "\n",
    "time_hour = [0, 5, 10, 17, 22, 24]\n",
    "time_slots = ['Early Morning', 'Morning rush', 'Day time', 'Evening rush', 'Late Night']\n",
    "uber ['Time slot'] = pd.cut(uber['Rq hours'], bins = time_hour, labels = time_slots)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "d4e8d9bc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1176.5x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualizing Requests Status Distribution Across Different Time Slots.\n",
    "\n",
    "sns.catplot(data = uber, x ='Time slot', hue = 'Status', kind ='count', height = 5, aspect = 2)\n",
    "plt.title('Requests Status Distribution Across Different Time Slots', fontsize=20, pad = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e039cad2",
   "metadata": {},
   "source": [
    "## Observations\n",
    "\n",
    "- Most cancellation occurs in the morning, particularly in the morning  rush \n",
    "- Most none-availability cars situations occurs in the evening particularly in the evening rush. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "4dc2a249",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1176.5x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualizing the Request Status Distribution during Morning Rush\n",
    "\n",
    "morning_rush = uber[uber['Time slot'] == 'Morning rush']\n",
    "\n",
    "sns.catplot(data = morning_rush, x ='Pickup point', hue = 'Status', kind ='count', height = 5, aspect = 2)\n",
    "plt.title('Request Status Distribution during Morning Rush', fontsize=20, pad = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f913931",
   "metadata": {},
   "source": [
    "## Observations\n",
    "\n",
    "- Most cancellation occurs during the morning rush for trip City to airport request.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "9801893c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6efOm1q9fbzas7FEzZ85UpUqVtGHDBn344YcaOnSotm3blmzb06dPKzY2VlWqVEl2fbFixVS+fHlZWVkpPDxcbdu21c2bN/Xdd99p5cqVypkzp9q3b6/r16+bttm8ebP+/fdfrV69Wj4+Plq6dKneeecdvf766/L391epUqU0cOBAsx48T1Ozj4+P9u7dqwkTJmj9+vVq1qyZevTooT179qhQoUKmIGn69Onq0qWLbt68qXbt2qlo0aJau3atZs+erfDwcH3wwQe6f/++JGnUqFHatm2bxo0bpxUrVuj69es6cuTIE++PjJDqYWKPGj58uH755Re1aNFCrq6uL0y3LgAAAAAAkNSjU8EEBAQkWV+nTh199tlnkqRSpUrpxIkTWrx4cbLzD4WFPZxYO0+ePE+83U2bNunu3bvy9/c3zVE0ceJENW7cWMuWLVP//v0lSY6Ojho8eLBsbGxUvHhxTZo0SZ6ennrrrbckSe3atdPu3bt1584d0xC31NZ8+fJlbdmyRWvXrjVNbN25c2edPXtWfn5+atiwoam2PHnyKFeuXJo3b54KFCigoUOHmvYzZcoUeXp6aseOHXrttdfk7++vYcOGqUGDBpKkMWPGJHtuLSFNYdDevXs1aNAgvf/+++ldDwAAAAAAyGAlSpR47PpatWqZ/V2lShXt2bMn2baJwUloaKiKFy/+2P2eO3dOJUqUMJusOnv27KpcubLZULFixYrJxsbG9HeOHDnMpq/Jnj27JOnBgwdPXfPp06clPRwC9qiYmBg5OjomW/fp06d1/vx5Va1a1Wz5gwcPdP78eV28eFExMTFmV03Lnj27KlSokOz+MlqawiA7OzvmDAIAAAAAIIuwt7d/7HpbW/P4ICEhIcVRQpUqVVK2bNn0+++/y8PDI8n6gIAALVy4UCNGjFBCQoJp7qBHxcXFmd1mtmzZkrR50iil1NacOLRs2bJlypUrV6puIz4+Xp6enho2bFiSdQ4ODgoMDExVTZaSpvFdTZo00ZYtW9K7FgAAAAAAkAn98ccfZn8fO3YsxfmCHRwc1LRpU33//fcKDw83WxcfH6+5c+fqn3/+kYuLi8qVK6eLFy8qODjY1ObBgwf6888/n/kS7qmtuWzZspKkW7duqXjx4qZ//v7+WrdunSQlCazKli2r8+fPq1ChQqb2efLk0ZgxY3Tu3DmVLl1a2bNn19GjR03bxMbG6uzZs890TOklTZGUu7u7pkyZoqtXr8rDwyNJgmhlZaWePXumS4EAAAAAAGQ2hQs8eT6cF/n2/mvr1q2qXLmy6tatq59++kk7d+7U7NmzU2z/1VdfqV27dmrbtq169+6t8uXL69atW/Lz89Phw4c1f/58WVtbq1WrVpo9e7a++OIL9e/fX3Z2dpo1a5bu37//zFPTpLbmsmXL6tVXX9WwYcM0dOhQlStXTj/++KPmzJmj0aNHS5Jy5swp6eGwNnd3d7Vr106rVq3Sl19+qZ49e8rKykoTJkzQ6dOnVbZsWdMk2NOmTZOLi4tKly6tBQsW6ObNm890TOklTWHQyJEjJUmHDx/W4cOHk6wnDAIAAAAAZFXx8Qnq2baORW7X2jrpkKqM8NZbb+nHH3/Ut99+qxIlSmjKlCmmiZGTU6BAAa1evVpz587VhAkTFBQUJEdHR1WtWlWrV69W+fLlJT2cGHrp0qX69ttv1alTJ0lS9erVtWLFimeenuZpavb19ZWvr6+GDRumsLAwFS1aVN98843atGkjSXJyclKbNm00fvx4Xb58WUOGDNHSpUs1adIktWvXTjY2NqpSpYoWL14sZ2dnSVLfvn2VPXt2jRw5UhEREWrWrJm8vLye6ZjSi1XCo9ddQ6rFxcUrJCTC0mUAyIJsba3l5JRLwzZN0OXga5YuB+mkuHMRjXijv+7ejVBsbLylywEAAP+fi4uDpUvI9Ly8vNS6dWv16tXL0qWk2otYc0bimvAAAAAAAAAGkqZhYj4+Pk9sM3bs2LTsGgAAAAAAAM9RmsKggICAJMvu37+v0NBQ5c2bV5UqVXrmwgAAAAAAgOX9/PPPli7hqb2INWekNIVBKZ3UCxcuqFevXnrrrbeepSYAAAAAAAA8J+k6Z1CpUqXUs2dPzZgxIz13CwAAAAAAgHSS7hNI586dW4GBgem9WwAAAAAAAKSDNA0Tu379epJlcXFxCgoK0pQpU1S6dOlnLgwAAAAAAADpL01hkJeXl6ysrJIsT0hIUI4cOTR9+vRnLgwAAAAAAADpL01h0JgxY5KEQVZWVsqdO7c8PT2VO3fudCkOAAAAAAAA6StNYdDbb7+d3nUAAAAAAPBCSIiPl5V1uk/B+1xvNzY2VsuWLdPGjRt18eJF2dnZyd3dXR9//LFq166dzpWmnZeXl1q3bq1evXrJ399fPj4++uuvv9K8v/TYR1aUpjBIkkJCQrRw4UIFBATo3r17cnJyUo0aNdSpUyc5OzunZ42SpA0bNmju3Lm6evWqihUrps8++0zNmjWTJJ05c0ajR4/Wn3/+qbx588rb21sfffSRadv4+HjNmDFDa9as0b1791S9enUNGzZMxYsXT/c6AQAAAABZm5W1tS5umafI4BsZdps5nAupZMtuado2OjpanTt31o0bN9SrVy9VrVpVUVFRWrdunbp06aKxY8fqrbfeSt+CkamlKQwKCgrS+++/r5CQEFWpUkXu7u66ffu2Fi5cqA0bNmjt2rUqWLBguhW5ceNGDRo0SF999ZUaNmyoLVu26Msvv5Srq6tKlCihzp07q3HjxhoxYoSOHz+uESNGKG/evGrTpo0kadasWVq5cqXGjh2rggULasKECerWrZu2bNkiOzu7dKsTAAAAAGAMkcE3FHnziqXLSJVp06bp7Nmz2rp1q1xdXU3LBw8erPv372vMmDFq0qSJcuXKZcEqkZHSFAZNmDBBtra22rZtm4oWLWpafvXqVXXp0kW+vr4aN25cuhSYkJCgqVOnqmPHjurYsaMkqWfPnjp27JgOHTqkQ4cOyc7OTsOHD5etra1Kly6ty5cva968eWrTpo2io6O1YMEC9e/fXw0aNJAk+fr6ql69etq5c6datGiRLnUCAAAAAJDZxMTEaM2aNXrnnXfMgqBEn3/+ud5//33Z29vr77//lq+vr44ePaqIiAgVKlRI7du3N30Xnz59ug4dOqT69etryZIlunv3rqpWrarhw4erVKlSkqT79+9r8uTJ2rFjhyIiIuTu7q6vvvpKlStXliQdO3ZMkyZN0h9//KF8+fLp1VdfVd++fVM193B0dLSmTp2qTZs2KTw8XGXLllXv3r1Vt25dU5udO3dq2rRpunz5sipXrixPT8/0OI1ZTpoGG+7bt0+9e/c2C4IkqWjRourZs6d+/fXXdClOki5cuKDAwEC1atXKbLmfn5+6d++uI0eOqGbNmrK1/b9cy9PTUxcvXlRwcLDOnj2riIgIsweAo6Oj3N3ddfjw4XSrEwAAAACAzObq1asKDQ1VlSpVkl1foEABVa5c2TSULGfOnFq+fLm2bt2qZs2aacyYMTpz5oyp/e+//67Dhw9r7ty5WrRoka5fv64RI0aY1vfp00e7d+/WmDFjtGHDBpUsWVIfffSRQkJCdPbsWXXq1El16tTRpk2bNHHiRJ06dUpdunRRQkLCE4/Fx8dHe/fu1YQJE7R+/Xo1a9ZMPXr00J49eyQ9DJp69eql1157TRs3btSbb76puXPnPtP5y6rS1DMoLi5OTk5Oya7Lly+fwsPDn6moR126dEnSw3Txo48+0unTp1WkSBF98skn8vLyUlBQkMqVK2e2TYECBSRJ169fV1BQkCSpUKFCSdrcuPFs4zttbTN+wjAAWZ+NDa8tWRn3LwAAyEhhYWGSpDx58jy2XWRkpDp06KB27dqZeul89tlnmjNnjv766y9VqFBB0sOJqMePH6+8efNKkry9vTVhwgRJ0sWLF7Vnzx7Nnz9f9erVkyQNHTpUuXLlUmhoqPz8/FS7dm19+umnkqQSJUpo0qRJaty4sQ4dOqRatWqlWN/ly5e1ZcsWrV27VpUqVZIkde7cWWfPnpWfn58aNmyopUuXqlq1aurVq5ckqWTJkjp37py+//77tJy6LC1NYZCbm5s2btyo+vXrJ1m3YcOGJOHMs0gMlr766it99tln6tevn3744Qd9+umnWrhwoaKiopLM+5M9e3ZJ0oMHDxQZGSlJybZJfFKkhbW1lZycGE8JAHg6jo45LF0CAAAwkHz58kmSQkNDn9iuXbt22rZtm86ePavLly+begTFx8eb2uXPn98UBEmSg4ODYmJiJMl0xa5HeyHZ2dnJx8dHknT69GldvnxZVatWTXL758+ff2wYdPr0aUlShw4dzJbHxMTI0dFRknTu3DnVqVPHbH3VqlUJg5KRpjDo008/1UcffaTQ0FC1atVK+fPn1507d7R582b99ttvmjZtWroVmC1bNknSRx99pNatW0uSKlSooNOnT2vhwoWyt7dXdHS02TYPHjyQJOXMmVP29vaSHo4tTPx/YpscOdL+gTw+PkH37t1P8/YAkBIbG2sCgyzs3r1IxcXFP7khAADIEFn9R/6iRYsqf/78+v3339W8efMk6y9duqSRI0eqR48eGjhwoJycnNSoUSPVrl1blSpVMs29m+hxF2FKnL7Fysoq2fXx8fFq1aqVevTokWRdYmiVksRhZMuWLUsy0bW1tXWSdokSMwWYS1MYVKdOHY0fP17jx4/X/v37TctdXFw0duxYNWnSJN0KTJzg6r+9jcqUKaM9e/aocOHCunXrltm6xL8LFiyo2NhY07JixYqZtSlfvvwz1RYby4d5AMDTiYuL5/0DAABkGGtra73zzjtaunSpunbtmuTK3/Pnz9fx48d16NAhhYaG6ocffjAFKIk9fVIzn48klS5dWpL0xx9/qHbt2pIeDitr3Lix+vfvr7Jly+rvv/9W8eLFTdtcuHBB48eP15dffikHB4cU9122bFlJD7/LN2zY0LTc19dXVlZW+uKLL1ShQgUdO3bMbLs//vgjVbUbTZrCIEkKDAyUm5ubFi9erLCwMJ09e1ZTp059Ytezp+Xu7q5cuXLpxIkTqlGjhmn5uXPnVKxYMVWrVk0rV65UXFycbGxsJEkHDhxQyZIl5ezsLAcHB+XOnVsBAQGmMOjevXs6ffq02rdvn661AgAAAACMIYdzoSc3yiS316NHD+3du1cffPCBPv/8c1WrVk1hYWFauXKl/P39NXHiRFlbWysyMlLbt29XjRo1dOHCBY0dO1aSkozGSUnJkiX12muvacSIERo2bJhcXV01b948RUdHq3bt2ipcuLA+/PBDDR06VB06dFBERIRGjBihiIgIlShR4rH7Llu2rF599VUNGzZMQ4cOVbly5fTjjz9qzpw5Gj16tCSpS5cuevfdd/Xtt9/qvffe0x9//KFly5al+bxlZWkKg+bPn68ZM2aoQ4cOpuTvf//7n65cuaJJkyYpR44cev/999OlQHt7e3Xt2lUzZ85UwYIFVblyZW3dulX79+/XokWLVKZMGc2fP1+DBw9W165ddfLkSS1evNg0m7mdnZ3at2+viRMnKl++fCpcuLAmTJggV1fXdO3BBAAAAAAwhoT4eJVs2c0it2tl/fQXo8iRI4eWLl2qBQsWaN68ebp+/bqyZ8+ul156SYsXL9bLL7+shIQEnTp1St9++63Cw8NVuHBhvfvuu9q1a5dOnjyptm3bpuq2xo4dq/Hjx6tPnz568OCBPDw8tGDBAuXLl0/58uXT/PnzNXXqVL399tvKkSOHPD099dVXXz12+FkiX19f+fr6atiwYQoLC1PRokX1zTffqE2bNpIeTikzb948TZgwQUuXLlXZsmXVo0cPTZw48anPWVZnlZDa/l6PeO211/Tee++pa9euSdbNnTtXGzdu1NatW9OlwEQLFy7U0qVLdfPmTZUuXVq9evVS48aNJUknT57U6NGjdfr0abm4uKhLly5mvX7i4uI0efJk+fv7KyoqSjVr1tTQoUNVpEiRNNcTFxevkJCIZz4uAPgvW1trOTnl0rBNE3Q5+Jqly0E6Ke5cRCPe6K+7dyMYJgYAQCbi4pLy0CQgq0pTGOTh4aHZs2ebxgA+6sCBA+rRo4dOnDiRLgVmVoRBAJ4XwqCsiTAIAIDMiTAIRvT0/cv0cDby3377Ldl1AQEBpkmfAQAAAAAAkLmkac6gtm3basyYMaZZwZ2dnRUSEqKffvpJ33//vfr165fedQIAAAAAACAdpCkM+vDDDxUUFKSFCxdq0aJFpuU2Njbq2LGjOnXqlE7lAQAAAAAAID2l+dLyffv21ccff6zjx48rNDRUjo6Oqly5spycnNKzPgAAAAAAAKSjNIdBkuTg4KB69eqlVy0AAAAAAAB4ztI0gTQAAAAAAABeTIRBAAAAAAAABkIYBAAAAAAAYCCEQQAAAAAAPIX4+HhD3S6ynmeaQBoAAAAAAKOxtrbWnF++1/Wwmxl2m//LU1DdG3R46u28vLwUHx+vLVu2KHfu3GbrBg4cqMDAQC1ZsuSZagsJCdH8+fO1a9cu3bhxQ05OTnr55ZfVs2dPlShR4pn2nVa+vr6aPXu2Bg0apI4dO6brvv39/eXj46O//vpLkuTm5qaxY8fq7bffTtX2T2o/ffp0rV+/Xj///HO61fxfhEEAAAAAADyl62E3dTn4mqXLSJUbN25o3LhxGjVqVLrv+9KlS+rQoYOKFCmiwYMHq2TJkrp586ZmzZql9957T0uWLJGbm1u63+7jxMfHa8OGDSpZsqRWrlyZ7mFQ8+bNX/grqzNMDAAAAACALKxo0aJas2aN9u7dm+77HjBggAoVKqRFixapfv36Klq0qGrUqKHZs2fLxcVF48aNS/fbfJJ9+/YpKChI/fv314ULFxQQEJCu+7e3t5eLi0u67jOjEQYBAAAAAJCFvfHGG6pdu7a+/vprhYeHp9guNDRUI0aMUIMGDVS5cmW1bdtWR44cSbH9qVOndOLECX388ceys7MzW2dnZydfX18NGzbMtOznn3/WBx98oKpVq6pSpUp655139Ntvv5nWe3t7a9CgQXr33XdVo0YNbdiwQcHBwerdu7dq1aqlypUr64MPPtChQ4cee7z+/v4qV66cGjVqpCJFimjFihWmdVevXlX58uX1yy+/mG0zZMgQtWvXTpIUFBSkfv366ZVXXtFLL72kBg0ayNfX1zRnk7+/f4q9nRISEjR//nw1a9ZMFStWVPXq1dW9e3ddvXrVrN2FCxfUtm1bVapUSS1bttT+/ftTPJ5///1XX3/9tTw9PVW9enV16NBBf/zxx2PPwZMQBgEAAAAAkIVZWVlp9OjRunfvnsaOHZtsm7i4OHXp0kVHjhzRt99+q/Xr16t8+fLq1KlTisFD4vKqVasmu75cuXKmOYP+/PNP9ezZU6+99po2bdqkNWvWyNnZWf369VN0dLRpG39/f3Xo0EErVqxQgwYNNHz4cEVFRWnp0qXavHmzSpYsqU8//VT3799P9jZDQ0O1a9cuNW3aVNLDIV0//fST7ty5I+lhL6maNWtq8+bNpm2io6P1ww8/qHXr1pKk7t27KyQkRH5+ftqxY4e6du2q2bNnp2oOn8WLF2vOnDnq37+/fvjhB82aNUsXL15M0kNq8eLFevPNN7Vp0yY1btxYH330kf78888k+0tISFC3bt106dIlzZkzR6tXr1aVKlXUtm1bnT59+on1pIQwCAAAAACALK5w4cLq37+/1q5dm+xwsX379unUqVOaNGmSPD09Vbp0aQ0dOlTlypWTn59fsvsMCwuTJDk6Oj7x9m1sbDRkyBB16dJFRYsWVfny5dWhQwcFBwcrODjY1K5ChQpq1aqVypYtKycnJ125ckV58uRRsWLFVLx4cQ0ePFjTpk2TjY1NsrezZcsWRUdHq1mzZpKkFi1aKCYmRuvWrTO1efvtt7Vr1y5ToLR7927TNlFRUXrzzTf1zTffqEKFCipatKi8vb1VoEAB04TRj1OsWDGNGzdOXl5eKly4sGrVqqVmzZol2bZt27b64IMPVLJkSX3xxReqUqWKFi1alGR/Bw8e1O+//66pU6fKw8NDpUuX1pdffqkqVaro+++/f2I9KWECaQAAAAAADOCDDz7QDz/8oK+//lpbtmwxW3fu3Dk5ODioXLlypmVWVlaqUaNGinMN5cuXT9LD3jj58+d/7G1XqFBBefLk0bx583Tx4kVdunRJZ86ckfSwV1Ki4sWLm2332WefqX///tq5c6dq1KihunXrqnnz5sqePXuyt7Nu3TqVL19epUuXliTT/1etWqVu3brJ2tpaTZs21ciRI7Vr1y61atVKGzduVOPGjU1XW2vfvr127NihxYsX6/Llyzp79qxu3bplGib2OF5eXjpx4oSmTZumy5cv6/z58/r7779VsGBBs3Y1atQw+9vDw0MHDx5Msr9Tp05Jkho1amS2PDo6Wg8ePHhiPSmhZxAAAAAAAAbwuOFiCQkJsrKySrJNfHy8bG2T70eSODzs+PHjya7fvHmzvvjiC0VFRenw4cNq2rSpTpw4oXLlyqlnz56aMGFCkm3s7e3N/m7SpIn27t2rMWPGyNXVVfPnz1fTpk31999/J9n27NmzOn36tP766y+5u7ub/l24cEGBgYGmUCtnzpx6/fXXtXnzZoWGhurXX381XeY9MjJSH3zwgb777jvlzp1bb775ppYtWyZXV9dkj/G/5s2bJ29vb4WEhOjll1/W8OHD1aVLlyTtrK3N45i4uLgk8y5JD89/7ty5tWHDBrN/27Zt07Rp01JVU3LoGQQAAAAAgEEULlxYAwYM0LBhw1S0aFEVKlRIkuTm5qZ79+7p3LlzZr2Djh49qjJlyiS7rzJlyqhatWqaO3euGjRooGzZspnWRUVFae7cucqbN6/s7e3l5+enWrVqacaMGaY2S5YskfQwiEpOdHS0Jk2apDfffFPNmzdX8+bNFRkZqbp162rPnj0qW7asWfu1a9cqW7Zs+v777029fCQpIiJC3t7epnmIpIdDxTp37ix/f385Ozurdu3akqS9e/fq1KlT2r9/v6m3U2hoqIKDg1Os81HfffedPvvsM3388cemZX5+fkm2PXXqlBo3bmz6+9ixYypfvnyS/ZUrV07h4eGKjo42O94hQ4aofPnyat++/RNrSg5hEAAAAAAAT+l/eQo+uVEmvb3E4WK//fabKQyqU6eO3Nzc1LdvXw0ZMkT58+fX0qVLde7cObMrgv3XyJEj5e3trU6dOqlHjx4qUaKErl69qhkzZujWrVuaMmWKJKlQoUL66aefdOTIEbm6uiogIEBTp06VJLMJpB9lZ2enEydO6MiRI/r666+VP39+/fLLL4qIiEgyaXV0dLS2bNmipk2bqlq1akn21apVK23YsEHXr1/X//73P9WsWVOFChXSjBkz1L59e1NPncQeQJs2bVLTpk1148YNTZ48WTExMSnW+ahChQpp//798vLykrW1tTZu3Kgff/wxyTC6RYsWqVixYvLw8NDKlSt17tw5TZo0Kcn+6tWrpwoVKuiLL77QkCFD9L///U8rV67UunXrtGDBgifWkxLCIAAAAAAAnkJ8fLy6N+hgkdv97/CitBo1apRatWpl+tvW1lYLFy7Ut99+q169eik6OlovvfSSFi1apCpVqqS4n7Jly2rNmjWaO3euhg0bptu3b8vZ2Vmenp769ttvVbRoUUlS7969defOHfXo0UPSw15FY8aMUf/+/XXy5EnTHD//NXXqVI0dO1affPKJ/v33X5UqVUqTJk1KMufO7t27dffuXX344YfJ7qdLly5av369Vq9erS+++EKS1Lp1a02dOlVvvfWWqV3lypXl4+OjRYsWacqUKSpYsKCaN2+uQoUK6cSJE086rRo/frxGjhypNm3aKFeuXPLw8NCIESM0fPhwXbt2TUWKFJEkffrpp1qyZIm+/vprlSlTRnPnzlXJkiWT7M/GxkYLFizQhAk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      "text/plain": [
       "<Figure size 1176.5x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing Requests Status Distribution during Evening Rush\n",
    "\n",
    "evening_rush = uber[uber['Time slot'] == 'Evening rush']\n",
    "\n",
    "sns.catplot(data = evening_rush, x ='Pickup point', hue = 'Status', kind ='count', height = 5, aspect = 2)\n",
    "plt.title('Requests Status Distribution during Evening Rush', fontsize=20, pad = 20)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18e09a1b",
   "metadata": {},
   "source": [
    "## Observations\n",
    "\n",
    "- Most none-available cars situations occurs during the evening rush for trip from airport to city\n",
    "\n",
    "\n",
    "**Lets create a pie chart to compare those proportions**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "f36528e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "uber.loc[(uber.Status == 'Trip Completed') | (uber.Status == 'Cancelled')| (uber.Status == 'No Cars Available'), 'demand'] = 'Demand' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "8f8b76c4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Creating 4 news variables to compare request status distribution by Time slot & pickup point\n",
    "\n",
    "city_morning_rush = uber[(uber['Time slot'] == 'Morning rush') & (uber['Pickup point'] == 'City')]\n",
    "\n",
    "airport_morning_rush = uber[(uber['Time slot'] == 'Morning rush') & (uber['Pickup point'] == 'Airport')]\n",
    "\n",
    "city_evening_rush = uber[(uber['Time slot'] == 'Evening rush') & (uber['Pickup point'] == 'City')]\n",
    "\n",
    "airport_evening_rush = uber[(uber['Time slot'] == 'Evening rush') & (uber['Pickup point'] == 'Airport')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "74e0b283",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualizing Request Status During Morning Rush by Pickup Location\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(1,2, figsize= (8,4), dpi= 144)\n",
    "plt.suptitle('Requests Status Proportions During Morning Rush', y=1.05, fontweight = 'bold', fontsize=20)\n",
    "\n",
    "for ax, df, title in zip (axes, (city_morning_rush,airport_morning_rush), ('City pickup', 'Airport pickup')):\n",
    "    labels = df['Status'].value_counts().sort_index().index\n",
    "    sizes = df['Status'].value_counts().sort_index()\n",
    "    ax.pie(sizes, autopct = '%1.1f%%')\n",
    "    ax.set_title(title)\n",
    "    plt.legend(labels, loc = 'best', bbox_to_anchor = (1, 0.5, 0.5, 0.5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de52159e",
   "metadata": {},
   "source": [
    "## Observations\n",
    "\n",
    "- During morning rush, trips from city to airport are responsible for the bigger part of lost revenu. \n",
    "\n",
    "- 47% of request are canceled by drivers. \n",
    "\n",
    "- 24% of request can't be answered because of none-availability\n",
    "\n",
    "**Inference :**\n",
    "\n",
    "There is a gap between request from city to airport vs from\n",
    "airport to city.\n",
    "\n",
    "The city-airport request aren't profitable enough for drivers (avoid empty trips). \n",
    "\n",
    "There is not enough active drivers close to city to manage morning\n",
    "city-airport requests. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "b3d00f56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualizing Request Status During Evening Rush by Pickup Location\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(1,2, figsize= (8,4), dpi= 144)\n",
    "plt.suptitle('Requests Status Proportions During Evening Rush', y=1.05, fontweight = 'bold', fontsize=20)\n",
    "\n",
    "for ax, df, title in zip (axes, (city_evening_rush, airport_evening_rush), ('City pickup', 'Airport pickup')):\n",
    "    labels = df['Status'].value_counts().sort_index().index\n",
    "    sizes = df['Status'].value_counts().sort_index()\n",
    "    ax.pie(sizes, autopct = '%1.1f%%')\n",
    "    ax.set_title(title)\n",
    "    plt.legend(labels, loc = 'best', bbox_to_anchor = (1, 0.5, 0.5, 0.5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efb5e45c",
   "metadata": {},
   "source": [
    "## Observations\n",
    "\n",
    "- During evening rush, trips from airport to city are responsible for the bigger part of lost revenu. \n",
    "\n",
    "- 72% of request can't be answered because of none-availability\n",
    "\n",
    "**Inference :**\n",
    "\n",
    "There is a gap between request from city to airport vs from\n",
    "airport to city.\n",
    "\n",
    "There is not enough active drivers close to airport to manage evening\n",
    "airport-city requests. \n",
    "\n",
    "Drivers answer to other kind of request (city-city). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "ec774e51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1552ff810>"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1103.1x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualizing the different time slot with regard to the Status.\n",
    "\n",
    "sns.catplot(data = uber, x ='Time slot', hue = 'Pickup point', kind ='count', height = 5, aspect = 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02e8c5ac",
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   "source": [
    "## Observations\n",
    "\n",
    "During the morning rush, there are around : \n",
    "- 400 requests from airport to city\n",
    "- 1500 requests from city to airport\n",
    "\n",
    "During evening rush,there are around : \n",
    "- 1700 requests from airport to city\n",
    "- 590 requests from city to airport\n",
    "\n",
    "There is a clear gap in demand during morning rush and evening rush.\n",
    "The supply/demand gap reverse between morning rush and evening rush"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ab1c48b",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "\n",
    "## Observations\n",
    "- Only 42% of airport/city requests are completed due to a supply and demand gap.\n",
    "- This gap varies mostly by the hour of the day.\n",
    "- Most revenue loss occurs during two critical periods: morning rush (5 to 10 AM) and evening rush (5 to 10 PM).\n",
    "- The supply/demand gap flips between morning and evening rush hours.\n",
    "- Rush hours lead to more non-availability and cancellations.\n",
    "- Non-availability happens because there aren't enough drivers in high-demand areas during rush hours.\n",
    "- Cancellations occur because drivers prefer more profitable requests during rush hours.\n",
    "\n",
    "## Inference \n",
    "#### Morning Rush Hypothesis:\n",
    "In the morning rush, most people go to the airport and fewer to the city. This creates a demand gap. As more drivers go to the airport, fewer are available in the city, leading to non-availability for city requests.\n",
    "\n",
    "Additionally, requests from the city to the airport are less profitable for drivers because they often result in an empty return trip. This could lead to cancellations as drivers wait for more profitable requests (e.g., city-to-city trips).\n",
    "\n",
    "#### Evening Rush Hypothesis:\n",
    "In the evening rush, the opposite happens: most people go to the city and fewer to the airport. This creates a demand gap. As more drivers go to the city, fewer are available at the airport, leading to non-availability for airport requests.\n",
    "\n",
    "Additionally, there are more profitable requests within the city that drivers prefer to take.\n",
    "\n",
    "\n",
    "\n",
    "## Possible solutions to fill the supply demand gap : \n",
    "1. Incentives for Drivers:\n",
    "\n",
    "- Implement dynamic pricing to increase fares during peak times, making it more attractive for drivers to accept trips to high-demand areas.\n",
    "- Provide bonuses or higher rates for drivers working flexible hours during peak times.\n",
    "- Create a pool of part-time or on-call drivers who can be activated during peak times.\n",
    "- Cancellation penalty : Set threshold for maximum cancellation. \n",
    "\n",
    "2. Enhanced Communication and Training:\n",
    "\n",
    "- Improve communication with drivers through real-time updates about high-demand areas and potential earnings.\n",
    "- Implement training programs to educate drivers on how to maximize their earnings and efficiency, including strategies for managing peak demand periods.\n",
    "\n",
    "3. Data-Driven Strategies:\n",
    "\n",
    "- Utilize data analytics to predict high-demand periods and proactively inform drivers where and when they are needed most.\n",
    "- Improve ride-matching algorithms to better pair drivers with passengers, minimizing idle time and maximizing efficiency.\n",
    "- Use geofencing technology to create virtual boundaries around high-demand areas, ensuring more drivers are available in these zones during peak times.\n",
    "\n",
    "4. Customer Management:\n",
    "\n",
    "- Offer discounts or promotions to customers who book trips during non-peak hours to help spread demand more evenly throughout the day.\n",
    "- Educate customers about the benefits of pre-booking their rides, especially for airport trips, to allow for better planning and resource allocation.\n",
    "- Car sharing : allow care sharing when there are not enough drivers available.\n",
    "\n",
    "\n",
    "5. Strategic Partnerships and Adjustments:\n",
    "\n",
    "- Partner with local businesses, hotels, and airlines to provide a steady stream of airport-city requests and offer drivers a consistent flow of passengers.\n",
    "- Adjust strategies based on seasonal variations in demand, such as holiday travel surges, to ensure adequate driver availability.\n",
    "\n",
    "\n",
    "\n",
    "## Possible solutions to better understand the problem : \n",
    "\n",
    "\n",
    "1. Data Collection and Advanced analytics (forcasting driver shortages,  heatmaps for critical areas)\n",
    "\n",
    "2. Customer and Driver Feedback (surveys, booking pattern, pain points)\n",
    "\n",
    "3. Driver Behavior and Performance Analysis (preferences, factors, economic impact, acceptances/cancellation rate) \n",
    "\n",
    "4. Operational Analysis and Audits (processes, systems vs peaks, real time monitoring)\n",
    "\n",
    "5. External and Competitive Analysis (Case studies, external factors, competitors)"
   ]
  }
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