CLT Bootstrapping Sampling Method.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7a96d0b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import statsmodels.api as sm\n",
    "from scipy.stats import norm\n",
    "from scipy.stats import t\n",
    "import pylab\n",
    "\n",
    "import os\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from matplotlib import figure\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "sns.set(font_scale= 1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e09352d3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "366159d9",
   "metadata": {},
   "source": [
    "# Central limit theorem\n",
    "\n",
    "\n",
    "- In probability theory, the central limit theorem (CLT) establishes that, in many situations, when independent random variables are summed up, their properly normalized sum tends toward a normal distribution even if the original variables themselves are not normally distributed.\n",
    "\n",
    "- The theorem is a key concept in probability theory because it implies that probabilistic and statistical methods that work for normal distributions can be applicable to many problems involving other types of distributions."
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "4296c915",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46a97acf",
   "metadata": {},
   "source": [
    "if there is a random variable called X :\n",
    "\n",
    "    X can be height / weight / ... \n",
    "    with some finite pop mean and standard deviation (known)\n",
    "    from any distribution  , guassian or not. \n",
    "    \n",
    "    from this dist , \n",
    "    if we take mutiple samples of size n : \n",
    "        \n",
    "        Dn1 = {x1 , x2 , x3 ,..... ,xn}   # first sample!\n",
    "        compute mean of Dn1.\n",
    "    \n",
    "    such we take total r samples. ,(and take means of all samples)\n",
    "    Dn1 , Dn2 ,.....Dnr. \n",
    "    these sample means will fall into normal distribution.(sampling distribution)\n",
    "    \n",
    "    Xbar = x1bar + ...+xnbar\n",
    "    who's mean will be same as population mean . \n",
    "    \n",
    "    and the standard deviation of sampling distribution is called standard error of mean. \n",
    "    "
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "371771e5",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "74c8e5b9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "544f23a0",
   "metadata": {},
   "source": [
    "##  Confidence Interval of travel time for one particular location pair! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5b32a5a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "57b1a3c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"uber_travel_data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "54e010bc",
   "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>sourceid</th>\n",
       "      <th>source</th>\n",
       "      <th>dstid</th>\n",
       "      <th>destination</th>\n",
       "      <th>travel_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3234599</th>\n",
       "      <td>205</td>\n",
       "      <td>2100 Gali Number 14, Block B, Prem Nagar, Pate...</td>\n",
       "      <td>215</td>\n",
       "      <td>Unnamed Road, Bagiabad, Jharoda Majra Burari, ...</td>\n",
       "      <td>1888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3586873</th>\n",
       "      <td>227</td>\n",
       "      <td>300 Lok Marg, Dhaka Colony, Mukherjee Nagar, D...</td>\n",
       "      <td>226</td>\n",
       "      <td>Unnamed Road, Model Town, Delhi</td>\n",
       "      <td>564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2097224</th>\n",
       "      <td>135</td>\n",
       "      <td>0 Uggarsen Market Road, Meenakshi Garden, Asho...</td>\n",
       "      <td>15</td>\n",
       "      <td>H205, Block H, Sarojini Nagar, New Delhi</td>\n",
       "      <td>2349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3435473</th>\n",
       "      <td>218</td>\n",
       "      <td>nullTandoor Wali Gali, Swami Shraddhanand Park...</td>\n",
       "      <td>288</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3640227</th>\n",
       "      <td>230</td>\n",
       "      <td>N494, Block N, Raghubir Nagar, Tagore Garden E...</td>\n",
       "      <td>256</td>\n",
       "      <td>D-70, Mahavir Enclave I, Mahavir Enclave Part ...</td>\n",
       "      <td>1946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2318356</th>\n",
       "      <td>148</td>\n",
       "      <td>Unnamed Road, Patparganj, New Delhi</td>\n",
       "      <td>243</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3024516</th>\n",
       "      <td>192</td>\n",
       "      <td>0 Bhartendu Harish Chandra Marg, Ram Vihar, An...</td>\n",
       "      <td>84</td>\n",
       "      <td>nullMathura Road, Friends Colony West, Block A...</td>\n",
       "      <td>1827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2509142</th>\n",
       "      <td>160</td>\n",
       "      <td>23, Shiva Enclave, Pitampura, Delhi</td>\n",
       "      <td>246</td>\n",
       "      <td>nullShiv Mandir Marg, Block G, Lajpat Nagar I,...</td>\n",
       "      <td>2889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3210373</th>\n",
       "      <td>204</td>\n",
       "      <td>0 East Patel Nagar Road, Block 10A, East Patel...</td>\n",
       "      <td>97</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727606</th>\n",
       "      <td>173</td>\n",
       "      <td>Unnamed Road, Swarn Jayanti Park, Sector 10, R...</td>\n",
       "      <td>135</td>\n",
       "      <td>0 Uggarsen Market Road, Meenakshi Garden, Asho...</td>\n",
       "      <td>1816</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         sourceid                                             source  dstid  \\\n",
       "3234599       205  2100 Gali Number 14, Block B, Prem Nagar, Pate...    215   \n",
       "3586873       227  300 Lok Marg, Dhaka Colony, Mukherjee Nagar, D...    226   \n",
       "2097224       135  0 Uggarsen Market Road, Meenakshi Garden, Asho...     15   \n",
       "3435473       218  nullTandoor Wali Gali, Swami Shraddhanand Park...    288   \n",
       "3640227       230  N494, Block N, Raghubir Nagar, Tagore Garden E...    256   \n",
       "2318356       148                Unnamed Road, Patparganj, New Delhi    243   \n",
       "3024516       192  0 Bhartendu Harish Chandra Marg, Ram Vihar, An...     84   \n",
       "2509142       160                23, Shiva Enclave, Pitampura, Delhi    246   \n",
       "3210373       204  0 East Patel Nagar Road, Block 10A, East Patel...     97   \n",
       "2727606       173  Unnamed Road, Swarn Jayanti Park, Sector 10, R...    135   \n",
       "\n",
       "                                               destination  travel_time  \n",
       "3234599  Unnamed Road, Bagiabad, Jharoda Majra Burari, ...         1888  \n",
       "3586873                    Unnamed Road, Model Town, Delhi          564  \n",
       "2097224           H205, Block H, Sarojini Nagar, New Delhi         2349  \n",
       "3435473                                                NaN         1574  \n",
       "3640227  D-70, Mahavir Enclave I, Mahavir Enclave Part ...         1946  \n",
       "2318356                                                NaN         4816  \n",
       "3024516  nullMathura Road, Friends Colony West, Block A...         1827  \n",
       "2509142  nullShiv Mandir Marg, Block G, Lajpat Nagar I,...         2889  \n",
       "3210373                                                NaN         1484  \n",
       "2727606  0 Uggarsen Market Road, Meenakshi Garden, Asho...         1816  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sample(100).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "15819995",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4542026, 5)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5bb2d549",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"travel_time\"].hist(bins = 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "caa116fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# data is right skeweded."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "611624e0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='travel_time', ylabel='Density'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CgMNfNw0fNHVkz+pi7OujZXBEAF9dlLHVhOjupOAIAA5nFTOsbyDBAT3vOaWRA3uTd7VKeqsJ0c1JwRFcKammwFTDlB52dXPdqEHBKMC5/DJXhyKEaIUUHMHhrGJUKoi+o33jzHUXg8ID8PHS8FWeNKsJ0Z1JwRGczjYR1TeIAD/XTyN9O7QaNcP79+ZrKThCdGtScDxcWVUDl4qru9U00rcjql8gJeX1VNY2ujoUIUQLpOB4uLO5TdNIjxncswvO4PCmWV4vFsrzOEJ0V1JwPNzp3FJ6+3vT1+Dn6lA6ZECYPyoVXJQHQIXotqTgeDCrzc7XeWbGDA7plvPetIePl5bIPn4y4oAQ3ZgUHA9WUFJDXYONkQN7uzqUTjE4IoCLhZUyrpoQ3ZQUHA92vflp4Lf3P3q6QeEB1NRbKS6vc3UoQoibkILjwfKuVeLno8UQ2PNGF7iZQd8WzlzpOCBEtyQFx4NdvFrFwPCAHn//5rq+Bj3eXhqyCypcHYoQ4iak4HioRouNgpIaBoX7uzqUTqNWqxgSEUD2FSk4QnRHUnA81KXiauyKwqAw97h/c93QyECulFRT12B1dShCiBtIwfFQeW7WYeC6qL5BKArkFMpVjhDdjVMLTlpaGvHx8cyaNYtt27b9YHtWVhaJiYnExsaybt06rNamb6WFhYUkJSURFxfHsmXLqKmpAaCyspKlS5cye/ZskpKSKCkpAaC4uJif/vSnzJ8/nwcffJCDBw8CYLFYmDhxIvPnz3f82Gw2Z6bcY1y8WkWg3ove/t6uDqVTDY4IQKVCmtWE6IacVnCKiorYvHkz27dvJyUlhR07dpCdnd1sn1WrVrF+/Xp2796Noijs3LkTgA0bNrBo0SIyMjIYPXo0W7duBWDLli1ER0eza9cuFi5cSHJyMgAvv/wy99xzD6mpqbzyyis888wz2Gw2zp8/z4QJE0hNTXX8aDQaZ6Xco+Rdq3S75jSAXt5a+hn0XJCCI0S347SCc+DAAaZNm0ZQUBC+vr7ExsaSkZHh2F5QUEB9fT3jx48HIDExkYyMDCwWC0eOHCE2NrbZeoDMzEzmzp0LQEJCAvv27cNisXD//feTkJAAwIABA2hoaKC2tpYzZ85gNptJTEzkoYce4vDhw85Kt0epa7ByrbSWgW7UYeD7ovoGkVNYgcUqV7NCdCdOKzjFxcUYDAbHstFopKioqMXtBoOBoqIiysrK0Ov1aLXaZutvPEar1aLX6zGbzcTGxhIYGAjAe++9x4gRI/D390elUnHvvfeyY8cOnn/+eVauXInZLEPY51+rQgEGuuEVDsCYISE0WuxkyYRsQnQrWmed2G63N3u+Q1GUZsstbb9xP6DF50QURUGt/q5mfvDBB+zYsYM///nPADzyyCOObSNHjmTs2LEcP36c++67r815hITo27xvawyG7nM18cXZpgIePTqcQH3n3sPpDnnG9Pblnb+dJetyBfdOG+S01+kOuXYFT8kTPCdXV+XptIITFhbG0aNHHcslJSUYjcZm26/f9AcwmUwYjUaCg4OpqqrCZrOh0WiaHWc0GjGZTISFhWG1WqmpqSEoKAhouo+zd+9etm3bRlhYGAApKSlMnDiR/v37A00FSqfTtSuP0tJq7PaOjc1lMPhTUlLVoXN0prPZJfQJ9KGxrpGSus6bP6Y75TlqYDBfnrnKwpmDUTvhwdbulKszeUqe4Dm5OjNPtVrV6pd0pzWpzZgxg4MHD2I2m6mrq2PPnj3ExMQ4tkdGRuLt7c2xY8cASE1NJSYmBp1OR3R0NOnp6UBT0bh+3MyZM0lJSQEgPT2d6OhodDodH3zwAYcOHeIvf/mLo9gAnD9/nvfffx+A3NxcsrKymDRpkrNS7jHyrlUyMMy9v8lNiDJQUdMo0xUI0Y2oFCcOrZuWlsY777yDxWJhwYIFLFmyhCVLlrB8+XLGjBnDuXPnePbZZ6murmbUqFFs3LgRLy8vCgoKWL16NaWlpYSHh/Pqq68SGBhIeXk5q1ev5vLly/j7+7Np0yYiIyOZMmUKer2egIDv7km8++67+Pn5sXbtWnJzc1GpVKxbt45p06a1Kwd3u8KprrOw/LUvWPjjIcyeNqBTz92d8qypt/DU6//krnERLI69o9PP351ydSZPyRM8J1dXXuE4teC4A3crOF9+dY13075m7aOTGBoZ2Knn7k55Anyw6xwHzl7lpSdndPrzRt0tV2fxlDzBc3J1yyY10T2dzDYR4KtjcIR79lD7vjnTB2C3w65D+a4ORQiBFByPYrXZOZNbyrihfZxyI727MQT1YvroUPaeLKSiusHV4Qjh8aTgeJBzl8qoa7AxIcpw653dRML0gVhtdnYfvuzqUITweFJwPMjJCya8tGq3mVK6LUKDfZk6MpR/nCigqrbzuoALIdpPCo6HUBSFk9kmRg0KxkvnWePJJUwfSKPFxj+OF7g6FCE8mhQcD3GpqBpzZQPjo/q4OpQuF9HHjzv6B3H4XLGrQxHCo0nB8RAnLpSgAsYN8byCAxA93EihqYYCU42rQxHCY0nB8RAnL5gY0jeQAD8vV4fiEhOHGVABx87LVY4QriIFxwOUVtRzqbiaCUM98+oGIEjvzdC+gRw9V3LrnYUQTiEFxwOcyjEBeOT9m++bNMzAlZJqSivqXR2KEB5JCo4HOJVdirF3L8KCfV0dikvd0b+pO/g3V8pdG4gQHkoKjptraLSRlV/GuCF9WpxXyFP0M+rx8dLI9NNCuIgUHDf3db4Zq83OuKEhrg7F5dRqFUMjA7lwudzVoQjhkaTguLlT2aX08tYwrF+Qq0PpFqL6BVFgqqG6zuLqUITwOFJw3JiiKJzKMTFqUAhajbzVAMP6Nk3JcEHu4wjR5eRTyI3lF1VRUd3IuCHSnHbdoPAANGqV3McRwgXaVHB+/etfc+DAAWfHIjrZqexSVMAYKTgOXjoNg8ID5D6OEC7QpoJz//33s3XrVmJjY3nvvfcoLy93cliiM5zKNjE4MoAAX88cXaAlUf0CybtWRYPF5upQhPAobSo48+bN489//jNbt26ltLSUBQsWsGrVKk6fPu3s+MRtKq9uIO9aFeM9eHSBlgzrG4TNrpBbWOnqUITwKG2+h2O328nPzycvLw+bzUZISAjPP/88r7/+ujPjE7fpm2+bjEYPkua0Gw3tG4gK6TggRFfTtmWnzZs38/HHH9OvXz8WLVrEa6+9hk6no7a2lrvvvpvly5c7O07RTnlXq9Bq1EQa/FwdSrfj56Mj0uAn93GE6GJtusIxm8388Y9/ZPv27SQkJKDT6QDw9fXllVdeafG4tLQ04uPjmTVrFtu2bfvB9qysLBITE4mNjWXdunVYrVYACgsLSUpKIi4ujmXLllFT0zSkfGVlJUuXLmX27NkkJSVRUtI0EGNxcTE//elPmT9/Pg8++CAHDx4EmroFv/TSS8TFxREfH8+xY8fa8avp2fKuVdI/VC/doVsQ1S+I7MJKbHa7q0MRwmO06dPIZrMxfPjwZuuuX9XceeedNz2mqKiIzZs3s337dlJSUtixYwfZ2dnN9lm1ahXr169n9+7dKIrCzp07AdiwYQOLFi0iIyOD0aNHs3XrVgC2bNlCdHQ0u3btYuHChSQnJwPw8ssvc88995Camsorr7zCM888g81mY/fu3eTk5JCens5bb73FmjVrHEXNndkVhbxrVQwM83d1KN3WHf2CaGi0kXetytWhCOExWi04zz33HE8++SSfffYZTz75pOPnZz/7GefPn2/1xAcOHGDatGkEBQXh6+tLbGwsGRkZju0FBQXU19czfvx4ABITE8nIyMBisXDkyBFiY2ObrQfIzMxk7ty5ACQkJLBv3z4sFgv3338/CQkJAAwYMICGhgZqa2vZu3cv8fHxqNVqBg0aRHh4OCdOnLi931QPUmSupb7RxgApOC0aPqBpIM+vL5pdHIkQnqPVezgLFizgwoULnD9/3lEAADQajaNQtKS4uBiDweBYNhqNzXq13bjdYDBQVFREWVkZer0erVbbbP2Nx2i1WvR6PWazuVls7733HiNGjMDf35/i4mKMRmOz17h27Vqrcd8oJETfrv1bYjB03Yf/V5fKAZg4MrxLXxe6Ns+OMABD+gbyTUHlbcfcU3LtKE/JEzwnV1fl2WrBGTNmDGPGjOFHP/oRoaGh7Tqx3W5vNjqxoijNllvafuN+QIujHCuKglr93UXaBx98wI4dO/jzn//c4mt8f/+2KC2txm5X2nXMjQwGf0pKuq7p5vQ3JXhp1fiolS593a7Os6OG9Q1kz+HLXLpSRi/vNvWfcehpud4uT8kTPCdXZ+apVqta/ZLe6v+yFStW8Nprr/Gzn/3sptvT0tJaPDYsLIyjR486lktKSppdbYSFhTlu+gOYTCaMRiPBwcFUVVVhs9nQaDTNjjMajZhMJsLCwrBardTU1BAUFAQ03cfZu3cv27ZtIywszPEaxcXFP3gNd9fUYcAfTTuLq6cZPTCYXV9e4vzlcnleSYgu0GrBWbJkCQD/5//8n3afeMaMGbzxxhuYzWZ69erFnj17+P3vf+/YHhkZibe3N8eOHWPSpEmkpqYSExODTqcjOjqa9PR05s6dS0pKCjExMQDMnDmTlJQUnnzySdLT04mOjkan0/HBBx9w6NAh/vKXvxAQEOB4jZiYGD766CMSEhK4cuUKeXl5jBkzpt259CR2u0J+URUxYyNcHUq3N7RvEF5aNV9dNEvBEaILtPoVePTo0QBMmTKF8PBwpkyZQm1tLUeOHGHEiBGtnjg0NJSVK1eyePFiHnjgARISEhg7dixLlizhzJkzAGzatImNGzcSFxdHbW0tixcvBpo6K+zcuZP4+HiOHj3KU089BTRdcZ08eZI5c+awfft21q9fj6IovPXWW5jNZh599FHmz5/P/PnzKSoqIi4ujqioKObNm8cvfvELkpOT8fHx6ejvrFu7WlpDo8XOwHDPaIvuCJ1WzYgBvTmVbUJROtZsKoS4NZXShv9p69evB+Cxxx7jscce46677qK6upo33njD6QG6Wk+7h7P/zFXe+58sXvzZVCL6dO1Dnz2xDXzfqUI+2HWODU9MoZ+x7R1EemKut8NT8gTPydWV93Da1Mh/9uxZnn/+eT777DMefPBBNm7cSEFBQacFKTpP3tUqvL00hAX7ujqUHmHc0D6ogBPflNxyXyFEx7Sp4Fzv3bV//36mTZsGQH19vVMDE7cn71olA4x61Oqb9+wTzQX6eTGkbyDHL0jBEcLZ2lRw+vfvz5IlS7hy5QpTpkzhN7/5DXfccYezYxPtZLXZuVRczcDwgFvvLBwmRPXhUlE1pRXyJUoIZ2pTwdm4cSMJCQl8+OGHjl5kf/jDH5wdm2inQlMNFqtdhrRpp4lRTQ8Tn5CrHCGcqk0Fx9fXl+joaCorK/nqq68YO3Ysubm5zo5NtFPu1ab5XQbJFU67hAb7EtHHjxMXTK4ORQi31qbHq1977TXef/99QkK+m1tFpVLx97//3WmBifa7cLkCf18dxt69XB1KjzMhqg+7vrxETb0FPx+dq8MRwi21qeCkpqayZ8+edg9vI7rWhSvlRPUNanEoINGyCVEG/udgPqezS5k+OszV4QjhltrUpBYeHi7Fppsrq2rAVFFPVN9AV4fSIw0M9ydQ7yW91YRwojZd4UyfPp2XX36Ze++9t9mT+qNGjXJaYKJ9sgsqAIjqG+TaQHootUrFhCgDB89ew2K1odNqXB2SEG6nTQXn448/Bmg2n43cw+leLlwux0urpn9o50yn4IkmRPUh80QBX+eVMU7GVhOi07Wp4Hz++efOjkN00IUrFQyOCJAppTtgeP/e+HhpOHHBJAVHCCdo06dTTU0NL7zwAo899hjl5eWsX7+empoaZ8cm2qiuwcql4iqGSnNah+i0asYOCeHkhZIOj58nhPihNhWcF198EX9/f0pLS/H29qa6utoxoKdwvdyrlShK04RiomPGR/WhstbieKZJCNF52lRwsrKyWLlyJVqtll69erFp0yaysrKcHZtoowuXy1GpYEikFJyOGjM4BJUKTueUujoUIdxOmwrOjdMy22y2dk/VLJznwpUK+hn07Z4mWfyQn4+OoZGBnJGCI0Sna1PVmDx5Mv/+7/9OfX09X3zxBb/61a+YOnWqs2MTbWC12cktrJTu0J1ozOAQ8ouqqKhucHUoQriVNhWcZ555Bl9fX/z9/dmyZQvDhw/nt7/9rbNjE21wubiaBouNqH7SnNZZxg5pGsLpTK7ZxZEI4V5u2Qbz2Wef8d5773H+/Hl8fHy44447mDhxIt7e3l0Rn7iFnG8f+Bwq9286TT+jnkC9F6dzTNw5NtzV4QjhNlotOLt27WLz5s0sX76c4cOHo1KpOHPmDMnJyTQ0NDBr1qyuilO0IL+oigBfHb395QtAZ1GpVIwb0ofDWUVYrHZ0WrlfKURnaLXg/OlPf+KDDz4gIiLCsW7IkCGMGzeOtWvXSsHpBvKvVdE/zF8G7OxkE4f1Yd+pQs5dKmPM4JBbHyCEuKVWv7rV1NQ0KzbXDRo0iIaGW99QTUtLIz4+nlmzZrFt27YfbM/KyiIxMZHY2FjWrVuH1WoFoLCwkKSkJOLi4li2bJnjIdPKykqWLl3K7NmzSUpKoqSk+UCL+/fv57HHHnMsWywWJk6cyPz58x0/NpvtlnH3FI0WG4WmWplwzQlGDOiNt5eG49/IYJ5CdJZWC45G0/IAhorS+pPYRUVFbN68me3bt5OSksKOHTvIzs5uts+qVatYv349u3fvRlEUdu7cCcCGDRtYtGgRGRkZjB49mq1btwKwZcsWoqOj2bVrFwsXLiQ5ORkAu93O+++/z9NPP43dbnec//z580yYMIHU1FTHT2s59TSXS6qxKwoDQqXgdDadVsOYwSGcuGDCfou/dSFE2zitcfrAgQNMmzaNoKAgfH19iY2NbTb4Z0FBAfX19YwfPx6AxMREMjIysFgsHDlyhNjY2GbrATIzM5k7dy4ACQkJ7Nu3D4vFQk5ODjk5Ofz+979vFsOZM2cwm80kJiby0EMPcfjwYWel6xKXrlUBMECucJxiYlQfKmsayS2QUQeE6Ayt3sM5f/48EydO/MF6RVFobGxs9cTFxcUYDAbHstFo5PTp0y1uNxgMFBUVUVZWhl6vR6vVNlt/4zFarRa9Xo/ZbCYqKork5GQOHTrULAaVSsW9997Lz3/+cy5cuMCSJUtIS0sjODi41dh7ivyiKvx8tIQE+Nx6Z9FuY4f0QatRcziriKEybJAQHdZqwfnss89u+8R2u73ZjWxFUZott7T9xv2AFm+IK4rS6ogHjzzyiOPfI0eOZOzYsRw/fpz77ruvzXmEhHTOcP8GQ+dfhVwx1RLVvzdGY0Cnn/t2OSNPV5o8MpRj35Twq0cmolE3/zt0t1xb4il5gufk6qo8Wy04kZGRt33isLAwjh496lguKSnBaDQ22/79m/4mkwmj0UhwcDBVVVXYbDY0Gk2z44xGIyaTibCwMKxWKzU1NQQFBbUYQ0pKChMnTqR///5AU4HS6do3X31paXWHRw42GPwpKanq0Dlu1GCxkX+1krip/Tv93LfLGXm62vghIRw8c5V/HrvEyIHfXRm7Y6434yl5gufk6sw81WpVq1/SnXYPZ8aMGRw8eBCz2UxdXR179uwhJibGsT0yMhJvb2+OHTsGQGpqKjExMeh0OqKjo0lPTweaisb142bOnElKSgoA6enpREdHt1pAzp8/z/vvvw9Abm4uWVlZTJo0yRnpdrm8q5XY7IoM2Olk44aE4O2l4XBWkatDEaLHc1rBCQ0NZeXKlSxevJgHHniAhIQExo4dy5IlSzhz5gwAmzZtYuPGjcTFxVFbW8vixYsBeO6559i5cyfx8fEcPXqUp556CoAVK1Zw8uRJ5syZw/bt2285RcIvf/lLzGYzCQkJrFixgpdeegm93j1mxLw+pfSQiO7TnOaOvHQaJkb14dj5Eqw2+60PEEK0SKXcqn+zh+uuTWqv//U018y1/GHptE49b0e4a5PEqWwTr/31NMv/ZSzjo5pmAnXXXG/kKXmC5+Tqlk1qwnkURSG7oELGT+siowYF4+ej5ZA0qwnRIVJweqCisjqq6yzSVbeLaDVqoocbOXGhhIZG9xmpQoiuJgWnB7pwuRyQGT670tQRoTRa7JzKMbk6FCF6LCk4PdCxb0oIDvAmPMTX1aF4jGH9ggjUe3Hoa2lWE+J2ScHpYarrLHx10cyUEaGoZYToLqNWq5gyPJQzuaXU1ltcHY4QPZIUnB7m6LlibHaFaSNDXR2Kx5k6MhSrTeGYjCAtxG2RgtPDfPl1EeEhvvQzusfzRD3JoHB/jEG9OCzNakLcFik4PUhFdQMXLpczZUSoTLjmAiqViikjjXydX0ZZVb2rwxGix5GC04OczDahAJOGGW65r3COKSNCURQ4cKrQ1aEI0eNIwelBTlwwYQjyIdLg5+pQPFZfg55Igx97TxS4OhQhehwpOD1EXYOVr/PMTIgySHOai00dEUpWnpnSCmlWE6I9pOD0EGcvmrHaFCZ8O5aXcJ0p3/YQPHKu2MWRCNGzSMHpIb66aKaXt1aGs+kGjEG9GBQRwIkL0j1aiPaQgtNDZBdUENU3EE0rM5yKrjN1VDjZBRVU1rY+1boQ4jvy6dUDVNdZKDTVECVXN93G1NFhKErT1AVCiLaRgtMDZF9pmmxNpiPoPoZEBtLb35uTF6TgCNFWUnB6gAsF5WjUKgaFy+ye3YVKpWJ8VB++umjGYpWZQIVoCyk4PcCFKxUMDPfHS6dxdSjie8YMDqHRaif7SrmrQxGiR5CC0801WGzkXa0kKjLI1aGIGwzvH4RGreLsRbOrQxGiR5CC081l5ZVhtSmMGhTs6lDEDXy8tAyNDOQrKThCtIkUnG7uZLYJHy8Nd/QPcnUo4iZGDw7mUnE1FTXSPVqIW3FqwUlLSyM+Pp5Zs2axbdu2H2zPysoiMTGR2NhY1q1bh9VqBaCwsJCkpCTi4uJYtmwZNTU1AFRWVrJ06VJmz55NUlISJSXNH7zbv38/jz32mGNZURReeukl4uLiiI+P59ixY07MtvPZFYVTOSZGDwpGq5HvBt3R9SvPr+UqR4hbctqnWFFREZs3b2b79u2kpKSwY8cOsrOzm+2zatUq1q9fz+7du1EUhZ07dwKwYcMGFi1aREZGBqNHj2br1q0AbNmyhejoaHbt2sXChQtJTk4GwG638/777/P0009jt3/XY2j37t3k5OSQnp7OW2+9xZo1axxFrSfIv1ZFRXUj44bKcDbdVf9Qf4L0XjLMjRBt4LSCc+DAAaZNm0ZQUBC+vr7ExsaSkZHh2F5QUEB9fT3jx48HIDExkYyMDCwWC0eOHCE2NrbZeoDMzEzmzp0LQEJCAvv27cNisZCTk0NOTg6///3vm8Wwd+9e4uPjUavVDBo0iPDwcE6cOOGslDusrsGKoiiO5QNnrqFSwdghIS6MSrRGrVIxbVQYZ3JLZdQBIW5B66wTFxcXYzB8N2+L0Wjk9OnTLW43GAwUFRVRVlaGXq9Hq9U2W3/jMVqtFr1ej9lsJioqiuTkZA4dOvSDGIxGY7PXuHbtWrvyCAnpnJk1DQb/Vrd/lVvKs/+xn5DAXtw5LoLQYF/+fvwKcdMHMnhAzyk4t8rTnVzPdc5dQ8g4dImvL1Uw967BLo6q83nie+ruXJWn0wqO3W5vNoy+oijNllvafuN+QIvD8SuKgrqVscVu9hqt7X8zpaXV2O3KrXdshcHgT0lJVYvba+st/PuHRwjSe2MM6sUnmTnYFYVB4f48+KOBrR7bndwqT3fy/Vz9tCr6GfXs+TKPacPda3I8T31P3Zkz81SrVa1+SXdawQkLC+Po0aOO5ZKSkmZXG2FhYc1u+ptMJoxGI8HBwVRVVWGz2dBoNM2OMxqNmEwmwsLCsFqt1NTUEBQU1GoMxcXfta1ff43u5uN9uZRXN7LmJ5MYHBFAWVUDx78pIfoOAzqtdBboCWLGRbDts284lW2Se25CtMBpn2YzZszg4MGDmM1m6urq2LNnDzExMY7tkZGReHt7O3qOpaamEhMTg06nIzo6mvT0dABSUlIcx82cOZOUlBQA0tPTiY6ORqfTtRhDTEwMaWlp2Gw28vPzycvLY8yYMU7K+PadzTUzbmgfBkc0DV3T29+beyf1JVDv7eLIRFvNHB9BWLAvf/nfC1isNleHI0S35LSCExoaysqVK1m8eDEPPPAACQkJjB07liVLlnDmzBkANm3axMaNG4mLi6O2tpbFixcD8Nxzz7Fz507i4+M5evQoTz31FAArVqzg5MmTzJkzh+3bt7N+/fpWY4iLiyMqKop58+bxi1/8guTkZHx8fJyV8m2pqGmkuLxOBubs4bQaNYvuj6K4vI49Ry67OhwhuiWV8v1uUeIHnH0P5/g3Jbz58RnWPjqpxxcdT2kDh5Zzff2vpzl/uYyXnpyBvlfLV989hbyn7seV93DkBoGLZRdUoNWoGBDqGb1j3N2/zBxMfaONTw/kuToUIbodKTguln2lgoFhAdI5wE1EGvT8aEw4nx+/QqUMdyNEM/Ip50IWq528a5U9vilNNBc7pT9Wm8KXXxe5OhQhuhUpOC50paQaq01x9E4T7iGyjx+DwgP45+mryC1SIb4jBceFTBX1AIQG+7o4EtHZ7hwTxpWSai4VVbs6FCG6DSk4LlT6bcEJCeheXbVFx00ZGYpWo+afp6+6OhQhug0pOC5UWlFPL28tvj5OG/BBuIifj46Jw/rw5dfXsFjttz5ACA8gBceFSivrCQmQ0QTc1Z1jwqmpt3Iq2+TqUIToFqTguJCpol6a09zYyIHB9Pb35p9npFlNCJCC41KllfWEBErBcVdqtYoZo5vmyikur3N1OEK4nBQcF6mtt1LXYJWC4+bumdgXnVbNR5k5rg5FCJeTguMipZXSQ80T9Pb3Jm5Kf46cKyb7SoWrwxHCpaTguIijS7Rc4bi92VMHEKT34i9/v4BdHgQVHkwKjotcv8LpI1c4bs/bS8O/zBzCxauVHJbhboQHk4LjIqWV9Wg1avz9vFwdiugC00eHMSDUn7/uzaHRIhO0Cc8kBcdFSiuansFRq1SuDkV0AbVKxcK7h2CubODAV9dcHY4QLiEFx0XMVfX09peHPj3JiAG9GRDqz2dHLsu9HOGRpOC4SEV1I0FScDyKSqVi1pR+XC2t5Wyu2dXhCNHlpOC4gKIolFc3EuQnBcfTTB5upLe/NxmH8l0dihBdTgqOC9Q2WLHa7ATqpcOAp9Fq1MRO7se5S+V8c7nc1eEI0aWcWnDS0tKIj49n1qxZbNu27Qfbs7KySExMJDY2lnXr1mG1WgEoLCwkKSmJuLg4li1bRk1NDQCVlZUsXbqU2bNnk5SURElJCQCNjY2sWrWK2bNn8+CDD5KT0/RUt8ViYeLEicyfP9/xY7O5vodQeXXT1MNScDzTzAmRBPjqSDuQ5+pQhOhSTis4RUVFbN68me3bt5OSksKOHTvIzs5uts+qVatYv349u3fvRlEUdu7cCcCGDRtYtGgRGRkZjB49mq1btwKwZcsWoqOj2bVrFwsXLiQ5ORmADz/8kF69erFr1y7Wrl3LmjVrADh//jwTJkwgNTXV8aPRaJyVcpuVVzcA0FsvTWqeyFunIXZqf766aCYrv8zV4QjRZZxWcA4cOMC0adMICgrC19eX2NhYMjIyHNsLCgqor69n/PjxACQmJpKRkYHFYuHIkSPExsY2Ww+QmZnJ3LlzAUhISGDfvn1YLBYyMzOZN28eAJMnT8ZsNlNYWMiZM2cwm80kJiby0EMPcfjwYWel2y4V3xacQCk4HuueiX0xBvXiP9OzqG+0ujocIbqE0wpOcXExBoPBsWw0GikqKmpxu8FgoKioiLKyMvR6PVqtttn6G4/RarXo9XrMZvNNz3Xt2jVUKhX33nsvO3bs4Pnnn2flypWYza7vHVRxvUlNHvr0WN46DU/MGUFpRT3//Q8Z2FN4BqdNNWm321F976FGRVGaLbe0/cb9gB8sf/8YtVr9g2Our3/kkUcc60aOHMnYsWM5fvw49913X5vzCAnRt3nf1hgM/o5/N9gVfLw09O/bu1PO3Z18P09319FcDQZ/5l+pIGVvDjPGRzJtdHgnRda55D11P67K02kFJywsjKNHjzqWS0pKMBqNzbZfv+kPYDKZMBqNBAcHU1VVhc1mQ6PRNDvOaDRiMpkICwvDarVSU1NDUFAQoaGhFBcX079//2bnSklJYeLEiY71iqKg0+nalUdpaTV2e8ce0jMY/CkpqXIsXyupJsDPq9k6d3Bjnu6ss3KdPbkfJ84Vs+Uvx9nwxBSCu9nYevKeuh9n5qlWq1r9ku60JrUZM2Zw8OBBzGYzdXV17Nmzh5iYGMf2yMhIvL29OXbsGACpqanExMSg0+mIjo4mPT0dgJSUFMdxM2fOJCUlBYD09HSio6PR6XTMnDmT1NRUAI4ePYq3tzcRERGcP3+e999/H4Dc3FyysrKYNGmSs1Jus6ZncKQ5TYBOq+bJ+aOwWO38198vuDocIZzKaQUnNDSUlStXsnjxYh544AESEhIYO3YsS5Ys4cyZMwBs2rSJjRs3EhcXR21tLYsXLwbgueeeY+fOncTHx3P06FGeeuopAFasWMHJkyeZM2cO27dvZ/369QA8+uijNDY2MmfOHJKTk3n55ZcB+OUvf4nZbCYhIYEVK1bw0ksvodd3ThNZR1RUN0iHAeEQGuzLnBkDOXq+hLMXS10djhBOo1IUGdSpNc5oUlv26l7uGhvOovuGdTS8bsVTmiSg83O1WO2sf+8QAC/8dCo6bfd4JlveU/fjlk1q4ubqGqw0NNoIkisc8T06rZqkWcMoKquTYW+E25KC08Uqapq6RAfJKAPiBqMHhRB9h4FPD+ZTUl7n6nCE6HRScLqYPPQpWvPIvVGoVSr+8r/SgUC4Hyk4Xcxc2VRwgmVqAnETwQE+zLtzICezTZy8YHJ1OEJ0Kik4XcxUWQ/Q7Z63EN3H/dH9iOjjx58/O+9oghXCHUjB6WKlFfX4++rw1rl+EFHRPWk1apYkjKS61sKbH53GYnX9COdCdAYpOF2stLKeELm6EbcwIMyfJXNHklNYyRsfnaHBIkVH9HxScLqYubKekEApOOLWJt1h5N/ih/NVnpnNO05SXWdxdUhCdIgUnC6kKAqlFXKFI9rurrER/HzeKHKvVpL84TGKympdHZIQt00KTheqqrPQaLVLwRHtMmVEKM88MoGaOgvJfzomU1OLHksKThcyf9tDTZrURHsN6xfEusWT8OulY9N/neDLr665OiQh2k0KThcqrfi24MgVjrgNob19WffoJIZEBPJu2tf8z8E8V4ckRLtIwelCjoIjVzjiNul76fjNI+OZNjKUj/bm8tfMHGT8XdFTOG0CNvFDpsp6vHUa/Hzk1y5un1aj5mdzR+LjpSH9y3zqG60sun8Y6hZmxhWiu5BPvi5krmwgJNCnxSmzhWgrtUrFo7F34OOlJePwJeobbfxb/HA0amm0EN2XFJwuVFRWSx9pThOdRKVSsfDuIfh4a0j54iINjTaWzhuJTiujWIjuSb4OdZHaeguFJTUMjghwdSjCjahUKub9aBCP3BvFsW9KeGXHKWrq5QFR0T1Jweki2QUVKEBU3yBXhyLc0KzJ/Vg6byQ5BRW88MERcgsrXR2SED8gBaeLXLhSgUatYnC4XOEI55g2MozfLZqI3a7whw+P8cGuLBmZQHQrcg+ni1y4XE7/UH+8vaR9XTjP0L6BPP/EFFK+uMjekwXsO3WVSIMfw/oFMSQigCERgRh795KOK8IlpOB0AYvVRu7VKu6ZGOnqUIQH8PPRkXT/MOKnDeBIVhGncko5ePYa/zheADQ9yzMkIoCofkEM6xvEgDB/dFpp7BDO59SCk5aWxttvv43VauWxxx4jKSmp2fasrCzWrVtHTU0N0dHRbNiwAa1WS2FhIatWraK0tJRBgwaxadMm/Pz8qKys5JlnnuHy5csEBwezZcsWDAYDjY2NrFu3jrNnz+Lj48OmTZsYMmQIiqLw8ssv849//AO1Ws3vf/97Jk2a5MyUb+rrXDNWm13u34gu1dvfm1lT+jNrSn/sdoXC0hpyCyvJLqgg+0oFp3JKAVABvQO86RPYC0OgD32CehHZx49+oXpCQvSuTUK4FacVnKKiIjZv3szHH3+Ml5cXjzzyCFOnTmXo0KGOfVatWsWLL77I+PHjWbt2LTt37mTRokVs2LCBRYsWMWfOHN566y22bt3KqlWr2LJlC9HR0bz77rukpKSQnJzMli1b+PDDD+nVqxe7du3iyJEjrFmzhp07d7J7925ycnJIT08nPz+fn//856Snp6PVdt2FXU29hTf/epIgvRcjBvTustcV4vvUahV9DXr6GvTEjIsAoLKmkQtXyrlcXE1JeT2mijq+zi+j/Ow1ro9d0MtbQ2QfPf1C9fQz6ukT6IOfjw59r6YfHy+NNM+JNnPaJ++BAweYNm0aQUFBAMTGxpKRkcGvfvUrAAoKCqivr2f8+PEAJCYm8vrrr7Nw4UKOHDnCW2+95Vj/k5/8hFWrVpGZmcm2bdsASEhI4IUXXsBisZCZmcmKFSsAmDx5MmazmcLCQvbu3Ut8fDxqtZpBgwYRHh7OiRMnmDx5cpvzUKvb/58pt7CC/KJq6hqsnLtUhgpY+dB49L66dp+rp7md31dP1dNzDfL3ZvKIUCaPCG223mK1U1RWy1VTDaU1jVy8UkFOQQVfXTT/4BxqlQqNVoVOrUajUaNVq9Bo1Wg1KnQaDTqtCq1WjZdGg+7b9dd/b47fnup7y6qmc6rVKjSq7/ZVlKbpPRQF7CiOZb5dRmk6DvW3x6NC9e2/Vaqml1Crr6//dh3N3z9f31Jqa91/Su+25BnRx/e2WmRu9X/CaQWnuLgYg8HgWDYajZw+fbrF7QaDgaKiIsrKytDr9Y6rkOvrbzxGq9Wi1+sxm803Pde1a9coLi7GaDT+YH179O7t1679AUJC9Ewe0+7D3IInNcG4c65hoQGMc3UQwu047U6h3W5vdqmtKEqz5Za237gf0OIlu6IoqNXqHxxzff3NXkMtQ38IIYRLOO3TNywsjJKSEsdySUlJs6uNG7ebTCaMRiPBwcFUVVVhs9l+cJzRaMRkMgFgtVqpqakhKCiI0NBQiouLf3CusLCwm64XQgjR9ZxWcGbMmMHBgwcxm83U1dWxZ88eYmJiHNsjIyPx9vbm2LFjAKSmphITE4NOpyM6Opr09HQAUlJSHMfNnDmTlJQUANLT04mOjkan0zFz5kxSU1MBOHr0KN7e3kRERBATE0NaWho2m438/Hzy8vIYM8ZD27qEEMLFVIoTJ9NIS0vjnXfewWKxsGDBApYsWcKSJUtYvnw5Y8aM4dy5czz77LNUV1czatQoNm7ciJeXFwUFBaxevZrS0lLCw8N59dVXCQwMpLy8nNWrV3P58mX8/f3ZtGkTffv2paGhgfXr13P27Fm8vLx48cUXGTVqlKNb9L59+wBYs2YNd955p7PSFUII0QqnFhwhhBDiOrmDLoQQoktIwRFCCNElpOAIIYToElJwhBBCdAkpOE6UlpZGfHw8s2bNcgzJ09O8+eabzJkzhzlz5vDyyy8DTcMWzZ07l1mzZrF582bHvllZWSQmJhIbG8u6deuwWq0AFBYWkpSURFxcHMuWLaOmpsYlubTVSy+9xOrVqwH3zPXzzz8nMTGR2bNn8+KLLwLumSc0PW5x/e/3pZdeAtwr1+rqahISErhy5QrQeblVVlaydOlSZs+eTVJSUrNnJjtEEU5x7do15e6771bKysqUmpoaZe7cucqFCxdcHVa77N+/X3n44YeVhoYGpbGxUVm8eLGSlpamzJw5U7l06ZJisViUJ554QsnMzFQURVHmzJmjnDhxQlEURVmzZo2ybds2RVEUZenSpcqnn36qKIqivPnmm8rLL7/sknza4sCBA8rUqVOV3/3ud0pdXZ3b5Xrp0iXlzjvvVK5evao0NjYq//qv/6pkZma6XZ6Koii1tbXK5MmTldLSUsVisSgLFixQ/v73v7tNridPnlQSEhKUUaNGKZcvX+7Uv9cNGzYo77zzjqIoivLJJ58oK1as6JSY5QrHSb4/eKmvr69j8NKexGAwsHr1ary8vNDpdAwZMoS8vDwGDBhAv3790Gq1zJ07l4yMjJsOxpqRkYHFYuHIkSPExsY2W98dlZeXs3nzZp588kkATp8+7Xa5fvbZZ8THxxMWFoZOp2Pz5s306tXL7fIEsNls2O126urqsFqtWK1W9Hq92+S6c+dOnnvuOcfoKZ3595qZmcncuXOBpoGS9+3bh8Vi6XDMMgGbk9xq8NKeICoqyvHvvLw8du3axU9+8pMf5FVUVHRbg7F2N+vXr2flypVcvXoVuPl72NNzzc/PR6fT8eSTT3L16lV+/OMfExUV5XZ5Auj1elasWMHs2bPp1asXkydPdqv3NDk5udlyZ+bW0kDJoaHNRxZvL7nCcZJbDV7ak1y4cIEnnniC3/72t/Tr1++meXXGYKyu9N///d+Eh4czffp0x7qWcurJudpsNg4ePMgf/vAHduzYwenTp7l8+bLb5Qlw7tw5PvroI/7xj3/wxRdfoFarycvLc8tcwbl/r0onDXwsVzhOEhYWxtGjRx3LNw5e2lMcO3aM5cuXs3btWubMmcPhw4dvOihrWwZj1Wg03fb3kJ6eTklJCfPnz6eiooLa2loKCgrQaDSOfdwh1z59+jB9+nSCg4MBuO+++8jIyHC7PAH++c9/Mn36dEJCQoCmJqP33nvPLXOFlgdMvp3crg+UHBYW1myg5I6SKxwnudXgpT3B1atX+eUvf8mmTZuYM2cOAOPGjePixYvk5+djs9n49NNPiYmJua3BWLuT//zP/+TTTz8lNTWV5cuXc8899/D//t//c7tc7777bv75z39SWVmJzWbjiy++IC4uzu3yBBg+fDgHDhygtrYWRVH4/PPP3fbvFzr3/2ZLAyV3lIyl5kQ3G7y0J3nxxRf56KOP6N+/v2PdI488wsCBA9m4cSMNDQ3MnDmTNWvWoFKp2j0Ya3f18ccfc/jwYf7v//2/HDx40O1y/etf/8oHH3yAxWLhRz/6Ec8++yyHDh1yuzwB3n33XT7++GN0Oh1jxozhueee4/jx426V6z333MOf/vQn+vbt22l/ry0NlNxRUnCEEEJ0CWlSE0II0SWk4AghhOgSUnCEEEJ0CSk4QgghuoQUHCGEEF1CCo4QQoguIQVHiE7wxBNPYDabnfoab7zxBi+88EK7YlmyZAnZ2dlOjUuItpKhbYToBPv373d1CA7fj+WPf/yjCyMRojkpOEJ00Jo1awB47LHHyM7OJjY2lvPnz/P000+j1Wp55513aGxsxGw288ADD/DUU0/xm9/8hlGjRvHEE08AsH37dg4fPsyWLVv4/PPPefvtt7FYLPj4+PC73/2OCRMmtDuWd999l6SkJF577TVqa2t59dVXCQ8P5+LFi/Tq1YulS5fy4YcfcvHiRWbNmsXatWsBOvT6QrSqU2bVEcLDDRs2TCktLVXuvvtu5c0331QURVHsdrvyk5/8RLl48aKiKE2T8o0YMUIpLS1VDh48qCQkJDiOX7BggbJ//37l4sWLSkJCgmI2mxVFUZRvvvlG+dGPfqTU1NQor7/+urJhw4Y2x6IoinL33Xcrp0+fVr788ktlxIgRyldffaUoiqL89Kc/dUyuV1paqowaNUq5du1aq68vREfJFY4QnSw6OhpoGur9P/7jP8jMzOTTTz8lJycHRVGoq6tj6tSpNDQ0cObMGXr16oXZbGb69Ols376d4uJiHn/8ccf5VCoVly5d6nBcffv2ZeTIkQD0798ff39/vLy8CA4Oxs/Pj4qKCo4cOdLi6w8fPrzDMQjPJgVHiE7m6+sLQG1tLQ8++CD33Xcf0dHR/Mu//Av/+7//65iHZMGCBaSmpqLT6ViwYIFj7pLp06ezZcsWx/muXr2K0Wjks88+61BcXl5ezZavT7z1fa29vhAdJb3UhOgEGo0Gq9XabF1+fj7V1dU89dRT3HPPPRw6dIjGxkbsdjsADz74IJ9//jm7d+8mMTERgOnTp7N//35ycnIA2Lt3L/PmzaO+vr5DsbRVZ7y+EC2RKxwhOkFcXByPPvooNTU1jnV33HEHP/7xj5k9ezZeXl4MGzaMoUOHkp+fT//+/TEYDIwcORKr1eqYunfo0KG88MILPP300yiKglar5e2338bPz6/dsbzxxhvtzqMzXl+Ilsj0BEIIIbqEXOEI0cM89dRTXLx48abbNm/ezODBg7s4IiHaRq5whBBCdAnpNCCEEKJLSMERQgjRJaTgCCGE6BJScIQQQnQJKThCCCG6xP8H5grCldYqXJ0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(df[\"travel_time\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29e16274",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "173eb8d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# if we want to know for a particular source and destination "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ffa0e553",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sourceid  dstid\n",
       "69        4        50\n",
       "167       107      50\n",
       "          101      50\n",
       "264       14       50\n",
       "167       100      50\n",
       "                   ..\n",
       "83        88       79\n",
       "244       32       79\n",
       "202       201      79\n",
       "          135      79\n",
       "45        170      79\n",
       "Length: 70429, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.value_counts([\"sourceid\",\"dstid\"]).sort_values()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a03b9251",
   "metadata": {},
   "source": [
    "min 50 and max is 79 of data for each locations "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ab8c985",
   "metadata": {},
   "source": [
    "lets take one pair of data : "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a7a9bf2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = df.loc[(df[\"sourceid\"]==1) & (df[\"dstid\"]==5)][\"travel_time\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c734bfde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(75,)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1af4249c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.hist(bins = 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7f005a77",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 95% CI of mean Destination from 1 to 5. \n",
    "# above selected data . "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5597724f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# take multiple sample with replacement (bootstrapping)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50704bfd",
   "metadata": {},
   "source": [
    "- r : number of resampling that i want to do\n",
    "- sample_size : bootstrap sample be ofthis sample size "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "04184d6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = 10000\n",
    "data = df.loc[(df[\"sourceid\"]==1) & (df[\"dstid\"]==5)][\"travel_time\"]\n",
    "sample_size = 70\n",
    "bs_means = np.empty(r)\n",
    "\n",
    "for i in range(r):\n",
    "    bs_sample = np.random.choice(data,size = sample_size)\n",
    "    bs_means[i] = np.mean(bs_sample)\n",
    "        \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "0fc65b62",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(bs_means,bins= 30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "3e8e5242",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(bs_means)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f6b592c5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "4784aae6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1122.8339285714285\n",
      "2.9233517377580585\n"
     ]
    }
   ],
   "source": [
    "print(np.mean(bs_means)) # sample mean\n",
    "print(np.std(bs_means))  # standard error of mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "1b3e9a5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.930411531855508"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.std(data)/np.sqrt(sample_size) # standard error of mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0965d52d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1117.1333926828004, 1128.5344644600566)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(bs_means) - 1.95*np.std(bs_means),np.mean(bs_means) + 1.95* np.std(bs_means)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "ab65bcea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1116.942857142857, 1128.4432142857142)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.percentile(bs_means,2.5),np.percentile(bs_means,97.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "615d8769",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1ad50e03",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "b73b4528",
   "metadata": {},
   "source": [
    "### find 95% CI on 99th pecentile value for travel time via bootstrapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "ba4989e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = 10000\n",
    "data = df.loc[(df[\"sourceid\"]==1) & (df[\"dstid\"]==5)][\"travel_time\"]\n",
    "sample_size = 70\n",
    "bs_99p = np.empty(r)\n",
    "\n",
    "for i in range(r):\n",
    "    bs_sample = np.random.choice(data,size = sample_size)\n",
    "    bs_99p[i] = np.percentile(bs_sample,99)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "c4515e1b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1161.0 1174.0\n"
     ]
    }
   ],
   "source": [
    "print(np.percentile(bs_99p,2.5),(np.percentile(bs_99p,97.5)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "c85a2ec8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1174.0"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.percentile(bs_99p,99)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "a632a47f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    " sns.distplot(bs_99p) # CLT not applicable for other than means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "94709342",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4ae0d91e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8e5064f6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "78c616ce",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "420d7c25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.9949454146328136"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t.ppf(1-(1-(95/100))/2,70-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "0033a08f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.975"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1-(1-(95/100))/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "f890aae9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def bootstrpping_Confidence_interval(data,r=1000,sample_size = 70,confidence=95):    \n",
    "\n",
    "    bs_means = np.empty(r)\n",
    "\n",
    "    for i in range(r):\n",
    "        bs_sample = np.random.choice(data,size = sample_size)\n",
    "        bs_means[i] = np.mean(bs_sample)\n",
    "\n",
    "#     print(np.mean(bs_means)) # sample mean\n",
    "#     print(np.std(bs_means))  # standard error of mean\n",
    "    \n",
    "    tvalue = t.ppf(1-(1-(confidence/100))/2,sample_size-1)\n",
    "    \n",
    "    \n",
    "    np.std(data)/np.sqrt(sample_size) # standard error of mean\n",
    "    lower = np.mean(bs_means) - tvalue*np.std(bs_means)\n",
    "    upper = np.mean(bs_means) + tvalue* np.std(bs_means)\n",
    "    \n",
    "    print(\"Sample Mean : \",np.mean(bs_means))\n",
    "    print(\"Standard Error :\",np.std(bs_means))\n",
    "    print(\"Confidence Interval :\",lower,upper)\n",
    "    print(\"Margin of Error :\",tvalue*np.std(bs_means))\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "51662ac9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample Mean :  2392.183302\n",
      "Standard Error : 11.584960122891923\n",
      "Confidence Interval : 2369.474448528104 2414.892155471896\n",
      "Margin of Error : 22.708853471895786\n"
     ]
    }
   ],
   "source": [
    "bootstrpping_Confidence_interval(df[\"travel_time\"],r = 100, sample_size=10000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a5856695",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "603e58c9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c84b08bf",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a436d90c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "31e21a3f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e558e6d3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "397c5a79",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2bb6dbf5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6ea58b58",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b59f60c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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