{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import math\n",
    "import datetime\n",
    "import itertools\n",
    "import swat\n",
    "import warnings\n",
    "import operator\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "\n",
    "pd.options.display.max_rows = 2000\n",
    "warnings.filterwarnings('ignore')\n",
    "pd.set_option('display.max_columns', None)\n",
    "sns.set_style('darkgrid')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = '/Users/zhan009/Desktop/benchmark_data'\n",
    "jame_arthur_before = pd.read_csv(path + '/James_Arthur_before_promotion.csv')\n",
    "jame_arthur_after = pd.read_csv(path + '/James_Arthus_post_promotion.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "project_name = 'Back from the Edge'\n",
    "ja_b = jame_arthur_before[jame_arthur_before.project_name == project_name]\n",
    "ja_a = jame_arthur_after[jame_arthur_after.project_name == project_name]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'James Arthur, \"Train Wreck\", Back from the Edge')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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l1lvHkJuby/XXX73Cfr1778hzzz1LenoGPXtuzZVXjuDRR//BwoXfccMNo6mtrSUWi3HeecPp0aMnxx13FNtvvwNffjmbNm3acO21NxGPx5flf/vtt+jatduyYqugoJAxY+5n8OAjl20zbNgF5OfnA8mZZpmZmStc+xEjLuLkk3/Ntttux/HH/5wzzzyHvff+GRdccDaXXTaKDz/8gMcee5S0tDR6996RoUPPobS0dLXX9b777qK0tJQLL7yE3/3uar76ai7V1dUcf/wJ7LffwBVev7y8nClT3uaRRx7n5JOPo6SkhNatW/PrX5/ItdfeSKdOm/Kf/7zIBx+8x+mnn7nS1z366EF06dKVLl26cdhhR3DnnbdRX5+gtHQJ558/nO2334Fnn32aJ598nMLCVqSnZ7DffgcwcODB/P73v2Pu3DnU19dzxhlD6dOn3wr5SkqK+e1vL6C4uJjddx/AKaeczjffzOOmm35HdXUVmZlZXHLJZdTX13PVVZfToUNHvvpqLr16bcvw4SMoLl7IddddRWlpKYlEgiuuuBqA1157lZdffolFixZx+ulnMmDAXgwefCTbbdebuXPn0KdPP8rKSvnkk4/YYosujBw5mpkzp6/03JY//++/p6Zx++2/59prb6Rjx03Ybbfdee65Z/nFL45bl29NSZIkSdJPZCm1lsZ99A3PTJu3QY95+HabcOi2HVe7TXZ2Nr///R2UlBQzZMgp9O+/GzfeeB333PMARUVt+MMf7mH8+LFcdNGljBp1GZdccjljxtxOv379OfbY45k//1vOOut0HnvsaSoqKjjllF/Ts+fW3H33/9G37y4cddQxzJnzJb/73dXcc8+DK7z2ggXzeeihR0kk6jnppOPYd9/9ATjggIPYe++f8eSTj9GqVWtGjhxNeXkZp512An377gJAr17bcv75w7nwwnPIzs7m9tvv5tprR/Hee1OZP/+bH+13771/5OCDB9G2bVt69dpuWYa77rqdY44ZzJ577sPnn4fccMNoHnzwEb7++ivuuOMeOnbchKFDT+OTTz5mu+22X7bfu+9OoXv3Hsu+3mOPPX90bVu3bg3Al1/O4q67buf6629e4fm99voZkyZNpKioiMzMLN5++y369t2Z6upqsrKyeOih+3jggUfIzs5m9OiRvP32JN5+e/Iqr+uYMbeTlhbjoot+S3l5GVOnvsMDDzxCLBZj8uRJP8r30ksT2HvvfcnKymLffQ/g2Wef5oQTTmHQoCN4/vlxnHrqGTz33FiGDj2HP//5oZW+7rfffsNDD/2FVq1a89JLExg27AK6d9+KCROeZ/z4sWy+eRf+8pc/8/DDfyUjI4Nzzz0TgLFjn6ZVq9aMGHElixaVcPbZQ/jLXx5fIV9FRQUjR44mJyeHs88+gz322ItHHvkjxxwzmN1224N33pnMvfeOYciQs5gz50tuu20MWVnZHHvsEXz33QIeeeRhBgzYiyOPPIYpU95edoti+/btufTSkUyd+g5//eufGTBgL+bN+x933HEv7dq14+CD9+X++x/mggsu4dhjj2DJkiV88cXMH53b9tvvsML5X3fdVUyb9gFTpkzmpptuo6ioDQDdu/fgiSf+biklSZIkSRuZpVQj17v3jsRiMYqK2pCXl8+iRSV8990CRo68FICqqip22WXXFfaZPfsLBg48CID27TuQm5tHSUkxAFts0RWAmTOnM3XqO7z00gQAlixZ8qPX3m673stmD225ZXe++mpu6hhdAJg1axb9+iVLqNzcPLp27bZsm549twagoCCfrl27pf5eSHV11Wr3+6FZs2axww59AOjRI+Dbb78BoFWr1nTsuAkAHTp0pLq6aoX9SkpK2Hbb7ViTqVPf4ZZbbmDkyGuWXZul9thjL0aMuIiioiJ+9auTeeyxR5k06Q322GNP5s6dQ0lJMcOHnwskZzV99dVXq7yuCxd+x4wZn9O58+bLzvuCCy7hppuuo7y8jIEDD/5RtrFjnyYej3PhhedQVVXJt99+yy9/eRIDBx7EWWedzmGHHUlZWRlbbrnVKl+3VavWtGqVLN/atevAww8/QFZWFuXl5eTl5TF37hy6detGdnY2kHzPIbm+1wcfvMvHH08DoK6ulkWLSpYdC2CrrXosm2m2zTbbMmfOl8ycOZ1HHvkjjz76JwDS05M/Yjp33ozc3DwA2rZtR3V1NV9+OZtDDz0cgL59dwaSa0oFwTbLtqusrASgsLAVm2ySfL9zcnLo1m1LAPLy8qmurlrpuf3w/AEmT55EeXk58fj3P/ratm3H4sXf39YpSZIkSdo4LKXW0qHbdlzjrKaG8MknHwPJNaMqKspp1ao1HTp04IYbbiU/P5/XX/8vOTm5K+zTpUs33n//PXr23Jr5879lyZLFFBa2Ar7/VLEuXboycGAvBg48iOLihYwd+/SPXvvzzz+jrq6OmpoavvhiJptttgUAaWnJpci6du3KBx+8y957/4zy8jJmzJjBpptuusLrrMyq9ktLS6O+PrHSbQcM2JvPPw9p06btGo8PUFRUtNKibXlTp77DHXfczC233Mkmm3T60fOFhYVkZWXz4osTuO66m3jllZd4/PG/MWrUteTm5tGhQ0duv/1u0tPTGT9+LD169GTOnNkrva5t2rTl1lvHcM45v2HSpIlstVVPwvATrr/+Zqqqqjj66EM58MBDlpU4M2ZMp76+nvvvf3hZnvPPP4uJE19jwIC9CYJt+L//u5VDDjkMWPX7ufS9Arjjjt9z5ZXX0rVrNx588D7+97+v2WyzzZk9exZVVZVkZGTyyScfpW5360qHDh046aTTqKqq5E9/eoiCghXXKps9exbl5eVkZmby8cfTOPzwo9hii64cf/wJbL/9DsyePYt3352yyvera9eufPrpx/To0ZP33pvKxImvk5WVxcre2jW93ys7tx+eP8Bppw1h/vxvueWW67n66uuBZIHXunXRao8vSZIkSdrwLKUauaqqKs4990wqKsq5+OLLiMfjnHfecC6++DwSiQS5uXmMHHn1shklACeddCrXX38Nr7zyElVVVVxyyeXLyo7vtzmNG24YzTPP/DN1C92QH712bW0tw4efy6JFizj55F8vu91tqcMP/zk33ngtQ4f+mqqqKk477Yxlt0Stzqr2C4JtuPvuO5bNrAI4++zzufHGa/nb3/5CbW0tI0aMXKvrttNOfXn11Vc4+OBBq9zmjjtuoaamhmuvHQUkZ4BdcsnlK2yz5557M378WAoLW7HLLrvy1FP/oHPnzQAYPPhXDBs2hLq6Ojp12pR99z1gtdc1FosxYsSVXHjhMO6//2EWLvyOU0/9JTk5uRx33AkrvEdjxz7FgQceskKWww47iieffJwBA/bmsMOO5KKLzmXEiCuBtXs/Bw48mEsvvYg2bdrQvn0HFi1KrlH1q1+dzFlnnUFhYSFVVVWkp6dzxBHJ92jYsCGUlZVy1FG/+FHBU1BQyKhRIygpKWbffQfSrduWnH32edxyyw1UV1dTVVXJeecNX+X1P/HE07j++mt44YXxxGIxLr10JM8/P26V26/Oys5tVQ477EhefvklJkx4noEDD+Ljj6fRr9/O6/W6kiRJkqT1F0skEmveqgWoqalLlJSUr/DYvHmz2WSTLhElitbUqe/wr389uWw2SVNTX1/PueeeyW233fWTPsUPIB5Po66ufgMla1xqa2t59NE/cfLJvwbg7LPP4IwzhrLjjn0iTrbxXHjhOYwefT15efkrPN6Uvv9bt87lhz+/pMbEMarGzjGqxs4xqqbAcapVad++YArQb2XPOVNKzVJaWhqnnTaEp556gmOP/WXUcRqt9PR0KisrOe20X5GenkGvXtuxww47RR1ro5k48XX22WffHxVSkiRJkqSG12AzpYIgeBdYunrwF8B9wB1ALTAhDMOrgyBIA+4GdgCqgNPDMJweBMGuDbHt6vI6U0qr0pxnSmnVmtL3v/9XSo2dY1SNnWNUjZ1jVE2B41SrstFnSgVBkA0QhuE+yz32HnA0MBMYFwRBH6ArkB2G4W6pcukW4Ajg3gbaVpIkSZIkSY1A2po3WS87ALlBEEwIguA/QRDsBWSFYTgjDMME8AKwHzAAeB4gDMNJQL8gCAobYtsGOk9JkiRJkiSth4YqpcqBm4EDgTOBP6YeW2oJ0Aoo5Ptb/ADqUo8t3tDbBkHg+lmSJEmSJEmNREMVNZ8B01Ozlz4LgmAR0Ga55wuAEiA39fel0kiWTAUbetswDGtXFzgej9G6de4Kj33zTYx4vKF6OzUljoOWJxb78c+ExioeT2syWdUyOUbV2DlG1dg5RtUUOE61PhqqlDoN2B44KwiCTUmWRGVBEHQnufbTgcDVwGbAYcDjqbWfPgzDcHEQBNUbets1Ba6rS/xoUbZEItEoF7j++ONp/O531zBgwF7suuvu5OcXsNVWPaKOtUbvvTd1WdbLLruY3/3u91FHWisudN4yJRI//pnQWLmopBo7x6gaO8eoGjvHqJoCx6lWpX37glU+11DTPx4EWgdB8DrwGMmS6nTgUWAy8G4Yhm8BTwGVQRBMBG4DLkjtf2YDbdssTJ48iSOP/DlnnjmMceOeYcGC+VFHWivLZ20qhZQkSZIkaSUSCdK/eZe8idfS6qljiH06NupEaoIaZKZUGIbVwC9X8tSuP9iunmSp9MP9JzXEtk1NWVkpN9xwLaWlS1i0qITDDjuKINiaZ5/9F+npGdTU1PLWW2/y2Wef0rXrlnz88TQee+xR0tLS6N17R4YOPYcHH7yPadM+oKKigksvHUnXrt0AGD9+LK+99l/Ky8soKSnh1FNPZ5999uPEE49l8827kJGRwfDhIxg9eiRlZWXU1dVxxhlD6dt3Z046aTA77NCHmTOns8UWXSgqasP7779LRkYGN9/8f1RUVPxov7y8/BWyDhlyMs888wKfffYpt932e+LxOJmZmVxyyRUkEvVcddXldOjQka++mkuvXtsyfPiIiN8NSZIkSWrhEvWkf/MuWdOfJWvGeOKlX5FIS6c+tyPxJ08mf/tTKN39CkjPjjqpmggX/15LWZ/+g+xP/r5Bj1m5zXFUbX3MKp+fO3cu++8/kL333pcFC+YzbNgQ/v73pzj44EG0bduWI488hpkzp7PffgPJzc3hoYfu44EHHiE7O5vRo0fy9tuTAOjSpRvnnz/8R8evqCjnttvuoqSkmDPOOJkBA/amoqKCU075NT17bs2YMbfTr19/jj32eObP/5azzjqdxx57mvLycg444EB69/4tv/zl0ZxzzgUMGXIWw4YN4YsvZvDCC8+tdL/+/Xdjv/0GsskmmyzLcOON13HppVfQo0fAa6+9wpgxt3L22eczZ86X3HbbGLKysjn22CP47rsFtG3bboNef0mSJEnSGtTXkTHvHTJnjEsWUWXzSKRlUr3FXpT1H0511wNIZOTS5t1byHnrLtL/9w6LD7yH+tbdok6uJsBSqhFr27Ytjz/+V/7735fJzc2jtnbVa7XPnTuHkpJihg8/F4Dy8nK++uorALbYostK99lxxz6kpaXRpk1bCgoKKSkpSW3fFYDZs79g4MCDAGjfvgO5uXmUlBQDEARbA5CfX0DXrlsCUFBQQFVV9Wr3+6EFC+bTo0cAwA479OHee8cA0LnzZuTm5qWuQzuqq6vXdLkkSZIkSRtCfS0ZX79F1ozxZM58jnj5tyTiWVRvsQ9l3S+juuv+JLIKV9xl/9GUtu1HwUsXUPT4wZT+7EaqehwR0QmoqbCUWktVWx+z2llNDeFvf3uE7bbrzVFHHcPUqe/w5puv/2ibWCxGIlFPp06d6dChI7fffjfp6emMHz+WHj168uqrr5CWFlvp8cPwUwAWLvyOsrIyioqKlh0TkjOs3n//PXr23Jr5879lyZLFFBa2WvrKq8y9qv2WZl1eu3btmT79c7baqgfvvTeVzTffYoUMkiRJkqSNoL6WjK/eJGvGOLJmPkdaxXck0rOp7rIvZd0PpbrLfiQy81d7iOpuB1A8eAKFE86icMLZVMydSOmeV0F6zsY5BzU5llKN2B577MXNN1/PhAnP0apVK+Lx+I9mDPXqtR333juGq6++nsGDf8WwYUOoq6ujU6dN2ZJz1z8AACAASURBVHffA1Z7/IULv+O884ZSWlrKRRf9lng8vsLzJ510Ktdffw2vvPISVVVVXHLJ5aSnr3nIrGq/pVk7deq8bNvf/vZybrvtJhKJBPF4nEsvHbkOV0iSJEmStN7qasiY+3qyiPriBdIqi0mk51LVdX+quh9CdZd9ISN3nQ5ZX7ApJUc+Qd7km8mdehcZ30xh8YH3Ule0VQOdhJqyWCKRiDpDo1BTU5f44cdXzps3m002Wfmtb03d+PFjmT17FkOHnhN1lEYvHk+jrq5+zRuqWWlK3/9+/K4aO8eoGjvHqBo7x6g2qLoqMucki6jML14grWoR9Rn5VHfdn6qtDqV6i33Wa2bTysZpxuyXKXzxPGK1lSzZ53dUBRv37iM1Du3bF0wB+q3sOWdKSZIkSZLUnNVWkvnlf5NF1Kx/k1a9hPrMQqq7DaSq+6FUb75ng3xiXk2Xn1F83AQKJgyj8MXzqZw7kSV7XbvOs6/UfFlKtVCHHHJY1BEkSZIkSQ2lpoLML19OFVEvklZTRn1WK6q2PITq7ocki6h4ZoPHqM/bhEVH/J3ct28n9507SP/mPRYfeA91bYMGf201fpZSkiRJkiQ1B9VlZM3+D5kzxpE1+yVitRXUZ7ehqscRVHU/lJrOu0M8Y+PnSkunvP9wajbdlcJ/n0PRPw6ldM/RVG5zHPghVy2apdQaJBIJPwlOamFca0+SJElNRax6CZmzXkzOiJr9MrG6Kupz2lO59S+SRdSm/SGtcfzqX7P5ABYOfoHCF8+l4OWLyfhqIqV7X7/GT/VT89U4RmYjlZ6eSVnZYvLyCi2mpBYikUhQVraY9PSGn8osSZIkrY9Y1SIyZ/2brOnjyZzzX2J1VdTldqSy1/HJIqrTLpAWX/OBIpDI68Ciwx4ld+oYciffQvq37yc/na9dr6ijKQKWUqtRVNSe4uL5lJaWRB1FEYrFYs6caWHS0zMpKmofdQxJkiRpmVhlMZlfTEjOiJrzGrH6GuryO1Gx7QlUbTWI2k36Qiwt6phrJy1Oeb/zqOm0CwX/HkbRPw6jdMBVVG57grfztTCWUqsRj6fTrl2nqGMoYn4EryRJkqQoxCoWkvXF82TNGEfG3DeI1ddSV7AZFb1Po6r7IdR23KnpFFErUdN5N4oHT6DwxfMo+O+I5O18+9xIIqsw6mjaSCylJEmSJElqJGLl88mamSqivnqTWKKOusIuVOw4hKruh1Lbvnezmk2UyGnLokF/Jufde8ibdBMZ337A4gPvprbDDlFH00ZgKSVJkiRJUoTSyuaRubSI+votYol6alt1o7zPWVR3P5Tadts2qyLqR2JpVPQ5m5pO/SmccBatnzySst2voKL3ac37vGUpJUmSJEnSxpa25GuyZo4na8Z40v/3NjES1Bb1oLzvuVRtdSh1bbZucYVMbad+FA9+gYKXLiT/9VFkfP0mS352M4ns1lFHUwOxlJIkSZIkaSNIWzw3WURNf5aMb6YCUNt2a8p3uZCq7odS16ZnxAmjl8guYvEhD5Hz/gPkvfk7ih4/iMUD76Z2kz5RR1MDsJSSJEmSJKmBpC2aTdaMcclb8759H4CadttR1v+3VHU/hLqi7hEnbIRiMSp2PIOaTv0ofOEsWj/1c8p2HUHFjmc06YXd9WOWUpIkSZIkbUDxkplkzkjNiFowDYCaDjtQutsIqrofSn2rrtEGbCJqO+5E8eDnKfjPcPInjibjq4ks2f92EtlFUUfTBmIpJUmSJEnSTxRf+PmyGVHp330CQE3HPpTuPpKq7odQX7h5xAmbpkRWKxYfdD/ZHz5M/hujKXpsIIsPuIvaTXeJOpo2AEspSZIkSZLWVSJBfOGnZE0fl1ysvPgzAGo67UzpgKuo2vIQ6gs2jThkMxGLUdn7VGo79aPw+TNp/fQvKOt/MRV9zvJ2vibOUkqSJEmSpLWRSBBf8PH3M6JKZpAgRs2m/Vmy3WiqtzyI+vxOUadstmrbb0/x4OfJf/m35E+6gcyv3mTx/neQyG0XdTStJ0spSZIkSZJWJZEgff4HySJq+jjii2eTiKVRs+luLNnhdKq6HUgir0PUKVuMRGYBSwbeRc1mu5P/2iiKHjuQJQPvpKbz7lFH03qwlJIkSZIkaXmJBOnfvJuaETWe+JI5JGJxajYbQHmfs6ja8iASOW2jTtlyxWJUbnsCNR37UPjCUFr96zjK+51Peb/zIC0edTqtA0spSZIkSZIS9aTPm/J9EVX6NYm0DKo335Oync+nuttAP/Wtkalr14viX4yn4NXLyHv7VjK+fovFB9zpzLUmxFJKkiRJktQy1deRMe9tMqePI2vmeOJl35BIy6R6i70p638J1d0OIJHVKuqUWp3MPJbsdzvVnXen4NXLafPYQBYfcCc1m+8ZdTKtBUspSZIkSVLLUV9LxtdvpWZEPUdaxXwS8Syqu/yMsu6HUt11fxKZBVGn1LqIxajaZjC1HXei8PkzafXMLynvew7lu1wIadYejZnvjiRJkiSpZUgkaDXuFDK/fIVEejbVXfajqvuhVHfZl0RmftTp9BPVtelJ8S/Gkf/aFeRN+T8yvn6LJQPvpD5/06ijaRUspSRJkiRJLULW9LFkfvkKZbtcRPmOv4GM3KgjaUPLyKF031uo6bw7Ba+MSH463363U911v6iTaSXSog4gSZIkSVKDqy4j741rqGm/PeV9z7WQauaqgqMpPvY56vM2odW4k8mbeC3U1UQdSz9gKSVJkiRJavbyptxJvGwepXtdC2nxqONoI6gr6k7xMc9Qse2J5L57L62fPoa0JV9FHUvLsZSSJEmSJDVr8ZKZ5Lx3H5Vb/4LaTfpGHUcbU3oOpftcz+KB9xD/LqTosYFkfjEh6lRKsZSSJEmSJDVfiQR5r40iEc+idNcRUadRRKp6HEbxsc9RV7gFrcafRt7rV0FdddSxWjxLKUmSJElSs5U560WyvnyZ8l0uIpHXIeo4ilB9626UHP005dufSu77D9D6n0eRtmh21LFaNEspSZIkSVLzVFtJ/utXUVvUk4rtT4k6jRqDeBZle41m0cF/IL5oFkWPH0Tm9GejTtViWUpJkiRJkpql3PfuI754NqV7XgPxjKjjqBGp3vJgio99nrrW3Wn1wpnk//dyqK2MOlaLYyklSZIkSWp20hbPJXfKnVR2H0TN5gOijqNGqL5wc0p+/k/Kd/wNOdP+ROsnjyReMjPqWC2KpZQkSZIkqdnJnzgagLI9RkacRI1aPJOyPUay6JA/El8yl9aPH0zWZ09HnarFsJSSJEmSJDUrGXNeI2vGOMr7nkt9Qeeo46gJqO52AMWDJ1DXrheF/x5G/suXQG1F1LGaPUspSZIkSVLzUVdD/mtXUlfYhfIdh0SdRk1IfcGmlBzxOOV9hpHz8V8pemIQ8YWfRx2rWbOUkiRJkiQ1Gzkf/pH04s8p3fNqSM+OOo6amngGZbtdSslhfyGtfD5FTxxC1qf/iDpVs2UpJUmSJElqFtLKviF38q1UddmP6q77Rx1HTVjNFvtQfNwEajrsQOFL51Pw0oVQUx51rGbHUkqSJEmS1CzkvXk9sbpqSgdcFXUUNQP1eZuw6Ii/U9bvfLI+fYKiJw4l/t2nUcdqViylJEmSJElNXvr/3iE7/AflO/2G+tbdoo6j5iItnfL+w1l0+N9Iqyyh6IlDyf74r5BIRJ2sWbCUkiRJkiQ1bfV15L96BXX5nSjve07UadQM1Ww+gIXHTaCm0y4UvHwJBf8+h1h1adSxmjxLKUmSJElSk5b98V/JWDCNst2vhIzcqOOomUrktmfRYX+hrP/FZE1/htaPH0x8/kdRx2rSLKUkSZIkSU1WrLKYvEk3Ut15d6q2GhR1HDV3aXHK+53HoiMeI1ZbTtGTh5M97c/ezreeLKUkSZIkSU1W3qSbiFUvoXTPayAWizqOWoiazrtRPHgCNZ13o+C/l1HwwlBiVYujjtXkWEpJkiRJkpqk9Pkfkv3RX6jofSp1bbeOOo5amEROWxYN+jOlu11G1sznKHr8YNK/fT/qWE2KpZQkSZIkqelJ1JP/6hUkctpSvvOFUadRSxVLo6LPWZQc9STU19D6ySPJef8Bb+dbS5ZSkiRJkqQmJyv8JxnzplC622UksgqjjqMWrrZTP4oHv0D1FvuQ//pVFD53OrHK4qhjNXqWUpIkSZKkJiVWtZj8iddR07EPVVsfE3UcCYBEdhGLD3mI0j1GkTn7PxQ9dhDp86ZEHatRs5SSJEmSJDUpuW/fTqxiAaV7jYaYv9aqEYnFqNjxDEp+/k+IpdH6qaPJefdeSNRHnaxR8rtXkiRJktRkxBd+Rs6HD1HZ63hqO+wQdRxppWo77kTx4Oep7noA+ROvpXDcqcQqFkYdq9GxlJIkSZIkNQ2JBPmvXUkiI4+yXS+NOo20WomsViw+6H6W7HUtmXNeo+ixgWR8/VbUsRoVSylJkiRJUpOQOWMcmXNfp6z/JSRy2kQdR1qzWIzK7U+h5Jh/QTyLVk8fS+47d3o7X4qllCRJkiSp8aupIP+Na6ht24vKbU+IOo20Tmrbb0/x4Oep6n4oeW/dSKuxJxArXxB1rMhZSkmSJEmSGr3cqWOIl37Nkr2uhbR41HGkdZbILGDJwLtYss8NZHz9VvJ2vrlvRB0rUpZSkiRJkqRGLW3RLHKn3kNlz6Oo3XSXqONI6y8Wo3LbEyg+ZiyJzAJaPXM8uZNvhfq6qJNFwlJKkiRJktSo5b9+NYl4BmW7Xx51FGmDqGvXi+JfjKeq51HkvX0rrZ45nrSyb6KOtdFZSkmSJEmSGq3MWS+RNevflO98AfV5m0QdR9pwMvNYst/tLN73FjK+mZq8ne/L/0adaqOylJIkSZIkNU51VeS9Pora1t2p6H1a1GmkDS8Wo2qbwRT/Yjz1Oe1oNfYEcifdCPW1USfbKCylJEmSJEmNUs57fyB90SxK97wG4plRx5EaTF2bnhQf8yyV2wwmb8qd5L/826gjbRTpUQeQJEmSJOmH0pZ8Td47d1C15UHUbLF31HGkhpeRQ+m+N1PddT9I1EedZqOwlJIkSZIkNTp5E6+FRD2le4yKOoq0UVVveXDUETYab9+TJEmSJDUqGXPfIHv6M5T3OZv6ws2jjiOpgVhKSZIkSZIaj7oa8l+7krqCzSnvMzTqNJIakLfvSZIkSZIajZxpfyJ9Yciigx+E9Jyo40hqQM6UkiRJkiQ1CrHy+eROvoXqLfamutvAqONIamCWUpIkSZKkRiHvzRuI1VZSOuAaiMWijiOpgVlKSZIkSZIilz5vCjmfPkbFDqdTV9Q96jiSNgJLKUmSJElStOrryH91JHV5HSnvd17UaSRtJC50LkmSJEmKVPYnfydj/gcsPmAMicz8qONI2kicKSVJkiRJikysspi8STdQvWl/qnocEXUcSRuRpZQkSZIkKTJ5k28mVrWI0j1Hu7i51MJYSkmSJEmSIhFf8DHZ0x6hcruTqGvXK+o4kjYySylJkiRJ0saXSFDw6hUkslpTtsvwqNNIikCDLXQeBEEHYApwAJALjAU+Tz19TxiGjwVBMAo4FKgFzg/DcHIQBFsBDwMJYBpwdhiG9T9124Y6T0mSJEnSusv67Cky/jeZJT+7iUR266jjSIpAg5RSQRBkAPcBFamH+gC3hmF4y3Lb9AH2BvoDmwNPAjsDtwJXhGH4ShAE9wJHBEEwewNsK0mSJElqBGLVpeRNvI6aDjtQuc1xUceRFJGGmil1M3AvMCL1dV8gCILgCJKzpc4HBgATwjBMAF8GQZAeBEH71Lb/Te33HDAQCH/qtmEYzm+gc5UkSZIkrYPcd24nXv4Niw95AGKuKiO1VBv8uz8IglOA+WEYvrDcw5OBi8Mw3AuYCYwCCoFFy22zBGgFxFKF0vKPbYhtJUmSJEkRixdPJ+f9B6jYZjC1HXeKOo6kCDXETKnTgEQQBPsDOwJ/Bg4Pw3Be6vmngDuBfwEFy+1XAJQA9St5bPEG2Ha14vEYrVvnrmkztUDxeJpjQ42aY1SNnWNUjZ1jVI1dsxqjiQTx8VdBRi7pB15D67xmcl5qXuNUG80GL6VSs6EACILgFeBM4F9BEJyTWnB8P5ILoL8B3BQEwc3AZkBaGIYLgiB4NwiCfcIwfAU4GHgZmP5Tt11T7rq6BCUl5RvoKqg5ad0617GhRs0xqsbOMarGzjGqxq45jdHMmc/R6otXKB1wNRU1edBMzkvNa5xqw2rfvmCVzzXYp+/9wFBgTBAE1cA8YEgYhouDIHgNeJPkbYRnp7a9CPhDEASZwCfAP8IwrNsA20qSJEmSolJbQf7rV1PbJqBi+5OjTiOpEYglEok1b9UC1NTUJWx1tTI2/mrsHKNq7Byjauwco2rsmssYzZ18C3lv30bJkU9Q03m3qONoA2su41QbXvv2BVOAfit7zo85kCRJkiQ1qLTFX5I79W4qexxhISVpGUspSZIkSVKDyn/9aojFKdv98qijSGpELKUkSZIkSQ0m48tXyPriBcr6nUt9/qZRx5HUiFhKSZIkSZIaRl01+a9dSW2rblTseEbUaSQ1Mhvr0/ckSZIkSS1MzvsPkF4yk0WD/gzxrKjjSGpknCklSZIkSdrg0kr/R+47d1DVdSDVXfaNOo6kRshSSpIkSZK0weVNvI5YfS2lA0ZFHUVSI2UpJUmSJEnaoDK+nkT2509TvtOZ1LfqEnUcSY2UpZQkSZIkacOpryX/1ZHU5XemvM+wqNNIasRc6FySJEmStMFkT3uE9O8+YdFB90FGTtRxJDVizpSSJEmSJG0QsYrvyJt8M9Wb7Un1lodEHUdSI2cpJUmSJEnaIPIm3UCspozSPa+BWCzqOJIaOUspSZIkSdJPlv7Ne2R//Hcqev+aujY9oo4jqQmwlJIkSZIk/TSJevJfvYL63PaU73x+1GkkNRGWUpIkSZKknyT7k8fJ+PY9yna/jERmQdRxJDURllKSJEmSpPUWq1pE3qTrqem0M1U9j446jqQmJD3qAJIkSZKkpit38i3EKhZSetijLm4uaZ04U0qSJEmStF7i331Czod/onK7E6ltv13UcSQ1MZZSkiRJkqR1l0iQ/+pIElmFlPW/OOo0kpogSylJkiRJ0jrLmv4MmV9Poqz/b0lkF0UdR1ITZCklSZIkSVo31WXkvTGamvbbU9nr+KjTSGqiXOhckiRJkrRO8qb8H/GyeSw+6D5Ii0cdR1IT5UwpSZIkSdJai5fMJOe9+6nc+hfUbtI36jiSmjBLKUmSJEnS2kkkyHttFIn0bEp3HRF1GklNnKWUJEmSJGmtZM56kawvX6Z85wtJ5HWIOo6kJs5SSpIkSZK0ZrWV5L8+itqinlRsf0rUaSQ1Ay50LkmSJElao9x37yW++EtKjngM4hlRx5HUDDhTSpIkSZK0WmmL55I7dQyV3QdRs9keUceR1ExYSkmSJEmSVit/4jUAlO0xMuIkkpoTSylJkiRJ0iplzHmNrBnjKe97LvUFnaOOI6kZsZSSJEmSJK1cXTX5r42krrAL5TsOiTqNpGbGhc4lSZIkSSuV88EfSS+ezqJDH4b07KjjSGpmnCklSZIkSfqRtLJvyH37Nqq67Ed11/2jjiOpGbKUkiRJkiT9SN6bvyNWV03pgKuijiKpmbKUkiRJkiStIP1/b5MdPkn5Tr+hvnW3qONIaqYspSRJkiRJ36uvI//VK6jL70R533OiTiOpGXOhc0mSJEnSMtkfP0rGgo9YPPAeyMiNOo6kZsyZUpIkSZIkAGKVxeRNuonqzrtTtdWgqONIauYspSRJkiRJAORNupFY9RJK9xwNsVjUcSQ1c5ZSkiRJkiTS539I9kePUtH7VOraBlHHkdQCWEpJkiRJUkuXqCf/1StI5LSlfOcLo04jqYWwlJIkSZKkFi4r/CcZ86ZQuttlJLIKo44jqYWwlJIkSZKkFixWtZj8iddR07EPVVsfE3UcSS1IetQBJEmSJEnRyX37NmIVCygd9CeIOW9B0sbjTxxJkiRJaqHi34XkfPAQlb1+SW2H3lHHkdTCWEpJkiRJUkuUSJD/2pUkMvMp2/W3UaeR1AJZSkmSJElSC5Q5YxyZX71BWf9LSOS0iTqOpBbIUkqSJEmSWpqacvLfuIaadttSue0JUaeR1EK50LkkSZIktTC5U8YQL/2axQeMgbR41HEktVDOlJIkSZKkFiSt5Aty372Xyp4/p3bTXaKOI6kFs5SSJEmSpBYk/42rScQzKNv98qijSGrhLKUkSZIkqYXInPUSWbNepHznC6jP6xh1HEktnKWUJEmSJLUEdVXkvT6K2tbdqeh9WtRpJMmFziVJkiSpJch57w+kL5pFyWGPQjwz6jiS5EwpSZIkSWru0pZ8Td47d1C15cHUbLF31HEkCbCUkiRJkqRmL2/iaEjUU7rHlVFHkaRlLKUkSZIkqRnLmPsG2dPHUt53GPWFm0cdR5KWsZSSJEmSpOaqrob8166krmBzync6M+o0krQCFzqXJEmSpGYqZ9qfSF8YsujgByE9J+o4krQCZ0pJkiRJUjMUK59P7uRbqN5ib6q7DYw6jiT9iKWUJEmSJDVD+W9eT6y2ktIB10AsFnUcSfoRSylJkiRJambS500h+9PHqdjxDOqKukcdR5JWylJKkiRJkpqT+jryXx1JXV5HyvqeF3UaSVolFzqXJEmSpGYk+5O/kzH/AxYfMAYy86KOI0mr5EwpSZIkSWomYpXF5E26gepN+1PV44io40jSallKSZIkSVIzkTf5ZmJViyjdc7SLm0tq9CylJEmSJKkZiM//iOxpj1Cx3cnUtesVdRxJWiNLKUmSJElq6hIJCl4bSSKrNeW7XBR1GklaK5ZSkiRJktTEZX32FBn/m0zZbiNIZLeOOo4krRVLKUmSJElqwmLVpeRNvI6aDjtQuc3gqONI0lpLjzqAJEmSJGn95b5zO/Hyb1h8yAMQc96BpKbDn1iSJEmS1ETFi6eT8/4DVGwzmNqOO0UdR5LWiaWUJEmSJDVFiQT5r11JIj2Xsl1HRJ1GktaZpZQkSZIkNUGZXzxP5pxXKes/nERuu6jjSNI6s5SSJEmSpKampoL816+mtu3WVG53UtRpJGm9uNC5JEmSJDUxue/eTXzJXEqOfALS/LVOUtPUYD+9giDoAEwBDgBqgYeBBDANODsMw/ogCEYBh6aePz8Mw8lBEGzVENs21HlKkiRJ0saUtvhLcqfeTWWPI6jpvFvUcSRpvTXI7XtBEGQA9wH/z959x9lVF/j/f51b505LIyEkpEAgR1oAKSEB6V0QBP3pfnddK4hgx4qyiq5l1WV1VWQXUHRxd1UCtk0IRZohVCH0A6SShJaEZPqt5/fHDBCUkAFmcu7MvJ6PB4/H3HM/Z+Z98/g8LnPfcz6f09136ELgy1EUvQUIgFPCMHwzcBgwG3g38ONBHitJkiRJQ17zny+AIE3n3C8lHUWS3pDB2lPqe8DFwNq+x/sBN/d9vQA4GjgEuDaKojiKolVAJgzD8YM4VpIkSZKGtOzKG8kvX0jnAZ+g1jwp6TiS9IYM+PK9MAzfBzwXRdHCMAxfuC9pEEVR3Pd1OzAKaAXWb3bqC8cHa+xzr5Y7nQ4YPbqxvy9TI0g6nXJuqK45R1XvnKOqd85R1bsX52i1ROa2C4jHziB/6MfJZ/JJR5Ne5HupXo/B2FPqA0AchuHRwD7AL4AJmz3fAmwE2vq+/uvjtUEa+6qq1ZiNG7u2Nkwj0OjRjc4N1TXnqOqdc1T1zjmqevfCHC385SKyG55g40n/RbmjCjhvVT98L9WWjB/fssXnBnz5XhRFh0ZRdFgURYcD9wH/CCwIw/DwviEnALcCi4DjwjBMhWE4FUhFUbQOuHeQxkqSJEnSkJTqeIqmu75PcfqxlKcdkXQcSRoQ2+reoecCl4RhmAMeAa6MoqgahuGtwGJ6y7FzBnmsJEmSJA1JTbd9A+IqHYd8JekokjRggjiOtz5qBCiXq7GXGuqVeBmq6p1zVPXOOap65xxVvRvTdh+Z/zqJzv0/QdfszyYdR3pFvpdqS8aPb7kH2P+Vnhusu+9JkiRJkt6oapn0ws9RbZ5M15s/mnQaSRpQllKSJEmSVIeyq25mzK+PJ3j24d5le9lC0pEkaUBtqz2lJEmSJEn9kN7wOE23fZ38yj9RbZ1G5fSfU5p4VNKxJGnAWUpJkiRJUh0IujfQdNe/0vDgFcTZRjrmfpnuWe9n9Lgx4F49koYhSylJkiRJSlK1ROGBy2m86/sE5U569vgHOg/8NHFhXNLJJGlQWUpJkiRJUhLimNzya2he9M+k21ZSnHoEnQefT3XszKSTSdI2YSklSZIkSdtY5rkHaPrzBeTW3k5lzEw2nnwF5amHJx1LkrYpSylJkiRJ2kZSnU/TdPt3yD/6G+KGMbQf9i16dv87SPnRTNLI4zufJEmSJA22cjeN911M418uglqV7n0/TNd+HyfOtyadTJISYyklSZIkSYMlrpF/7Gqabv826Y6nKM54Kx1zzqM2alrSySQpcZZSkiRJkjQIMmvvpHnRBWSfXUJ5wt60H/MjypNmJx1LkuqGpZQkSZIkDaBU2yqabvsmDUv/SLVpIm1Hf5/izNMgSCUdTZLqiqWUJEmSJA2AoNhG4z0/pLDkMkil6TzwXLr2+TBkG5OOJkl1yVJKkiRJkt6IWoWGh/+Hpju/R6p7PT1veiedsz9HrXmHpJNJUl2zlJIkSZKk1ym76maaF32NzIaI0qTZdJ70X1QmzEo6liQNCZZSkiRJkvQapTc8TtOir5FfdSPV1mlsOv4/Ke18AgRB0tEkaciwlJIkSZKkfgq6N9B017/S8OAVxNkmOuaeT/es90E6n3Q0SRpyLKUkSZIkaWuqRQr3X07j3T8gKHfSs+c/0HnAp4kL45JOJklDlqWUJEmSJG1JHJNbtoDm275Bum0lUIcmAAAAIABJREFUxalH0Hnw+VTHzkw6mSQNeZZSkiRJkvQKMs89QNOfLyC39nYqY0M2nnwF5amHJx1LkoYNSylJkiRJ2kyq82mabv8X8o9eSVwYS/th36Jn97+DlB+fJGkg+a4qSZIkSQDlbhrvu5jGv1wEtSrd+55F134fI863Jp1MkoYlSylJkiRJI1tcI//YVTQt/jbpzqcpzngrHXPOozZqWtLJJGlYs5SSJEmSNGJl1t5J86ILyD67hPKEvWk79iIqkw5MOpYkjQiWUpIkSZJGnNSmlTQv/ib5pf9HtWkibUd/n+LM0yBIJR1NkkYMSylJkiRJI0ZQbKPxnn+nsOSnkErTeeC5dO1zFmQLSUeTpBHHUkqSJEnS8Fer0PDw/9B05/cIujdQfNM76Zz9WWrNOySdTJJGLEspSZIkScNadtVNNC/6OpkNEaVJs+k8+atUxu+VdCxJGvEspSRJkiQNS+kNj9G06OvkV91ItXUam064hNJOx0MQJB1NkoSllCRJkqRhJuheT9OdF9Lw0BXE2SY65p5P96z3QTqfdDRJ0mYspSRJkiQND9Uihft/RuPd/05Q7qRnz3+g84BziQtjk04mSXoFllKSJEmShrY4JrdsPs23fZN020qK046kc+6XqY6dmXQySdKrsJSSJEmSNGRlnr2fpkUXkFt7B5WxIRtP/iXlqYclHUuS1A+WUpIkSZKGnFTHUzTd/i80RFdSK4yj/bBv07P7uyHlRxxJGip8x5YkSZI0dJS7aLz3Yhrv/QnUqnTt+xG69vsYcb416WSSpNfIUkqSJElS/Ytr5KOraLr926Q7n6Znxkl0zj2PWuvUpJNJkl4nSylJkiRJdS279g6a/nwB2efupzxhb9qOvYjKpAOTjiVJeoMspSRJkiTVpdSmlTQv/gb5pfOpNu9A29E/oDjz7RCkko4mSRoAllKSJEmS6kpQbKPx7h9QuP9nkErTeeBn6Nrnw5AtJB1NkjSALKUkSZIk1YdahYaH/5umO75H0PM8xTe9k86DPketaWLSySRJg8BSSpIkSVLisitvpHnR18k8/xilSQfRechXqIzfK+lYkqRBZCklSZIkKTHp9RHNt32d3KqbqLZOY9MJl1Da6XgIgqSjSZIGmaWUJEmSpG0u6F5P053/SsNDvyTONtFx8D/Rvdf7IJ1LOpokaRuxlJIkSZK07VSLFJb8lMZ7/p2g3EXPnu+h84BPExfGJp1MkrSNWUpJkiRJGnxxTG7ZfJpv+ybptpUUpx1J59zzqY7dNelkkqSEWEpJkiRJGlSZZ5fQ9OevkXvqDipjQzae/EvKUw9LOpYkKWGWUpIkSZIGRapjLU23f4eG6EpqhXG0H/ZtenZ/N6T8GCJJspSSJEmSNNDKXTTe+xMa7/0J1Gp0vflsuvb7GHGuJelkkqQ6YiklSZIkaUAExTbyj/+exrv/jXTnM/TscjKdc75IrXVq0tEkSXXIUkqSJEnS61ctk3vyFvLRPPLLFxJUi5Qn7E3bcRdT2eGApNNJkuqYpZQkSZKk1yaOyax7kPyjV9Lw+O9Ida+jlh9Nz+7vpmfm6VS23xeCIOmUkqQ6ZyklSZIkqV9SHWvJP3Y1DdFVZDZExKkcpelH0RO+g9K0IyCdSzqiJGkIsZSSJEmStGWlTvLLFtAQXUl29SICYsoT96f9sG9R3OUk4oYxSSeUJA1RllKSJEmSXq5WJbtmEQ2PXkl+2QKCSjfV1ql0HfBJemaeRm30TkknlCQNA5ZSkiRJkgBIr3+Ehmge+ceuJt35DLVcKz0zT6MnPL1303L3iZIkDSBLKUmSJGkECzqfpeHx35KP5pFd9xBxKkNp6hF0HHI6pelHQ6Yh6YiSpGHKUkqSJEkaacrd5Jcv7N0n6slbCOIa5Ql70/6Wr1Hc9RTiwrikE0qSRgBLKUmSJGkkiGtk195O/tF55Jf+H6lyB9XmSXTvezY94elUx+6adEJJ0ghjKSVJkiQNY+nnnyAfzaMhuop0xxpq2SaKM06iGJ5GefIcCFJJR5QkjVCWUpIkSdIwE3SvJ//472iI5pF9dglxkKI85VA653yR4k7HQbaQdERJkiylJEmSpGGh0kNuxfU0RPPIrbqRoFahMm53Og7+J4q7nkKtafukE0qS9DKWUpIkSdJQFcdknr6bhkevJL/0j6SKm6g2bk/3rA/27hO13e5JJ5QkaYv6VUqFYdgEjAHKwJnAL6IoWjmYwSRJkiS9stSmFTS8sE9U20riTIHizifQE55OecdDIJVOOqIkSVvV3yulfgn8DDgdeBj4T+C4wQolSZIk6eWCno3kn/gjDdGVZJ++m5iA8o4H03nApyjtfDxxrjnpiJIkvSb9LaXGAL8HPh5F0T+GYXj8IGaSJEmSBFAtkVt5Iw2PzSO3/HqCWonKmJl0zPkixZlvp9Y8KemEkiS9bv0tpXLAucBfwjDcHfDPMJIkSdJgiGMyz95HQ3Ql+cd/T6rneWqFcXTv+R6K4elUxu8FQZB0SkmS3rD+llKfAU4BvgH8PXD2oCWSJEmSRqBU22oaHruKfDSPzMalxOk8xZ2OpRi+g9KUQyGdTTqiJEkDqr+l1O1AOzATuGvw4kiSJEkjR1BqJ//E/5GPriS39nYASpNm077vhynOeCtxflTCCSVJGjz9LaXm07uEb2Pf4xg4bVASSZIkScNZrULuyVvIR/PIL7uGoFqkMmonOmd/lp6Zb6fWOjXphJIkbRP9LaUaoig6bFCTSJIkScNVHJNZ9xD5aB4Nj/2WVPdz1PKj6dnt3fSEp1HZ/s3uEyVJGnH6W0rdEobhccAjLxyIomjV4ESSJEmShodUx1PkH7uahmgemQ0RcSpLafpR9ITvoDTtSEjnko4oSVJi+ltKbQ98n5cv35s7KIkkSZKkoazUSX75AhoenUd29Z8JiClP3I/2w75JcZeTiRvGJJ1QkqS60N9SKoyiaLdBTSJJkiQNVbUq2TW30RBdSX7pAoJKF9WWKXTt/3GK4elUR++cdEJJkupOf0upB8IwPAi4l96rpIiiqDRoqSRJkqQhIL3+URqieeQfu4p05zPUcq30zDyVYng65R0OgCCVdERJkupWf0upQ4G3bvY4BvxzjyRJkkacoOs5Gh77LfloHtl1DxIHaUrTjqDjkAsoTT8aMg1JR5QkaUjoVykVRdGswQ4iSZIk1a1KN/nl15KP5pFbdTNBXKU8fhYdh1xAz66nEDdul3RCSZKGnH6VUmEYvg04B8gCATDu1YqqMAzTwCVACFSB9wOjgD8Aj/cN+0kURb8Kw/Ar9F6FVQE+GUXRnWEY7gJcTu8VWQ8C50RRVHujY/v5byJJkiRBXCO79g7y0ZXkl84nVWqn2rwD3fueRU94OtWxM5NOKEnSkNbf5Xv/BHwMOAu4EThmK+NPBoii6OAwDA8HLqS3kLowiqJ/fWFQGIZvBg4DZgNTgHnAAX3jvxxF0U1hGF4MnBKG4coBGCtJkiS9qvTzS8lH82h47CrS7aupZZsozXgrPeHplCfPcZ8oSZIGSH9LqfVRFC0Ow/CsKIouD8Pw/a82OIqi34Zh+Me+h9OAZ4D9gDAMw1PovVrqk8AhwLVRFMXAqjAMM2EYju8be3Pf+QuAY4HojY6Noui5fr5eSZIkjSBB9wbyT/yehkevJPvsfcRBivKUt9B50Ocp7nQcZBuTjihJ0rDT31KqGIbhoUA2DMPjgB22dkIURZUwDH8OvB14BzAZuDSKonvCMPwS8BVgI7B+s9Pa6V3mF/QVSpsfax2AsVsspdLpgNGj/WVDfyudTjk3VNeco6p3zlHVra71BEuvJ339Hxj3+LUEtQrxhD2oHvU1anu8g6BlIgWgkHROjXi+j2oocJ7q9ehvKfUR4E3APwNfp3c531ZFUfTeMAw/D9wBzI2iaE3fU1cDPwR+B7RsdkoLvUVV7RWOtQ3A2C2qVmM2buzqz8vSCDN6dKNzQ3XNOap65xxV3Yhj0hseI7fyevIrrifz9D0EcY24eSLdsz7Yu0/Udrv3jq0CzlvVCd9HNRQ4T7Ul48e3bPG5fi2I36xMOhi4APjtq40Pw/A9YRh+se9hF73F0VVhGB7Yd+wo4B5gEXBcGIapMAynAqkoitYB9/btRQVwAnDrAI2VJEnSSFItkX3yVppu/SfGXnEwY//3KJoXfwvK3XTt93Gef8cfqXz8QToPPv+lQkqSJG0T/b373jeBHYHdgBLwReDvXuWUq4CfhWF4C7137Psk8CTwozAMS8DTwJlRFLWFYXgrsJjeguycvvPPBS4JwzAHPAJcGUVRdQDGSpIkaZgLujeQW/kn8iuuI7vqZlLlDuJ0ntKOh9C170coTT+KWvOkzU5w43JJkpIQxHG81UFhGN4SRdGhYRjeGEXREWEY3h5F0UHbIN82Uy5XYy811CvxMlTVO+eo6p1zVIPuhWV5K67jxWV5xFQbt6c0/ShK04+mtOMhW9ys3Dmqeucc1VDgPNWWjB/fcg+w/ys91989pTJhGDYAcRiGaXpX2UuSJEnJqJbIrr2d3PLryK+8gXTbKgDK4/ei64BPUpp+NJXxe3kVlCRJday/pdSF9O4BNZ7eTcsvHLREkiRJ0isIutf3Lcu7/uXL8qa8ha59z+5blrfVm0RLkqQ60d9Saj1wCLALsNxNwyVJkjTo4pj0hojcis3ulte3LK+469soTT+mb1leIemkkiTpdehvKXVBFEWHAncNZhhJkiSNcNUi2TW3v1hEpdufBDZflncMlfF7uixPkqRhoL+lVByG4dVABNQAoig6b9BSSZIkacR4aVneC3fL63xpWd5+51Ca5rI8SZKGo/6WUj/9q8dbv2WfJEmS9ErimPSGR8mtuIH8iuvIPP2X3mV5TdtT3PVUSjsdQ2nywS7LkyRpmOtvKXVAFEUffeFBGIa/AH4xOJEkSZI07PQty8uvuI7cihs2W5Y3i64DPrXZ3fKCZHNKkqRt5lVLqTAMzwG+DIwNw/C0vsMB8PBgB5MkSdLQFnSte2lZ3pO39C7LyzRQ2vEtdO330d675TVNTDqmJElKyKuWUlEU/Rj4cRiG5wG/AyrA54F/3wbZJEmSNJT0LcvLL7+e3IrryDxz70vL8ma+ndL0o12WJ0mSXtTf5XtHALcBHwWuBP6t75gkSZJGsmqR7JrFvLQsbzUA5Ql79y7L2+kYKtvt6bI8SZL0N/pbSmWAW4EvR1H0v2EYnj2ImSRJklTHepfl9W5Snlt1C0Gla7NleR9zWZ4kSeqX/pZSOeBC4JYwDI94DedJkiRpqItj0usfIb/ienIrrt9sWd5EesLTKE0/htKOcyHjsjxJktR//S2X3gccA1wGnAL8w2AFkiRJUh2oFsmuvo38yuvJLb+edMcaoG9Z3oGfpjT9GCrb7eGyPEmS9Lr1q5SKouhx4PG+h78evDiSJElKStD13It3y3v5srxD6TrgE5SmHUWtafukY0qSpGHCZXiSJEkj1cuW5V1H5pn7epflNe9AT3h6793yXJYnSZIGiaWUJEnSSFLp6btbXu/+UC9flncuxenHUN1ud5flSZKkQWcpJUmSNMwFXc+RX3EDuRXXkXvy1r5leQVKUw6l64BPUpp2pMvyJEnSNmcpJUmSNNy8uCzvOnLLryP77H0Avcvy3vQOStOOclmeJElKnKWUJEnScFDpIbfmNnIvLstbC0B5wj50HvgZl+VJkqS6YyklSZI0RAWdz5JfeUNvEfXkLQSV7s2W5X2K4rSjiJsmJB1TkiTpFVlKSZIkDba4BrUqxFWIawS1yotfU6sSxBWo1SCuErx4vNI7Nq6+dG6tSlArk33qLnIrrt9sWd4ket70zt675U2eC5mGhF+wJEnS1llKSZKkwVMtw7MPk9nU/vJi5YXiJa72FTQvlTbBi+XNlgqc6hYLnmCzn/G3BU+VYPNyqPby54PNfgZxZctj42rf+K1lrr10LvGA/9OWJ+xD5+zP9i7LG7eby/IkSdKQYyklSZIGXNDzPA0P/ZLCA5eT7nyaMdvgZ8YEkMpAkIIgTZxKQ5CGVJo4SPceT2V6nwtS8MLzL45N9Y3PEAcp4lQOMn3nvjg2RbzZz+j93ikIMn1jUn3j+5Mjtdn37v0em+f425/zUo7KmF1dlidJkoY8SylJkjRg0s8/QWHJZTREvyGo9FDa8RDio75CZyX/t2XQ5iXNZmXQK5UwL5VBL5Q6f/182iuFJEmShhhLKUmS9MbEMdnVt1K47xLyq24kTufpmfl2uvf+INVxuzF6dCOljV1Jp5QkSVKdsZSSJEmvT6WbhseuprDkMjIbImqF8XQeeC7de7yHuHG7pNNJkiSpzllKSZKk1yTV+QwND/6CwoP/RapnA5Vxu9N21L9R3PVtkM4nHU+SJElDhKWUJEnql8xzD1JYcgn5x38PtQql6cfQvc+HKE+a435OkiRJes0spSRJ0pbVquRWXEdhySXk1t5BLdtE957voXuv91MbvVPS6SRJkjSEWUpJkqS/EZTaaXjkVxTu/xnptpVUW3akY+759Oz+buL8qKTjSZIkaRiwlJIkSS9Kta2icP/PaHjkf0mV2invcAAdc75IaefjIeWvDZIkSRo4/nYpSdJIF8dknrqLxiWXkFu+EIIUxRlvpXvvD1HZft+k00mSJGmYspSSJGmkqpbIP/FHCvdfRvbZJdTyo+je9yN07/Veas2Tkk4nSZKkYc5SSpKkESbo3kDhoV/S8ODlpDufoTJ6Bu2HfYue8B2QLSQdT5IkSSOEpZQkSSNEesPjFJZcSkN0JUG1SGnKYXQc8V1KUw+HIJV0PEmSJI0wllKSJA1ncUz2yZt794tadTNxOk9PeDrdsz5IdVyYdDpJkiSNYJZSkiQNR+VuGh6bR2HJZWSef5xq4/Z0zv4c3Xv8PXFhXNLpJEmSJEspSZKGk1THUzQ8+AsKD11Bqud5ytvtSdvR36e4y9sgnUs6niRJkvQiSylJkoaBzLP3U1hyCfkn/gC1KqWdj6N77w9R3mE2BEHS8SRJkqS/YSklSdJQVauSW76QxiWXkn3qTmrZZrr3eh/de72f2qhpSaeTJEmSXpWllCRJQ0xQbKPhkV9RuP+npNufpNo6lY5DvkrPbu8izrUkHU+SJEnqF0spSZKGiNSmFRTu/xkNj/yKVLmD0g6z6Tj4fEo7HQepdNLxJEmSpNfEUkqSpHoWx2TX3k5hyaXkll8LqTTFXd5G994fojJhVtLpJEmSpNfNUkqSpHpULZF//PcUllxKdt2D1BrG0LXfx+jZ6x+pNU1MOp0kSZL0hllKSZJUR4Lu9RQeuoKGB35OuutZKmNm0n74v9Az8zTIFpKOJ0mSJA0YSylJkupAev2jFO6/jIboKoJqkdLUw2nf+0LKUw6DIEg6niRJkjTgLKUkSUpKXCO38kYK919G7slbiDMN9LzpnXTP+gDVsTOTTidJkiQNKkspSZK2tXIXDdGVFJZcRmbjUqpN29Nx0Bfo2ePviRvGJJ1OkiRJ2iYspSRJ2kZSHWspPPBzGh66glRxE+UJe9N2zA8pzngrpHNJx5MkSZK2KUspSZIGWeaZeyksuZT80v+DuEZp5+Pp2vsMKhP3d78oSZIkjViWUpIkDYZahdyya2hccinZp++mlmuhe68P0D3r/dRapySdTpIkSUqcpZQkSQMoKG6i4eH/oXD/z0h3rKHaOo2OQy6gZ7d3Eeeak44nSZIk1Q1LKUmSBkBq43IK9/+UwiO/Iqh0UZp0EB1v+Rql6UdDKp10PEmSJKnuWEpJkvR6xTHZNbdRWHIpuRXXQypDcddT6N77Q1TG75l0OkmSJKmuWUpJkvRaVYvkH/sdjUsuJbP+YWoNY+na/+N07/le4qYJSaeTJEmShgRLKUmS+inoWkfhwV9QePAXpLrXURkb0n7Ed+mZeSpkCknHkyRJkoYUSylJkrYive5hCvdfRsNjvyWoFilOO5Luvc+gvOMhEARJx5MkSZKGJEspSZJeSVwjt/JPFO67hNyaRcSZAj27vYvuWR+kOmZG0ukkSZKkIc9SSpKkzZU6aYh+Q2HJZWQ2LafaNJGOOV+kZ/f/R9wwJul0kiRJ0rBhKSVJGtlqFTLPLiG7ZjG5NYvJPnUnQaWb8oR9aDv2xxR3PhHS2aRTSpIkScOOpZQkaWSpVcg89yDZNYvJrrmN7FN3kip3AlAZG9Kz27vo2fVUKhP3c78oSZIkaRBZSkmShrdalcz6h8muvo3s2sVk195BqtQOQGXMrhTD0ylNnkt50kHEjdslHFaSJEkaOSylJEnDS1wjvf5Rcmtu670aau3tpIqbAKiM3pnirqdQnjyH0qQ5xE0TEg4rSZIkjVyWUpKkoS2OSW+IyK65ra+Iup1UcSMA1dZpFGecSHnSHMqT51Br3iHhsJIkSZJeYCklSRpa4pj080+8VEKtvZ1U93oAqi1TKO50HOUd51CeNJday6SEw0qSJEnaEkspSVJ9i2PSG5e9uDF5bs1iUt3PAVBtnkRp6hG9e0JNnkOtdUrCYSVJkiT1l6WUJKm+xDGpTSvIrV384ubk6c5nAKg2bU9pyiGUJ8+lNHkutdap3iFPkiRJGqIspSRJiUu1rSK7ZnHfnlC3ke54CoBaYTylHefSNXkO5clzqY7ayRJKkiRJGiYspSRJ21yqfc2LS/Gya24j3b4agFphHKVJc+jab25vCTV6hiWUJEmSNExZSkmSBl2q4ymya27ruxpqMem2lQDUGsZQnjyHrn0+3FtCjZ1pCSVJkiSNEJZSkqQBl+p8pm9j8t4roTKblgNQy4+iPOkgume9n9LkuVTHvQmCVMJpJUmSJCXBUkqS9IYFXeteXIqXXbuYzPNPAFDLtVKeNJuePd9DefJcKuN2g1Q64bSSJEmS6oGllCTpNQu6N5Bd27cx+erFZJ5/DIBatpnypAPp2e3dlCfPobLdnpZQkiRJkl6RpZQkaauCnufJrr2jb3Py28isfxSAONNIedIBdLzpdMqT5lCZMAtS/q9FkiRJ0tb5yUGS9DeC4iaya+/s25z8NjLrHiYgJs40UJ54AJ2zT6G041wq42dBOpt0XEmSJElDkKWUJImg1L5ZCbWYzLoHCeIacTpPeeJ+dB14LqXJc6lsvzek80nHlSRJkjQMDEopFYZhGrgECIEq8H4gAC4HYuBB4JwoimphGH4FeCtQAT4ZRdGdYRjuMhhjB+O1StKQVOok+9Sd5NYuJrv6NjLPPUAQV4lTOcoT96Vr/09QnjyX8vb7QqYh6bSSJEmShqHBulLqZIAoig4Ow/Bw4EJ6S6kvR1F0UxiGFwOnhGG4EjgMmA1MAeYBB/SNH4yxkjQylbvJPn0XudV9d8d7dglBrUKcylLZfl+69vtobwk18c2QKSSdVpIkSdIIMCilVBRFvw3D8I99D6cBz9B71dLNfccWAMcCEXBtFEUxsCoMw0wYhuOB/QZjbBRFzw3G65WkulPpJvv0X/o2Jl9M5pl7CWpl4lSGyoS96d7nLEo7zqU8cX/INiadVpIkSdIINGh7SkVRVAnD8OfA24F3ACf1lUQA7cAooBVYv9lpLxwPBmnsFkupdDpg9Gg/mOlvpdMp54bqWjqdYnRzmmDN3QQrbyVYuYhgzV0E1RJxkCLeYR9qs88mnnYw8ZSDINdMFnB7cm0rvo+q3jlHVe+coxoKnKd6PQZ1o/Moit4bhuHngTuAzdeDtAAbgba+r//6eG2Qxm5RtRqzcWPX1l+URpzRoxudG6pLqbZV5JfOp3HNzWRW30lQLRIHKSrb7Ul5r/f3LsebdCBxbrO3wy6gy/msbcv3UdU756jqnXNUQ4HzVFsyfnzLFp8brI3O3wPsGEXRt+j9CFQD7g7D8PAoim4CTgBuBJ4AvhOG4feAHYFUFEXrwjC8dzDGDsZrlaRtKb3hcfLL5pNbuoDsugcBiCfsQfee/0h58hzKk2YT50clnFKSJEmStm6wrpS6CvhZGIa30LtC5JPAI8AlYRjm+r6+MoqiahiGtwKLgRRwTt/55w7SWEkaWuKY9LqHyS+bT37pfDLPPw5AeeJ+dMw9n+KME2id+iY6/auUJEmSpCEmiON466NGgHK5GnupoV6Jl6Fqm4trZJ65l/yyBeSXLiDdtpI4SFGedBDFGSdS2uk4as07vDjcOap65xxVvXOOqt45RzUUOE+1JePHt9wD7P9Kzw3qnlKSpH6qVck+dSe5pfPJL1tAuvNp4lSW8o4H07XfORR3Oo64MC7plJIkSZI0YCylJCkp1TLZNbeRXzqf/PKFpLrXEafzlKYeTueML1Cafoz7Q0mSJEkatiylJGlbqvSQe/IW8ssWkFt+LaniJmrZJkrTjupdmjf1CMg1JZ1SkiRJkgadpZQkDbZSJ7lVN5JfOp/cyhtIlTup5UdRmn5MbxE15VDINCSdUpIkSZK2KUspSRoEQXETuRXXkV+6gNyqmwiqRWqFcRR3PZXijBMpT54D6VzSMSVJkiQpMZZSkjRAgu715JcvJL90PtnViwhqZapNE+ne/f9RmnEi5R0OhFQ66ZiSJEmSVBcspSTpDUh1Pk1u2TW9RdTa2wniGtXWqXTP+gDFGSdS2X5fCFJJx5QkSZKkumMpJUmvUartyd475i2bT/bpewCojNmVrv0+RnHnE6lutzsEQcIpJUmSJKm+WUpJUj+kn1/au1H5svlkn3sAgPJ2e9A5+7O9RdTYXRNOKEmSJElDi6WUJL2SOCa9/pG+K6IWkNkQAVDefl865nyJ4owTqY2alnBISZIkSRq6LKUk6QVxTObZ+/quiFpAZtMK4iBFeYcDaX/L1yjtfDy15klJp5QkSZKkYcFSStLIVquSffpucn1XRKU71hKnMpQnH0z7vmdR3Ol44sbtkk4pSZIkScOOpZSkkadaJrt2cd/SvIWkup8jTucpTTmMztmfozT9aOKG0UmnlCRlhh9lAAAdrElEQVRJkqRhzVJK0shQLZJ78tbepXnLryVV3EicaaQ47UhKM06kNO1I4lxz0iklSZIkacSwlJI0fJW7yK26sbeIWnEDqXIHtVwrpelHU5xxIqWph0GmkHRKSZIkSRqRLKUkDStBsY3ciuvJL5tPbtVNBJUeag1jKe56MsWdT6S848GQziUdU5IkSZJGPEspSUNe0PM8+WULyS2bT+7JPxPUSlQbt6dnt3f1FlGTZkPKtztJkiRJqid+SpM0JKU6nyG37BryS+eTXXs7QVyl2jKF7lnvp7jzCVQmvhmCVNIxJUmSJElbYCklachIta0mv2wB+WXzyTx1NwExldEz6Hrz2ZRmnEhluz0hCJKOKUmSJEnqB0spSXUtvXEZuaXze6+Ieu5+ACrjdqPrwE9T3PlEqmNnWkRJkiRJ0hBkKSWpvsQx6Q2Pku8rojIbIgDKE/ahY855FHc+gdronRIOKUmSJEl6oyylJCUvjsk8dz/5pfPJLZ1PZtNyYgLKOxxIxyFfpbjzidRaJiWdUpIkSZI0gCylJCUjrpF56m7yy+aTX7qAdMca4iBNefJc2vc5k+JOxxE3TUg6pSRJkiRpkFhKSdqmsmvvIP/478gtu4Z017PEqRylqYfSeeC5lHY6hrhhTNIRJUmSJEnbgKWUpG2jWqZ50QUUHricOFOgNO0IOnc+kdL0o4hzLUmnkyRJkiRtY5ZSkgZd0PksoxaeRfapO+na+0w6Z38WsoWkY0mSJEmSEmQpJWlQZZ6+h9YFZ5IqbaLtmB9RnHlq0pEkSZIkSXXAUkrS4IhjGh66guZb/4la8ySeP/m/qG63e9KpJEmSJEl1wlJK0sCr9NB885coPPorilOPoP2YHxI3jE46lSRJkiSpjlhKSRpQqfY1tC44g+xz99O5/yfoOuDTkEonHUuSJEmSVGcspSQNmOzqRbQu/AjUymw68aeUdjo26UiSJEmSpDplKSXpjYtjCvf9B02Lv0l19AzaTriU6pgZSaeSJEmSJNUxSylJb0ypk5YbP0PDE3+gOONE2o+8kDjXnHQqSZIkSVKds5SS9LqlNy6jdcEZpJ9/nI4559G970cgCJKOJUmSJEkaAiylJL0uuRXX03LdxyFIsenkKyhPOTTpSJIkSZKkIcRSStJrE9dovOv7NN11IeXt9qTthEuotU5JOpUkSZIkaYixlJLUb0FxEy3Xf4L8iuvpCd9B++Hfgkwh6ViSJEmSpCHIUkpSv6TXP0rrgg+Rbl9N+6H/TM+e73X/KEmSJEnS62YpJWmr8o//gZY/nUst18zGU39DZYcDko4kSZIkSRriLKUkbVmtQtPib9F4339Qnrg/bcdfTK1pYtKpJEmSJEnDgKWUpFcUdK+ndeHZ5NYsonvP99JxyFcgnUs6liRJkiRpmLCUkvQ3Ms8uoXXBmaS619F25IUUd/v/ko4kSZIkSRpmLKUkvUz+kV/RcvN51ArbsfG0q6lMmJV0JEmSJEnSMGQpJalXtUTzn79K4cFfUNrxENqO/TFxYVzSqSRJkiRJw5SllCRSnU/Tes2HyT59D137nkXnQV+AlG8PkiRJkqTB46dOaYTLrL2TUdd8mKDcyabjLqa0y0lJR5IkSZIkjQCWUtJIFcc0PHA5zYsuoNoyhbZT/pfquDDpVJIkSZKkEcJSShqJKt203PQFGqJ5FKcfTfvRPyDOj0o6lSRJkiRpBLGUkkaYVNuTtC44g8y6h+g88Fy69v8EBKmkY0mSJEmSRhhLKWkEyT55C60Lz4a4RttbL6c0/aikI0mSJEmSRihLKWkkiGMKf/kxTXd8h+qYXdl0wqXURu+UdCpJkiRJ0ghmKSUNc0Gpg5Y/fZr80vn07PI22o/4LuSako4lSZIkSRrhLKWkYSz9/FJaF3yI9MaldMw9n+59zoQgSDqWJEmSJEmWUtJwlVu2kJYbPgmpLJve9j+Udzw46UiSJEmSJL3IUkoabmpVGu+6kKa7f0B5wt60Hf+f1FomJ51KkiRJkqSXsZSShpGgZyOt132U3Kqb6N7tXXQc+g3INCQdS5IkSZKkv2EpJQ0T6XUPM2rBGaQ61tJ+2Lfp2ePv3T9KkiRJklS3LKWkYSD/2NW03PhZavlRbHz7lVQm7pd0JEmSJEmSXpWllDSUVcs0Lf4GjUsupbTDbNqO+wlx04SkU0mSJEmStFWWUtIQFXQ9R+vCj5Bbeztdsz5A59zzIZ1NOpYkSZIkSf1iKSUNQZln7qV1wRmkep6n7egfUAxPTzqSJEmSJEmviaWUNMQ0PPzfNN/8ZWpN27Px9N9RGb9n0pEkSZIkSXrNLKWkoaJapPmW8yk8/N+UphxG27E/Im4Yk3QqSZIkSZJeF0spaQhIdayldcGZZJ+9j643f5TO2Z+FVDrpWJIkSZIkvW6WUlKdy65ZTOvCj0Clm03H/yelGScmHUmSJEmSpDfMUkqqV3FM4f7LaFr0daqjptN26m+ojt016VSSJEmSJA0ISympHpW7abnxszQ8/luKOx1H+9HfJ861JJ1KkiRJkqQBYykl1ZnUppWMWvAh0usfpXP25+na7xwIUknHkiRJkiRpQFlKSXUku/JGWq/7KACbTvoF5WlHJJxIkiRJkqTBYSkl1YO4RuM9P6Lxju9SHbcbm064hNqoaUmnkiRJkiRp0FhKSQkLim203PAp8ssX0rPrqbQf8V3IFpKOJUmSJEnSoLKUkhKU3vA4rQs+SHrTSjoO+Srdsz4IQZB0LEmSJEmSBp2llJSQ3NL5tNzwKcgU2HTK/1KePCfpSJIkSZIkbTOWUtK2VqvSdMd3aPzLjylvvy9tx/8HteZJSaeSJEmSJGmbspSStqGg53larz2H3JO30L3739Nx6NcgnU86liRJkiRJ29yAl1JhGGaBnwLTgTzwz8Bq4A/A433DfhJF0a/CMPwK8FagAnwyiqI7wzDcBbgciIEHgXOiKKq90bED/Tql1yrz3IO0LjiDVOcztB/xHXp2/39JR5IkSZIkKTGpQfie/wCsj6LoLcAJwI+ANwMXRlF0eN9/vwrD8M3AYcBs4N3Aj/vOvxD4ct/5AXDKAI2VEpOPrmT0vFMgrrDxtHkWUpIkSZKkEW8wlu/9Brhys8cVYD8gDMPwFHqvlvokcAhwbRRFMbAqDMNMGIbj+8be3HfuAuBYIHqjY6Moem4QXqv06qplmhZ9jcYHfkZp0kG0HXcxceN2SaeSJEmSJClxA15KRVHUARCGYQu95dSX6V3Gd2kURfeEYfgl4CvARmD9Zqe2A6OAoK9Q2vxY6wCMtZTSNhV0PsuohWeRfepOuvY+k86550HKbdwkSZIkSYJB2ug8DMMpwNXARVEU/XcYhqOjKNrY9/TVwA+B3wEtm53WQm9RVXuFY20DMPZVpdMBo0c3bv3FacRJp1OveW4Eq+8kPe/90LORyqmXkN3jdEYPUj7p9cxRaVtyjqreOUdV75yjGgqcp3o9BmOj8+2Ba4GPRlF0Q9/hhWEYfqxvw/GjgHuARcB3wjD8HrAjkIqiaF0YhveGYXh4FEU30bsn1Y3AE2907NZyV6sxGzd2Ddi/g4aP0aMb+z834piGh66g+dZ/otY8iU2n/47qdruDc0uD6DXNUSkBzlHVO+eo6p1zVEOB81RbMn58yxafG4wrpc4DxgDnh2F4ft+xTwPfD8OwBDwNnBlFUVsYhrcCi+ndcP2cvrHnApeEYZgDHgGujKKoOgBjpcFV6aH55i9RePRXFKceQfsxPyRu8PooSZIkSZJeSRDH8dZHjQDlcjW21dUr6U/jn2pfQ+s1Z5J9dgmd+3+CrgM+Dan0Nkqokc6/SqneOUdV75yjqnfOUQ0FzlNtyfjxLfcA+7/Sc+66LL1B2dWLaF34EaiV2XTiTyntdGzSkSRJkiRJqnuWUtLrFccU7vsPmhZ/k+roGbSdcCnVMTOSTiVJkiRJ0pBgKSW9HqVOWm78DA1P/IHijBNpP/JC4lxz0qkkSZIkSRoyLKWk1yi1cTmjFnyI9POP0zHnPLr3/QgEQdKxJEmSJEkaUiylpNcgt+IGWq77GAQpNp18BeUphyYdSZIkSZKkIclSSuqPuEbjXd+n6a4LKW+3J20nXEKtdUrSqSRJkiRJGrIspaSt6dlE6/wzyK+4np7wHbQf/i3IFJJOJUmSJEnSkGYpJb2K9PpHyVz7Ydi4kvZD/5mePd/r/lGSJEmSJA0ASylpC/KP/ZaWGz8L+VY2nvJrKpMOTDqSJEmSJEnDhqWU9NeqJZoWfZ3GB35GeYcD4Z2XU6m2Jp1KkiRJkqRhxVJK2kyq4ylaF55F9ul76Nr7DDrnnMfollGwsSvpaJIkSZIkDSuWUlKf7OpFtF57DkG5i7Zjf0Jx15OTjiRJkiRJ0rBlKSXFMYV7f0LT7d+mOnpn2k79DdWxuyadSpIkSZKkYc1SSiNaUGyj5U+fJr/sGnpmnETHkd8jzjUnHUuSJEmSpGHPUkojVnr9o7QuOIN02yo6Dv4K3Xt/CIIg6ViSJEmSJI0IllIakfKPXU3LjZ+jlmth06m/pjxpdtKRJEmSJEkaUSylNLJUSzQv+hqFBy6ntMNs2o+7iFrT9kmnkiRJkiRpxLGU0oiR6lhL68KPkH36Hrr2PpPOOV+EdDbpWJIkSZIkjUiWUhoRsqsX0Xrt2VDpYdNxF1Pa5aSkI0mSJEmSNKJZSml4i2MK915E0+3/QnX0DNqO/0+qY3dNOpUkSZIkSSOepZSGraDYRssNnyK/fCE9u5xMxxHfJc41Jx1LkiRJkiRhKaVhKr3+EVoXnEm6/Uk6Dvkq3bM+CEGQdCxJkiRJktTHUkrDTj66ipabPk8t18LGU35NZdKBSUeSJEmSJEl/xVJqmPm/h57h9w8+nXSMRGTiMu/rvJQTe/7IQ5k9uLDhCzx/ax5Y8sa+byZFpVIbmJDSIHCOqt45R1XvnKOqd85RDQXO04H1tj0n8tY9tk86xqCzlNKwMK66js+0f4uw8ii/K7ydKxrfRzVwekuSJEmSVK+COI6TzlAXyuVqvHFjV9Ix9DpkVy+i9dqzodJD+5H/SmmXkwb0+48e3YhzQ/XMOap65xxVvXOOqt45RzUUOE+1JePHt9wD7P9Kz3kpiYauOKZw70U03f4vVEfPoO2ES6iO2SXpVJIkSZIkqR8spTQkBcU2Wm74FPnlC+nZ5W20H/FdyDUlHUuSJEmSJPWTpZSGnPT6R2hdcAbp9tV0HPJVumd9EIIg6ViSJEmSJOk1sJTSkJKPrqLlps9Ry41i4ym/pjLpwKQjSZIkSZKk18FSSkNDtUTzogsoPPBzSpMOou3Yi4ibJiSdSpIkSZIkvU6WUqp7qY61tF7zYbLP3EvXPh+mc84XIeXUlSRJkiRpKPOTvepadvUiWq89Gyo9bDruYkq7nJR0JEmSJEmSNAAspVSf4hqFv1xE0x3foTp6Bm0nXEJ1zC5Jp5IkSZIkSQPEUkp1JyhuouX6T5FfcS09u7yN9iO+C7mmpGNJkiRJkqQBZCmlupJe9zCt15xJun01HYdcQPesD0AQJB1LkiRJkiQNMEsp1Y18NI+Wmz5PLTeKjaf+hsoOByQdSZIkSZIkDRJLKSWvWqT5z1+j8ODPKU06iLZjLyJumpB0KkmSJEmSNIgspZSoVPtaWhd+mOwz99K171l0HvQFSP3/7d17kJ1lfQfw725YlqzsJoCpONTRhsvjWMERtGC5GEYaErUGOjplHK9tQSTOiLeKF0RaZlRAO1qJSmy9VCyWIE5vYIQWhFahRaVC5JnaFsVYG3DM7oa4WbJ7+sceNAm5AO6e9+zu5/NP3vOe95zzPckvuznfPO+7xhIAAADmOp/+aUzf/bdlaP15ycR4hld8KuOHv6TpSAAAAECHKKXovNZkFn5rTZ50+6WZWHxERlauzcRBhzedCgAAAOggpRQd1bNtOIM3viX9963P2JGrMrrs0mT/JzUdCwAAAOgwpRQds+DBDVl0/dnp3bIxW066OD8/5g+Snp6mYwEAAAANUErREf11XQZvviCT/Yuy+Yxrsv2pz286EgAAANAgpRQza2JbDrzt4iy8+/MZP+wFGVm+Jq2BJU2nAgAAABqmlGLG9I7+OEM3nJO+Td/J1ueem4dOuCDpNXIAAACAUooZ0nf/rRlavzqZGM/wiiszfviLm44EAAAAdBGlFNOrNZmBO6/IwB2XZeKgIzOy4spMHHR406kAAACALqOUYtr0bBvO4I3np/++r2XsyFUZPfWypG+g6VgAAABAF1JKMS0WPLghi64/O71bNmb05D/J2NGvT3p6mo4FAAAAdCmlFL+y/nvXZfCWCzLZvyibz1iX7U99XtORAAAAgC6nlOKJm9iWA299fxbe81cZP+wFGVm+Jq2BJU2nAgAAAGYBpRRPSO/oxgzd8Ib0bfpOtj73jXnohHcmvcYJAAAAeGy0CDxuffffmqH15yUTD2d45dqML13ZdCQAAABgllFK8di1JjNw58czcPtlmTj4qIysXJuJxUubTgUAAADMQkopHpOebcMZvPH89N/3tYwdeUZGT7006RtoOhYAAAAwSyml2KcFD27IouvPTu+WjRk9+U8zdvTrkp6epmMBAAAAs5hSir3qv/eaDN58QSYPOCibz7w22w89rulIAAAAwByglGL3JrblwFsvysJ7vpDxw347I8vXpDXw5KZTAQAAAHOEUopH6R3dmKEbzknfpruy9djz8tDxf5z0GhUAAABg+mga2Enf/V/P0PrVyeT2DK/8dMaXrmg6EgAAADAHKaWY0prMwJ0fz8Dtl2Xi4KMysnJtJhYvbToVAAAAMEcppUjP2OYM3nR++u+7MWNHnZnRZR9K+gaajgUAAADMYUqpeW7BA/dk0Q3npHfLjzN6yiUZe/Zrk56epmMBAAAAc5xSah7rv/eaDN58QSYPOCibz1yX7Yce13QkAAAAYJ5QSs1HE9ty4Nffl4Ubrsr4YSdmZPkVaQ08uelUAAAAwDyilJpnekc3ZuiGc9K36a5sPXZ1Hjr+HUmvMQAAAAA6Sxsxj/T98JYMfe1NyeT2DK/8dMaXrmg6EgAAADBPKaXmg9ZkBu788wzcfnkmDikZWXFlJhYvbToVAAAAMI8ppea4nrHNGbzxzen/wU0ZO+r3Mrrsg0nfQNOxAAAAgHlOKTWHLXjgniy64Zz0bvlxRk+5JGPPfm3S09N0LAAAAACl1FzV/72/yeAt78rkwoOz+cx12X7ocU1HAgAAAPgFpdRcs30sB956URZuuCrjh52YkdPXpLXwkKZTAQAAAOxEKTWXTDycxde9PH2bvpOtx67OQ8e/I+n1RwwAAAB0H43FHNIzMZbJhYdkeOVfZHzp6U3HAQAAANgjpdQc0tp/MCMv/VzTMQAAAAD2adpLqVJKX5K/TPKMJP1JLkmyIclnk7SS3J1kda11spRyUZKXJNme5Pxa6x2llCNm4tjpfp8AAAAAPHG9M/Ccr0ry01rryUlWJvl4ko8keW97X0+SVaWUY5O8MMnxSc5KckX78TN1LAAAAABdYiZKqWuSXLjD7e1JjktyS/v29UlOS3JSkvW11lat9YdJ9iulLJnBYwEAAADoEtNeStVat9RaR0spg0nWJXlvkp5aa6t9yGiSRUmGkgzv8NBH9s/UsQAAAAB0iRm50Hkp5WlJrkuyptb6xVLKpTvcPZhkc5KR9vau+ydn6Ni9WrCgJ4sXD+zrMOahBQt6zQZdzYzS7cwo3c6M0u3MKLOBOeWJmIkLnT8lyfokb6q13tTe/e1SyrJa682Zus7UPyf5fpJLSymXJ/n1JL211gdLKTNy7L5yT0y0snnz1un6bWAOWbx4wGzQ1cwo3c6M0u3MKN3OjDIbmFP2ZMmSwT3eNxMrpd6d5KAkF5ZSHrm21JuTfKyUsn+S7yVZV2udKKXcmuQbmTqNcHX72LclWTsDxwIAAADQJXparda+j5oHHn54oqXVZXc0/nQ7M0q3M6N0OzNKtzOjzAbmlD1ZsmTwziTP2919M/HT9wAAAABgr5RSAAAAAHScUgoAAACAjlNKAQAAANBxSikAAAAAOk4pBQAAAEDHKaUAAAAA6DilFAAAAAAdp5QCAAAAoOOUUgAAAAB0nFIKAAAAgI5TSgEAAADQcUopAAAAADpOKQUAAABAxymlAAAAAOi4nlar1XSGbvFAkh80HQIAAABgDnl6kiW7u0MpBQAAAEDHOX0PAAAAgI5TSgEAAADQcUopAAAAADpOKQUAAABAxymlAAAAAOi4/ZoOAN2slHJmklfUWl/Zvv2iJJckeTjJpiSvqbVubTAi89xuZvSEJB9Nsj3J+lrrxU3mgyQppSxKcnWSJyUZT/KqWutPmk0Fv1RKWZDkI0mel6Q/yftrrX/fbCp4tFLKM5PcnuQptdaxpvPAI9rf67+QZCjJ/kneWmv9RrOpmA2slII9KKV8NMkHsvPfkzVJzqi1npLkP5P8URPZINnjjH4yySuTnJTk+FLKsU1kg128Lsl32187v5TkHc3GgUd5dZK+WuuJSVYlOaLhPPAopZShJB9Osq3pLLAbb01yU631hZn6vn9Fs3GYLZRSsGf/muSNu+xbVmv9v/b2fkn8DxVN2mlG2/9Y7a+1/lettZXkq0le1FQ42MF3kwy2t4cytdoUusnpSX5USvmHJGuT/F3DeWAnpZSeJFcmeXcSq/TpRn+W5FPtbZ+TeMycvse8V0r5wyRv2WX362utXyqlLNtxZ631f9uPOTPJqUku7EhI5rXHMaNDSUZ2uD2aZOkMx4Od7GFeVydZXkrZkOTgJCd3PBi07WFGH8jUB6iXJjklyWfav0LH7WFGf5Dk6lrrXaWUBlLBL+3l36b/Vko5NFOn8Z3f+WTMRj2tVqvpDNC12h/4z621nrXDvrckeXmSVbXWB5vKBsnOM9peKfXNWuuz2ve9OVOno1zeZEYopXw5yVdrrZ8qpRyT5Au11mOazgWPKKVcneSaWuu17ds/qbUe2nAs+IVSyveT/Kh984Qkd7RPiYauUUo5OlPXkHx7rfX6pvMwO1gpBY9DKeU9SY5Lclqt9edN54Ed1VpHSinjpZTDk/x3pk5HcaFzusHPkgy3tzdlalUfdJPbkrw4ybWllOck+WHDeWAntdZfXOeslHJfkuWNhYHdKKU8K8k1SX6/1npX03mYPZRS8BiVUp6S5KIk30pyfXvp9JdqrZ9oNBjs7NwkVyVZkKmfvnd7w3kgmTrV+dOllPOS9CU5u+E8sKu1ST5RSvlmkp5MfS0F4LH7QJIDkny0/TlpuNa6qtlIzAZO3wMAAACg4/z0PQAAAAA6TikFAAAAQMcppQAAAADoOKUUAAAAAB2nlAIAAACg45RSAAAAAHTcfk0HAABg70opz0hyda31hMf5uGcm+WStdVkp5eokr0lyWJLrktyV5Iokn0nyt7XWd01vagCAvbNSCgBgHqi1nlVrHU9yYpKbaq2vTbI8U6WVQgoA6DgrpQAAZlAp5VtJViT5WZKfJnlhrfXb7f2fS3JWklamVkJ9rJTytCRXJjkgyViSc3Z4rgVJPpvk7lrrh/bwek9NclWSniQ/2WH/fUlOSfLeJAOllJEkr08yXkr5Ua31uml82wAA+2SlFADAzPpKktOTnJTkf5L8TinlWUm+n+QV7f0nJTmjlFKSXJ7kY7XWU9vbH2w/z36ZKpu+sadCqu1tSf66/fiv7HLfpvbzfbHWenGmCq6PKKQAgCYopQAAZtaXk7w4U6ul3pPktCQvS3JtkqcnuSnJPyU5JMkRSY5O8u5Sys1J3pfk19rP85z29oH7eL3fTHJHe/tfputNAABMN6UUAMAMqrXeneQ3kvxWkn/MVKm0Ksm9Se5JcmqtdVmmVi19t73/ne19b0iyrv1UdyZ5SZJXl1KO2ctL3pvkBe3t50/jWwEAmFZKKQCAmXdLkgdqrZPt7U211rsytUrqtlLKvyc5MsnGJG9PclEp5ZYkn0/yH488Sa3150nOTfL5Ukr/Hl7rwiS/215p9bIZej8AAL+ynlar1XQGAAAAAOYZP30PAGAWKqV8OcnBu+werrWuaiIPAMDjZaUUAAAAAB3nmlIAAAAAdJxSCgAAAICOU0oBAAAA0HFKKQAAAAA6TikFAAAAQMf9P8G0gFnrE3b4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 10))\n",
    "sns.lineplot(list(range(-len(ja_a), 0)), list(ja_b['average_stream'].values) * len(ja_a), label = 'before promotion (12 weeks Average benchmark)')\n",
    "sns.lineplot(ja_a.week_diff, ja_a.total_stream, label = 'after promotion')\n",
    "plt.ylabel(\"streams\")\n",
    "plt.title('James Arthur, \"Train Wreck\", Back from the Edge')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The blue line is the benchmark line, it started from 12 weeks ago to the promotion date. User will specifiy the the promotion date manually. It's a straight line we the same average value that repeated 12 times. \n",
    "\n",
    "- The orange line is the streaming performance for this specific project. It start from the day of the promotion to current (or some user speificied date)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
