Google_Trend_Searches.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pytrends.request import TrendReq\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import datetime\n",
    "\n",
    "# Login to Google. Only need to run this once, the rest of requests will use the same session.\n",
    "pytrends = TrendReq(hl='en-US', tz=360)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/HTdu3JA/T0xMxKlTp6DRaFCvXj3odDr8/vvvAOjD/Ntvv6Fjx47o1KkTduzYIUe0fv/996hSpQpq166NLl26YMuWLQCAtLQ07N6926lD8Pjjj+OXX35BcnIyAOC7775TjV3zaDQauYEcM2YMIiMjMXXqVFnEDx8+LEfF7t+/HwMHDoTJZAJArZpvv/0WhBA0b97c5f4bNGiAzMxMxMTEoFu3bvLnXbp0wapVq2RxNxqNePTRR7Fu3ToAQGZmJn766Se5AeOJiorC4cOHcevWLQCQPRSOVK9eHZs2bVJF76anpyMpKQlNmzZFixYtcO3aNblB+9///odevXohKSkJhw4dwqBBgzB48GDUrVsXe/bsgc1mc3mcDh064Pvvv5fLPWrUKFy9etXltgA8Hnfx4sX49NNP8eSTT+Ldd99FZGQkLl26hHnz5mHr1q3YunWrSxHXarVyp8eRQ4cOYfz48ejbty8A4MyZM/K5MAv4k08+weDBgwEAdevWha+vryzEN2/eRP/+/eWOhCu8qfNGoxEtWrTA119/DYB6iZ577jnExMS43W9+nDhxAs2aNcMLL7yAdu3aISYmxu194vHz88PAgQPxzjvvqDxXPGfPnsWECROwcOFClYgDQPfu3bFx40YANLbj4MGDqvpdkP2Fh4fL93br1q0IDw/HunXrsG7dOmzatEn1DDzwwAOoVasWduzYAYBa7BqNxmOcCAD06tUL27Ztg91uh8Viwd69e/HII494/I0gf4RFfp8zefJkbNu2DVOnTkVubi4yMzMRHByMvn37Yvjw4dDr9fj000/xwQcfYPny5bDZbBg/fjwee+wxAMDo0aMxatQo2O12hISEYNWqVdBoNHj77bfx3nvvyVbiQw89pLI6ACrkr7zyCl588UVIkgSj0YgVK1Y4Cb4jkiRh4cKFGDRoED7++GNMmTIFc+bMwZQpU0AIgU6nw8qVKxEQEAAAaNy4MYKDg902hIyOHTviyJEjiIyMlD/r2rUr1q9fjy5dusifLV68GHPmzMEPP/wAs9mMAQMG4Omnn0ZiYqJqf40aNcK0adMwatQoBAQEuO1EBAcH45tvvsGSJUuwaNEi+Pn5wcfHB2PHjkWHDh0AAMuWLcOiRYuQl5cHQggWLVqEiIgIvPjii5g5c6bcaWrRogUuXrzo8jgzZ87E+++/jwEDBoAQgrFjx6JZs2Zur0dISIjb444aNQpvvfUW+vfvDx8fHzRq1EgObPLEE088gejoaFgsFqfvJk+ejPHjx8Pf3x9GoxFt27bF9evX5e8HDx4sdx4A6v349NNPMW/ePHzxxRewWq14/fXX0bp1axw7dsxtGfKr8wC9x3PnzsWAAQNgNpvRv39/DBw4UOXtKAj9+/fH77//jj59+sBut6Nbt27IyMhAVlZWvr99+umnsWnTJjnA1JHo6GgQQrBkyRIsWbIEABAREYFPPvkEEydOxPvvv49+/frBZrNh2rRpqFWrlsfjedofj9lsxuLFi2E0GjFhwgT58969e2PcuHGIjo7GjBkzsHLlSvj4+GDp0qX5uvUnTZqExYsXo3///rDZbOjYsaPbzr3AeyTi6EcUCLxg3bp1aNq0KVq2bAmz2Yxhw4Zh4sSJKkEsLa5fvy7PlWauUoGgIkAIwerVq5GYmKhyxQsEBUFY5IJCERkZiblz58oust69e5eJiC9duhSbNm3C7NmzhYgLKhzdu3dHWFgYPv3007IuiqACIyxygUAgEAgqMCUa7HbmzBmMGDECAA2kGTZsGEaMGIGXXnoJt2/fBgBs2rQJTz/9NJ599lns3bu3JIsjEAgEAsF9R4m51levXo1t27bJ7s558+ZhxowZaNKkCTZs2IDVq1fj5Zdfxpo1a/D9998jLy8Pw4YNQ1RUlJxxSCAQCAQCgWdKzCKvVasWli9fLr+Pjo5GkyZNANDE+QaDAX/99RdatmwJHx8fBAYGolatWjh//nxJFUkgEAgEgvuOEhPyXr16qZIqsLzHp06dwtq1azF69GhkZWWpskUFBAR4NV3Das1/fqZAIHDPpEmT8s2dLhAIKgalGrW+Y8cOrFy5Ep9//jlCQkJgNBpVaQyzs7O9SgOZlpaT7zYFITQ0ECkpmcW6z8qIuI5Fp7SuYW6uGQDu2/sl6mLREdeweCiu6xga6l4bSy2z29atW7F27VqsWbMGNWvWBEDTKZ48eRJ5eXnIzMxEbGxsvpmBBAKBQCAQKJSKRW6z2TBv3jw8+OCD8jKXbdu2xWuvvYYRI0Zg2LBhIIRg8uTJMBgMpVEkgUAgEAjuC0pUyCMiIrBp0yYAwPHjx11u8+yzz+LZZ58tyWIIBAKBQHDfIhZNEQgEAoGgAiOEXCAQCASCCowQcoFAIBAIKjBCyAUCgUAgqMAIIRcIBAKBoAIjhFwgEAgEggqMEHKBQCAQCCowQsgFAoFAIKjACCEXCAQCgaACI4RcIBAIBIIKjBBygUAgEAgqMELIBQKBQCCowAghFwgEAoGgAiOEXCAQCASCCowQcoFAIBAIKjBCyAUCgUAgqMAIIRcIBAKBoAIjhFwgEAgEggqMEHKBQCAQCCowQsgFAoFAIKjACCEXCAQCgaACI4RcIBAIBIIKjBBygUAgEAgqMELIBQKBQCCowAghFwgEAoGgAiOEXCAQCASCCowQcoFAIBAIKjBCyAUCgUAgqMAIIS+nTJ48AZ06tUNeXp7q8wMH9qFWrTD888/fJV6G69ev4fXXX0WLFk1Qu3Y4Hn44Eq+++goSEuJL/Nj3I9u3b0Pnzu1Rr14NdO7cHr/++ov83dWrVzBoUD8YjUZ06NAKMTG/O/3+zp07aNXqYVy6dNHl/ufNm40+fZ4osfILBILyiRDycsrcufORm2vCwoXz5M+ysjIxadJ4vPvuLDRr9kiJHj8uLhbdu3eC0WjE1q2/4sqVm9i9+wCqVauGf/2rD3Jyckr0+PcbFy9ewGuvjcP8+Ytx+XI8Zs2ai3HjXkJc3GUQQvDSSyPRvv1jSEtLw+zZ8zBmzItITb0j//6PPw6jf/8ebjtRx44dxaefLiut0xEIBOUIIeTlFKMxECtWfIZVqz7ByZMnAAAzZ76DBg0aYsyYV+XtvvxyFdq1exSNGtXGCy88j+TkZPm7zz5bIVuADz8ciSVLFgIArFYrwsKCMH36FDRoUAsrVix1Ov6sWe+gV68+mDdvEWrXrgONRoMHH3wIs2d/iGeeeVYWmZycHLz11lQ0b94INWrUwOzZM2CxWAAA8+fPwYgRQ9CxY2u0aNEE//vfOTz8cCRWrFiKJk3qokmTutiwYR2ioxehceM6aNasAX766Xuvy//FF5+hZcumaNiwFiZMGAuLxYIDB/YhMrImzGazvJ93330T77wzTXV+P/+8FZ06tZPfz549Ay1aNJHfL1myEJMmjQcAbN68AVFRbVC/fgT69++J06dPAqCdncaN6+DjjxejadP6aNq0PmbNetfl/YyPv4ZRo15EVFQnaDQadO/eE3Xq1MPp06fwv/+dw+XLFzF58pvQ6/Xo2bMP2rZthy1bNgIAjhw5hFdeGY1Jk95wue+srExMmTIBL7zwssvvBQLB/Y0Q8nLMY491xJgxr+KNNyZh//69+O23X7F8+SpIkgQA+OGHzfj00+VYu3YTzpy5gBo1amDcuJcAAIcOHcCKFUvxzTffIS4uEZ9//jUWLfoQ169fk/dvtdpw9uxljB79ouq4eXl5iInZheefH+VUJo1Gg7ffnomIiJoAgBkz3saVK3HYv/8PnD59Gn/+eRzLlkXL2x88eAD/93/rceDAURgMBqSkJCM5OQl//30Jb775LiZPnoC7d+/i778vYdKkqXjvvbe8Lv+hQwdx8OBx/PLLbuzatRO//rodjz/eGQEBAdi7NwYAYLPZsHXrj/j3v59VnUe3bk/gypU43Lp1Uz5eWloq4uJiAQAxMbvQs2cf7N79G95+exqWLFmOCxeuYsiQYRgyZBBSUlIAAKmpqbh16yZOnz6Hr79ehy+++EwWep7u3Xti1qy58vu4uMu4fPkiHn74EVy+fBG1a9eBwWCQv4+MbIALF84DAJo0aYo///zb6RwY77zzJp57bgQaN27q8nuBQHB/I4S8nPPWW+/Bbrdj5MihWLr0E4SFhcnfrVu3BuPGTUDDho3g6+uL996bjaNHj+Dq1Sto1aoNfv99H+rWrYekpCRYrVYYDAbcunVL/v2gQf+Gj48PjMZA1THv3LkNq9WKBx54UP7syy9XITKyJiIja6JOnQewbFk0bDYbNm5ch1mzPkDVqiEICwvDtGlvY+3ab+TfPfpoCzRs2AhBQcHyZ+PGTYBOp0OnTl1gs9kwbtxE6PV6dOvWHcnJSTCbzV6V/z//GQ+j0YgGDRqideu2iIuLhUajwVNP/Vu27A8dOgB/f3+0bt1WdY5GYyDat++I/fv3Ij09Dbdu3USPHr1x5MghpKWl4ty5f9ClSzds3rwBzz03HI891gE6nQ4jRoxGnTp18dtvO+R9TZw4GQaDAe3bP4Z69erLnQF33LiRiGHDBuP550ehceMmyMnJgZ+fn2obPz9/efiiatUQ+Pr6utzXL7/8jKtXr+DVVyd6PKZAILh/0ZV1AQSeMRgMGDNmHL788nM8+WQv1XeJifH44IPZWLBAGUfXarVISIhHePgDWLx4AXbs+BmhoWF49NGWAAC73S5vGxYW7vKYISHVoNFokJSUhDp16gIAXnppLF56aSwAYOTI52C1WpGSkgyz2YyBA3sDACQJsNsJrFaL7F53dYwqVaoCoNY9AAQHB9/7vUYuoyRJ+Za/WrXq8v86nV7+7plnhuBf/+oDk8mEH37Y7NaS7dmzFw4c2AejMRCPPdYRjz3WEYcPH4S/vz8ee6wjAgICcPv2bbRq1Ub1u4iIWrhxIzHfcrjiv/89hREjhqJv3/748MOPAAB+fn4wmUyq7XJzcxAQYHS7HwBISkrCrFnvYMuWbfK1FAgElQ8h5BUArVYLrVbr9Hl4+AOYPHkahgwZJn928eIF1KlTF8uWRePy5Us4ceIvBAYGwWw244cfNqt+z1z0jvj6+qJLl2747rs1aN/+MbflqlatOnQ6HfbtO4KIiJoIDQ3ElSs3cft2CvR6/b1jOP/O3XF5Pvlkab7ld8cjjzRHREQEYmJ2YefOX/DLL7tdbtejRy988skyBAcHo2PHxxEV1QlLly6BVqtFjx60c1KjRgTi46+rfnf9+jV06tTFq7Lw7Nq1E2PHvoTp09/B2LHj5c8bNGiEa9euyZ0fALh8+RK6d+/hcX979+7G7dspePLJzgAAi8UMs9mMxo3r4Pz5qwUun0AgqJiIbnwFZsiQYfj002W4ciUOdrsdq1Z9gr59n4TJlIvMzEz4+Big0+mRlZWJmTPfhtVqhdVqyX/HAObP/wg7d/6CGTPekiOlk5JuYfHiBdizZxfCwsKh1+sxaNAzmDt3Ju7ezUB2djamTp2IyZMnFPncilr+f//7WSxevAC1a9dBZGQDl9vUqxeJgIAA/PDDZjz+eGc0bNgIhBBs374VPXtSIX/22eewYcN6HDt2FFarFd9++zViYy+jd+++BTqfc+fO4uWXR2Hp0k9UIg4ATZs+jDp16mLRog9hNpuxa9dOHDt2FAMGPOVxn0OHDsfVq7dw+XI8Ll+Ox7x5i9CiRUsh4gJBJUMIeQXmueeex9Chz+PZZ59CZGRN/PjjFqxfvwVBQcF49dXXQIgdTZvWR4cOrWGz2dG6dVtcvHjBq33XqxeJ/fuPwmKx4Kmn+qJOnQfRtWsH/P33X9iw4Qc5EG7BgsUIDAxGVFRbREREIDc3F5999mWRz62o5X/66cE4d+4ft251xpNP9oJOp0eDBg0BAFFRnVC7dl3UrFkLAPD4453x4YeLMGXKBERG1sT69d9i48Yf8eCDDxXofFat+gQmkwkTJ45DnToPyn/r1n0LAPjmm/U4ffoUQkNDMWvWu/jii/9TxSgIBAKBOyRCCCnrQhSUlJTMYt1faGhgse+zMlKermNubi6aNWuAI0dOIjzcdSxAeaS0ruF7700HAHzwwcISP1ZZUJ7qYkVFXMPiobiuY2hooNvvxBi54L7j4sUL2LBhHaKiOlUoERfLUpp8AAAgAElEQVQIBILCIIRccN8xZswLyM3NwXffbSnroggEAkGJI4RccN+xb9+Rsi6CQCAQlBoi2E0gEAgEggpMiQr5mTNnMGLECADAtWvX8Nxzz2HYsGGYNWuWnDRjxYoVeOaZZzB06FD89ddfJVkcgUAgEAjuO0pMyFevXo333ntPXoZz/vz5mDRpEtavXw9CCGJiYnD27FkcP34cmzdvRnR0NGbPnl1SxREIBMVEUpKE8+c1SErKP7GPQCAoeUpMyGvVqoXly5fL78+ePYt27ehqU507d8aRI0dw8uRJPP7445AkCQ899BBsNhtSU1NLqkgCgaCIpKUB48b54u23DXj1VV9kZJR1iQQCQYkFu/Xq1QsJCQnye0KInJozICAAmZmZyMrKQpUqVeRt2OchISEe9121qj90OueUpUXB0xw9gfeI61h0SuMa+vn5FOpYd+8COq7V0OkCERpanCUrPkRdLDriGhYPJX0dSy1qnV/UITs7G0FBQTAajcjOzlZ9HhiY/wmnpeUUa9lE4oPiQVzHolNa1zA3l67XXtBjJSdLsFiUldiSkkwICCh/OaVEXSw64hoWD6WREKbUotabNm2KY8eOAQAOHDiANm3aoFWrVjh06BDsdjtu3LgBu92erzUuEAjKDqtVPS5usYhxcoGgrCk1i3z69OmYMWMGoqOjUa9ePfTq1QtarRZt2rTBkCFDYLfbMXPmzNIqjkAgKAQ2m/q9xbs1bAQCQQlSokIeERGBTZs2AQDq1q2LtWvXOm0zceJETJw4sSSLIRAIigkm5Fot/d9qLdvyCAQCkRBGIBAUACbcfn70VVjkAkHZI4RcIBB4DRNyX19y770YIxcIyhoh5AKBwGtsNircvvcC14VFLhCUPULIBQKBRwgBEhIk2O2uLPIyLJhAIAAghFwgEOTDpUsaTJzoi5gYLSfk9FVY5AJB2SOEXCAQeCQ1lbrT09KoVQ4Afn7UIhfzyAWCskcIuUAg8AizuvnpZgYDfRWudYGg7Cm1hDACgaBiwoTcapWcxsiFa10gKHuERS4QCDzCxNtiURLCsDFyYZELBGWPEHKBQOARs5mOg9tszkIuxsgFgrJHCLlAIPCI4lp3nn4mXOsCQdkjhFwgEHiEHyMXrnWBoPwhhFwgEHiEuc+pRc4yu1GLnLndBQJB2SGEXCAQeIR3rTta5I7LmgoEZUFWFnDjRuXtVAohFwgEHmHuc34euRgjF5QnVq3ywZQpvpV2qEcIuUAg8IjZTF9dTT8TQi4oD6SnS8jLA0ymsi5J2SCEHHRRiKVLfXD4sLasiyIQlDuUMXKJW49cLJoiKD/wuQ4qI0LIAaSmAvv2abFvnxBygcARPkUrW8aUpWgV88gF5QFFyCtnfRRCDiAnh76aTJWzEggEnmCNJB/sptcDGk3ltYAE5QthkQtkIc/NLdtyCATlEX6MnDWYOh2BTidc64LyAZsWKYS8EqMIubDIBQJHmLuSj1rXaqlVLoRcUB5gAi5c65UYxbVetuUoKjk5wKJFPjh+XNxWQfHBZ3Zj65FrtdQqFwlhBOUBNuTDvEeVDbGMKe6fMfL16/X44w8t7HagXbtKWqMFxY6rXOs6HbXIRUIYQXmAH/6pjAjTDeoxckLKtiyF5dIlDXbsoP2y5OSy6ZDcuAGkpFTszpDAGbVrnf6v09G/ytpwCsoXbDZFZbXIhZBDEXJCKm5F+OknHQihiTqSk8vmtr75JnXtC+4vlPFHxQJnY+SVdUxSUL4QY+QCWciBijtOfuuWBL0eaNrUhuxsmnu4tElLAzIzK+eDdD+jpGilq59pNIAkAXo9ERa5oFwgpp8JHIS8ZIXo7FkN5s/3UR3THUePavH6676YONEXe/Z4TlaTliYhJIQgPJyODZSFi9tiqbgeDYF7HKef6e5F1ojpZ4LyACGQgzCFkFdieFEt6bnkR45ocfy4FmfO5J9FLiZGi+vXJSQkSDh0yP32NhvNNVytGkFYGBXy0navE0Ifosrq2rqf4ZcxtdmoWx1Qgt0qalyJ4P6A70xW1vZHCDlK1yJnrueLF/O/9AkJGhiN9H9PFTQtTQIhQEgIL+SlW6HZwyQs8vsPPkWr1SpBp6N1jFnmldUKEpQP+PpXWeuiEHKUrkXOxq4vX/Z86S0WIClJQs2admi1nitoWhoVbepapz6m0hZyPiBKWGj3D4Q4Wjy8RS4WThGUPXz9q6yGhBBylK5FnpVF9x8bq/EoeDdvUiu7Rg07fHw8C/mdO3SfvGu9tMfIWfkcG35BxcbxXubmqsfIgcprBQnKB3wdraxtj0gIA88W+caNOmRmSnj55eJprZiQ5+YCCQkSatZ0reaJibSPFRFBoNe7zqC1dasOt29LeOABuo+QEAKjkU1BK10h58tnNtPxU0HFx1Gk8/IkeQlTdo/psI9wwwjKBn7YsbJmGhQWORyFXF0R9u7VYe/e4uvv8NPCLl1yf/kTEmg5PFnkv/+uw/btOsTHK651SQLCwkipB7s5ul8F9weO99JsVlzrzCIX2d0EZQlf/ypr2yOEHJ7nkWdmSsjLK57jEEItcraWs6dxcrVF7nrsJzubvp44QVvWatWoVRQWZi/1ueT8A1RZe8X3I473khBFwNkYeWUdlxSUD/j6V1nrYqUXckKoIEr32it+jNxmoyJvsynzFItCdjY9XuPGdkgScO2a+8sfHy9Bp6PWtY8PcRm1np1NP0tNpa9Vq9KGtXp1+nr7dukJqrDI709cjTmyqHXFtV6KBRIIHFBb5JXTiKj0Qm42U3ENDqaNEz9GzixeAMVilTPhDQkh8PV1HyFPCLXIa9SwQ6OBS4vcbFY3soGBBD73sqP6+rJtSq9SO46RC+4PXN1Lzb1Wg1nmLP+6QFAW8OJdWTuVlV7ImZiGhDAhVyoFC0wDikecMjPpq9FIrWx3EfJ37lB3fo0atExsjJyPcuc7GXz56fb0/+IaEvAG9VxO0bDfL7i2yOmrsMgF5QHhDRRCjpwctVuaHyPnhTwvr+jixPZnNFKL3F3ngEWcs3Srej0Vcd6FxKx7hlrI6WtpVmr1GHnpHVdQsrjqlCnTz8Q8ckHZo55HXjmNiEov5Ey4mRDyQs4saKB4xIkJeWAgFVt3nQM25s3KxCxsvgxMyFkEsSshLyvXennpFcfGSvIce0HhcHUv+RSt7rYRCEoLMY9cCLlskVepQqdu8e7u4netKxa5wUDcur6ZkLOgNVcNJnOtP/ooNdOZGx5wLfwlTXnrFdtswLvv+uLddw2lOsRwv8HqkIZrKbRadb0UY+SCsoSvf5XVGyiE/N7UM39/wGBwtMiL27VOXwMDCQwG9+lMmRWpWOT0c14gmUXepo0dH3yQh759FSUtC0upvOU7zs2lMQJJSRI2bxbZaQoLc637+yuficxugvJEeWt7yoJSzexmsVjw1ltvITExERqNBnPnzoVOp8Nbb70FSZLQoEEDzJo1CxpN6fUvmAXu50fg60tkCx1Qz8MuqFW3dasOiYkSXn1VqVmOFjnb748/6pCXJ2H0aLqt43QyNl/XlUUeEEDw8MPquXFsnnppWsblbYyc96z8+KMO3btb8eCDIvtYQWGeFj8/InuoHHOtV9bG0xMbN+pw5476+ReUDGL1s1K2yPfv3w+r1YoNGzZg/Pjx+PjjjzF//nxMmjQJ69evByEEMTExpVkk2SL386N/vEXOB5QVVJz27dNi1y6d6ndKsJtiZeflATExOuzcqZOt89RUCZKkCLlikTuXLSDAWZzKooEtb2Pk/H2024G4uErvfCoUrM6xKY2As0VeWccl3UEIsH27Hrt26VRxNoKSQUStl7KQ161bFzabDXa7HVlZWdDpdDh79izatWsHAOjcuTOOHDlSmkWSp5v5+RH4+RG30888udbz8oCTJ9WLoLD9pKVJSEsDzp/XyBY+i1pn+zWZ6HQz1qm4c0dCcDBxMc3H2bUeEOBcHr6TUFqUtzFydv1ZfgDH6XoC72D31d9fqdzOwW5lf7+Lk6tXJa/XKoiNlZCaqv7s1i3J61UO72cIoe0inzmzJBBj5KXsWvf390diYiL69OmDtLQ0fPbZZzhx4gQkiYlSADK96MJWreoPnU5bLGVijVFERACqVgXi44Hq1QMhSTRgin3v56dDaKjrfaxfD6xeDYwdCwwdSj9jvyXEiC1bgN27gerVqcjWqROIatXo90ajUd5WkgJRvTp16deuDYSG0oMr2yplkCT6Wa1azuUKD6ff+fq6L3Nx4+dHX/V6ncdrVVokJNBrEBFBO0habdmXyVtCQwNL/Bh+fj5eHcvPj17HkBDlWQgO1iE01ICwMPqZv3/5vLaFuY6EAC+9BDRsCCxe7HnbvDzg/feBtm2BuXOVz//6S7lWt26Vz2vjLUWpi+fPAwsXqtvFksDfX7nekqS0m+WJkn6mS1XI/+///g+PP/44pk6dips3b2LUqFGwcL6Q7OxsBAUF5buftLTi6+IlJekB+CI3NwuE6GGxaBEfnws/PyA52QCLhfaoU1IsSElx7UM8ftwHFosWn38ONGtmQng4QXq6H6xW4PJlM86f18Fs1uDGDepWv307F2azHhaLDteu5cFkooPaly7lwW63IzvbDwEBNqSk0O6lyaSDxaJHUlIeUlLs98pNj2ky5SIlRV2erCwNLBYDbt+2IiWldHxNd+7oAPjBYrHi9m3316q0uHGDXoOAABssFi1u3iy9a1EUQkMDkZJS8v7Y3Fxat/I71u3btO4RQq8jAJhM9FpmZtJrfOdO2d9vRwp7Hc1mIDXVD9euEaSkmDxum5EBZGX54exZ9bYnTtBnGwBOn7ahT5+KaSYWtS5evUrrR3x8yT57d+7QOgpQIyglxU3KzDKiuJ5pT52BUvX7BAUFITCQFiY4OBhWqxVNmzbFsWPHAAAHDhxAmzZtSrNIcnCbn58yDsiyvamj1l3/nhC6iplGQxuBb77Rw2pVXJKpqZJqbXCjkboofX3pa0aG8t2dO5KcH931vHDluJ5d66U/Rq5Ok1j2rlYW7Mam8AnXeuFgdYh5XADnzG730xg5e/a9WXCI1fOUFPXCSqw9CA4muHhR43JmSmWAXZ+SHuLj27n7qS4WhFIV8tGjR+Ps2bMYNmwYRo0ahcmTJ2PmzJlYvnw5hgwZAovFgl69epVmkdCmjQ0dO9LFSdg6y0wEvIlav31bQkaGhLZtbQgJIbh0SaPKoZ6QIKk6BEzImThnZCjbpqZKTslgAHdj5HSsku2HRxkjr8xR6/SVrQjnmAlP4B2uxsjZpJL7cYycxVZkZ0v5CjCr84QAN27Q31mtwJUrGtSqZUfjxnZkZEilunhReYK1A+5SURcXLOOlVksDWyvjsrql6loPCAjA0qVLnT5fu3ZtaRZDRYcONgwcCKSkKFaHyaQsOSpJ9H93AVwsmKVhQzuSkyXcuqVRTWG7cIG6I/V6+uAbjfRzNkUsPV3ZNjVVQtWq9D0TIMB9ZreAACKv2sZT1ilaS/q4Fgtw8qQWrVvbZDFxhDXIBbHIs7KAc+c0aNvW7vK6VkaYSLuOWi+f088yMoC4OKBevYL/lgVm2e3UOufnzzvCP4+JiRrUrWvD9esSzGYgMtKOBx4gOHZMi8uXNQgNrXzqwq5PyVvkLNcBQWYmvf68B6kyUHlDKl2guNYl5ObSh7lKFc9Z0i5epJewQQM7AgLow8+LRnw8rWTdulmh0dC1wgHI88h513pqqmvXurvMbq7c6kDZZHbjrbKSjlo/elSLhQt9cPSo+4BH5hWpUoVAo/HOIt++XYf58w24ckWoOIPVOTYUBCgCXl6nn33/vR5vvUWTARUUftYK70lzBX/eCQl0W7Y0cb16BPXr02f96tXKWZ9YO1DSQq54jdTvKxOlapGXd3gBZFPPqlUjSEuT3FbGy5c1kCSgfn27PKebz+/N3HOPPGJH374m2dJmFrnjGHlwsKcxcvX0s9BQ14uk3+8WObtmnhpaJdEPnWvvjZCnpbEhFQlAJR3YdIB1BnnLlE0/K4t65g137zL3eMF/624ZY1fwz2NiIhVwVjerVbPLzzD/jFcmSsu1zictAqR796VyPb/CIufgM6Kx8XEmvK6sTEKA2FgNatQg8PdXGrvbt50va1gYQe3aJF/XOusE8K51xwQvbC1ydxY5s+DLKrNbcTbsdjvw/vsGbNmi9DnZ+Lennj5rkH19CQICvGvUmdhXhtzsZrMBBw4Mw/HjSl09dEiLqVMNqiQmbI4uix8BFCFnr+Ut1zqrH4UZuy+IRc7X88REui3rRAQFAUFBRPVZZaP0XOv0lbnTy1vHsjQQQs6hCKDaIgfUmcIYGRlUMCIiqGXMLHJXwS3Mpc5w5VpPS5Nw/rwW1asTlUg7Rq3z6VldodHQRrZ0XevK/8V53MxM4MwZDdat0+PSJVpdWWPr6p4wmBXg6+u9Rc62KQ8JbUqazMzqyMgIw99/UzVOTQVWrvRBXJwGsbFKs8Dupeuo9fI5Rs5iVArjYuUtcj4hlCvUQk6j0+/epe+DgpROe34dgvsVxbVe0sFu6s5meauPpYEQcg4mrmaz8vAx95irysEizJnYOwo5s7r1eiA4WP1bJWqdbqvRUAs/Oxto396mCrZyjA72lJ6V339+Ffr0aY1X02y8QZ2iteAPLiHAsWNap94775ZbuVIPm423yN0fhzXIfn60U8S8GJ5gHaTyEHXvjvPnNbh+vXANI7vGVitgs1E1Ztfpyy995EAvNsQAOLotKY6udW8F8+RJTaksK6tY5AX/rdoi97ytOi6ETkNj7UZQEM3MGBBQvBZ5XJwkR8iXdxTXuuvv8/KA48cLPj3PZqNxMvZ7thG7z8wjKoS8ksOPRbNGneU7d2WlObrBmRXNhLxGDVrTwsKco8tZ8BAT0vBwpTa3b6+OcHUMXvM0h5yh1xOPQnf9uoQ5cwz46afiyYJktdKsSoX1BPz3vxosWOCDPXvUYRu8sF+5osH58xq5sfXsWldb5ED+7nXFIi9g4UuR+fN9sGKFizmHXvDnn/QaHziglYU8L0/C3bvAkSNaWaB5L5GneeTsefEu/gD44AMDNmwo+bAc1vkraYuc1RPWRty4IeHuXTrThT2bgYFEttKLCiHArFm++OSTwt3/0obVHXfP6Z49NLj09OmCydC+fTTY9c8/6e8cO5uVwaPmiBByDl4wmQj6+9OGy1Wv0nGVMkeLvGZN+t7RrU6PpX7P3PNGI9CkiXp7x6h1JkhsTror2DKp7mCdEG9zSueHxULPyRtPgCtu3KBVMS1N/Tm7D2zucmamJN8LT0E0JhO9b9Qq8m4uuWKRl8+GgBB6/oW18FjsRkaGBJuNVkCTSRGshx6i14mP22DXQm2RK7kQQkIIbt3KvzzsGKXhZmZiXJixe/Xqh9651tmqeqmp9N4EBiod96Aggrt385+T7g25ubTjXxpejeIgP9c6O49btwomQwkJdHtWlxyj1oVFXsnhFxthvUiDgS5w4p1rnX7uyiJ3hLndGTVq0G3atLHJFo9judiDwRoYT3Nc9XrPFit7CHg3alGwWCT4+FBPQGGEkJXDUWyZaLPOUk4O3FrkZjPw7rsG7NunhckkyeLD7kv+Ql6+g93MZirmuV5koCQEWLDABz/9pFQm5v0xmQCrVXfvf6Vj9OCDtL46WuSSpO548vWzRg2C27fpdM2lS33w1Ve017l2rR5Ll/qo9sOOV9KwYxTOta78n1+ng9Vz5k27c0dCZiYNdGMEBRHY7SiWhUNYB8ub+18e4INzXXVkWH1k7agnTp7UYMoUAzIyFOODXX82xKFY5EUsOMfKlXosX17+PSBCyDn4aG9WGZg4uWqAmIXjOEbOxm5atbKhQwcbunVzTgbBxuMZ7dvb0Lq1Df/6l3Pr4xhUxCJkw8NdTz9j+/c0Vs06A8U1NcZiodevsBY56507WkFMVBUhl9xGrd+4IeHcOQ2OHtXCZFLyAnjjWufH0Mtrj94bTwTDbKbj4QcPKnPtmTDl5kqw25mQKx0jJkh8547dV168tdz0feZJunRJg337tPjtNx2sVmDnTh0OHVI2ZI2upwDF4kKxyAvzW+Xc8xuKYftnz+Ht2xKysiQ5Wh0A7mWkLhZPBBPyipKlkBdUV51jdk288TDs3avDlSsanD2rlYWcPaeKax33Pi++63PqlBYnT5Z/mSz/JSxF+GA3JeqZwMfHdS+PuYEdXeuMKlWAN980o1EjZ8F1tMjDwux47z0z6tRx7ro6Rq1fvEgbyMhI90Ku13vumbJAnvR099sUBNbg53dcd7CH2bHxZG45FnSYk+Ne0PiGgVrk9HNPFvmdOxL++kujOm5pprYtCOx8zWals+gO1nDy1g7rJFGLnLnWlY5RlSrU+8SnDbZaqaeFJYEBnC1yANi3TyeX7c8/tcjOpg0sK2d+gU/FBQ3ko/9bLPR4R49qvXZtF8wip68PPEB3fu0aDdwKDFQOVpxT0Fin22Yr+DMWGyuVemKa/ISc1UdvLHKWQTMhQeIscvqd1crSVRd/1LrFUn6H2niEkHPwgslb5L6+rt3FqalULBwFg8GPKzriKOR8CkxH+DFyQmilDg8n8LRQnI8PfeDdNfjsIcrKkoolN7HZzMbIPXsC3MEe5vxd65Lb6WessUxNlZCTowQUerLI16/X4/33DfK4GzuX8gh/vvkJIuuMZGRIssXCXJl5eZIc7GYyqafqBQcT1Rh5Xh71CPFWuCuL/I8/lA937HA/57+kXev8dbFaJcTE6LBwoQ/OnPGuqcvNVYLVvB0jDwmhEeosqxtvkStCXoCTcAN/XwrqXp83z4AFCwz5b1iM8G2mq/vurWs9I0PJ0hcXp5Gfc94i1+lcZ8AsKlar+2Rg5Qkh5Bx8QhjWEBoM7seb79zRqBK3OFrknvL9svXEvdmWd/knJ9NkNZ6scSD/NK2skeLnvhYFq1UqkkXuXsjVAYV0jJx+59i5Yg94WpoEu92Va925wUhPp9fgypWKIOR8w+h5W3YOhDi7ZE0mwGajlSovTz1Vr0oVdXBWZiZ1FfN1lQW7AYpFzpfn77+dr2VpudZ517jVqnie+I6a59/TemM0Eq+nn+n1dHiNnRvfwQ4OLk6LXPm/IO71nBz6TCQlSap9lDT8c+TqvrM2KD/XOrPGAeCvv5QOI7v+fNtDPy9kgV1gsVBjqLynfRVCzsHGol0FuzE3YV4e8MYbBuzcqUVWliIwAA0+Y9Gqvr7Id+EN1nEwGDxvyxK8WCxKbveGDT0LuWOl/uwzPVatUlpj3jrle/qFxTFq3ZMrkxBg3jwfrF+vzGVmYpKdTRueadMM+OMPrdwYKK51SRY0Z4tc2T8Ar4Ld2Gf83Ozy6krjO5P5Wbb8tqyTxFzFJpMEq5XWBbquAAsWou51u50KoNVK70VgoNqdzv9frRqRO0zBwcQpUJN1iJUsXyV7bXlL1WJRGntvZ2fk5tIgSaMx/yRCiteOqDr06jFy+n9xjpHTcnr/O/7cWVKl0kCdJMqVRa4E73k6H77MjveXvep0xGUq66LCBLy8du4ZQsg5+NzRipCrrdubNyXExmqwbh3dmH+AJUmJJPfkVmewMXl+QQpPZbNYlErNFmTI71xYpT58WIeDB5VWlm9YihrwRgit8DQwkH7mqQebnCzhzz+1+P13HQhRu9aysyVcuaLB5csanDqlcXKtZ2VJnCio9+to9ShDHu5d60zEKpprPb+GnG/M2PXlo9aZa52JNUDrIVskKD1dki3SoCAiT/8D1EIuScrsjMaN7ahbV10v2T3i71lJrs/Nd3CsVqWx91bIc3LoM2w0smmo7rdl+9br1R169Rg5fS0Oi5wXcn6aXH6UlZDznTbHTrfNpo7k9zR7hlnkDz+srlvOrnUivy8O7HZlaLK8u9eFkHPwrnXWEDLXOv1ceYAcc7EzmGh4s4weE1tvtmXTuvhFWjxvr5SZZYzLzlYqJD/+V9QpaDYbPQaNWs9/Cgh7MNlazbyQ5+UpwsNb30FB1DPBl9XRunNsLJUxcvo+LU3C3r1aVaPCGpPr1yuCkPMWmXfWIkCjqdkcdIBeY+ZaBxSBYGPkAL03St5wIif7AaASdQCIiKC/iYy0O3mKFItcGcopyevL31uLRZIb+5QU7y1yX18ii7GnyHVm7bP59IziHiP/7381SE6WVEJeENd6crJyw3g3dUnDW+SOQu54XV2515OSJPz4ow4XLtC01Q8/rA7mYXWKCbljUHBRyc+jUJ4QQs6h01ELg0atU2GSJGWsNS9PcrKE+AcY4IU8f7ODCY0327LI+atXNYiIIB6D4wB1BH5urmIFKW5WZduiWuTswfF2nIq3CmJjndN2sul1OTmK9e3rSxem4UXfcX6qs5DTV3ZPjh3TYtkyH2zbppiUrGPG39fy+tAWJNiN/z4tTVJNrzOZJJWQs84RtciVz3ghB5R76+g+Z/EazZrZ0awZ/Z8lSWEdR/WwgOeyFwXeUrValXvJi5k7rFb65+enJFvy5BJndVynU9a9B5znkee3H09kZQFz5xrwxRd6B4vc+30wi1yS6LNXkh4RHl5QHZ8pZkiwTqErIV+/Xo9vv9UjKwto2tQux2Mw3Ae7Fc/zW1LrR5QEQsg5WABaXh6teMxC561Mx7FJZyGnrwWxyPMTZYCWKzWVdiRY4o78tgdYulmlzHfuUOssK0uSH6KijpEzgWBj5Oy47uCF/OJFjSzOrNFjWd5yc5XrbTAA/v7EKTc8LwqOwUmso2QwqK3IY8eoaekuuUp5daMVxCLnG7PUVEklJLm5ri1yNkYO0M4d+w2bC80EnJ+KBgB9+lixdKkJjRvb0b69DdHRJnTvTisFu5Zq66zkOkrqqHXluFlZ+c8LZ3XB319Z8MRT5Do/Ru7OIg8IoO1KYV3rmZk0cPP8eY2qw10Y1/rDD9uRmSkVWzbH/ODroGPnjdUtlk3QlVfwxg0JWrCU7r8AACAASURBVC0wY0YexowxyzMklP3TVzpFksiu9eISXd5FX17bBIYQcgcMBnIval2xapmg5+U594Tdudb9/b0ZI6ev3lnkRK5YrjLFOe9bqdR8A5aaKt1zrSpWU1Etcj56N78Vsex2aoWHhtLtLl1ShLxWLfoZs8izs5U5zr6+xOV14h/au3cllWCzzhSdTkR/W706QVwcdVXyngr1+bgu+5YtOsyYYch3DndJUbDpZ8r/NFEJ/1tl+hnACzmRXevp6ZJqJS9AiVbnp5+x9+zeSRJQty5RDVPxr96UvSioXevq+pGfe52Jo5+fd0FqvEXuboxckli+dc/Hvn5dwiuv+KqWlaVlglwOk0npkBbEIk9JobkAWremrumCuNdXrSp8ZjNPwZmsPtaqRR8mVxZ5crKE0FCCVq3sCAhQRJ+1uXywm1Zb/FHrfEekvOaWYAghd4AFleXlKdYlb2UyS6h/fyu6dbM5BfcowW75H0sJdst/W376jzdCzldq3iLnrTPWwy3qGDl7cNQWuett4+NpR+KRR6irLDZWw+Wmp+VhFnlOjrIfg8H1IjGsgaDT6CT5YQfUHaRBg6wYNsyCZ56hhT1+XOvSqpEk9w/twYM6/POPxuvx1uJGPf3Mcxn4c0hLk1SWJXWzu3KtQxXs5s617ijkrmDeECas6qlIJXf91NPPJJVVlZ8lyk/DY2LsaWybdU58fBTXulbr/OwHBeU/Rr57tw63b0tYudJH1elyrKMs+17BLHINwsKI3G4U5Hk/dEiH48e9uOEOOOawcGwPWH10J+R5efR55heT8vUFhgyxYMgQy719SnKgrV6vXPf8vFXewtcd4VqvYPj4sOlnktwYMdc6P+e2XTsbXnvN7DReWJAxcma1eCPkfK5rZs16s72jRX7njqQK1HPM5FUY+Ohd3qXPSEqScOoUrWrMGoiMtKNBAztyc4GzZ+nKW8xDwBr/3FxJ5Vp3dU35hCMWCxAaapcFn7+ugwZZMXiwFW3bUqvk2DGtS7d6cDBx+dDa7YqnICGhbISct3Dys8h4qyQ1VXJyEZvN/tz/1NLT63khV6xRxSKn2zvWeVc4duj4snvjpjx8WFuoeulskSvnnZCgQUyM6/sOKALg76/u0LjDYlGmhjKLnAUG8gQFEWRlSdiyRScvQXrqlLIcLSGQxTI9XcLatfw0UfXO2AwBx/ufkCA5WfNsu6wsmjnSU+azw4e1ctIVRl6eMiRR0HF1vnMPuHetR0TQZENxcRps26aTz4t1uhwXnBo61IoePWzQaOgxWDIrrZaPayhYWfM7B0BY5BUOHx/Ftc4qodq1rlgvrihc1Lr3FjbgejU1d/t2HCPnG3WjkThl8ioMaovceZxq3To9PvjAgMxMJTq8Xj27HIWalUXdZo6rudExcrpffmofoFx/1lAr1qMSt+BqWl9ICD32uXMaJ3GjjYHr8f3kZCUDXmJi2Tw2vKWRn1XLGk6tll5HRy8Cb5EDtL5KEn01GJSVvADnMXJvLHLlmXF2rednMcXFSVi82AcbNhR8iV3HhDB8Y7xxox4rVvhg1y7XPREm8L6+RBW97w46f5n+7+NDO6KOAVkAtaIJoc/B/PkG/P23BnPnGrB6NX1Ir12jyVrat7chPJxg1y6dbM06Cjbr7Dpa5N9+q8fChQanTpIiiETVjvGkpcHl9b5zh756u1APD3v+WSfQnWs9KIjgoYcIkpMlfP21Hvv365zK7QrmOWVWs15PjRKtNv+MfN5SkSzykl8cuIKh1ytR3kqwG32lrnX6vzvxVYLdvI9a984iV/bnjWudF1T+oVcLObU8WCRrfgls3MEaab1eGcPjG1AWYJeZqRw7KIjgiSfseOihPJjN1MXmauwuLU2ShyD4zHnBwUSVJ5yf8xwSQhAfL7ntTIWGEsTFQV5+U6+n5Q0IIHJHzhHeCi8PFnn+md1oGR94gCAxUcK1a0yUictxX1YX2bzwhAQNgoOpmrDGmAa5SU7Bbq5g98xxHrnjebiCRZhfuFDwDpO7YDe+DO72W3CLXFJ5yj780OTSW/HKK2Z06aLBnj06HDigxdy5tGFhYsWCLzt2pD3FpCSabCooyFmwH3rIfq+s6mOkp9OguNxcdfpnXhBdecsApRPsGAx4+7byf3a25FXcD4MdIyiIro7nzrUeEEDw/vsmHDqkw9df6+X1K1gdcNfWsem4TGzZjCOaka94nk9+jLy8C7mwyB0wGBQ3khLsxk/lYg+7OyEvuEXuTUIY9hAGBECOqPVme1fBbqw3bDQSOZNXUea58q51V1HrrKHg06v6+9MkI02b2tGihR0hIa7HwDMyJLmjw19T1tCyhpsfz2UWubvOFHODMiFnsQIBAco67rGxEsaO9ZVFm7fCy8oiVwe7OTdWOTnAlCkGxMRoZbFkMxyuXqVldjcsw1/bGjXo8EJcHBUqJgxFs8hdn4crWPDjtWuaAkcL89eFziOXEBCg1EudjgZbMrZv12HaNAOsVvUYeXAwFQZPQm42K8GdAF0kydWz6ecHPPqoHa+8YkZwMJGfF9bBPXGCDi21bm1zWmSFWeQswCs8nD43ji53ZQle9edMEENDidscD6xNcxR4tZC7vQwuYcdg18PZIle8PSEhQMuWtBPDzjs/i5x1vnkhZ/sraFndIVzrFRje8nW0yPl55O6s6LZtbejUiS5fmh+sg1AQ0ffGrc5vb7EornWtlq2ZrLjWmXgWJHjGEX76mavIUdZJyMmR5OO4WkvdMVc9QMem2X3gO09MyNkDxgt5r15W9OhhdbmSHKAkPWGCzBKaUIucduROn6bLJZ47R7eJj1euYVlZ5OrpZ87fx8ZqcOWKBmfOKKltmzSxy98B6lkWGo1SR/nOJBuHZXnWGQUTckeL3PthASbkdrs6B743OFrkdDEfgqFDLRg50oLmzW1ISlIi8k+c0OLyZRpwyUetszFXT0LOshl6i9EITJ5sRqdONjRrZofNRp+N69c1qF2bxnY4ZoJjIvvssxZ07WpD06Z2+Ps7P69MvBzrBeu0BwfzMwnU27DfOn7uaJEXBEXI1R1uBvOgsWfesQPjboycwYScnzHD9peVJRXLXPmK5FovlJBnOU7mvY/gH0znqHXlwXInvoGBwJQpZqdpaa4oyPQz1vP3xq0OqF3r7CGMiKCNBwu4CQxUjl3QMTAeV2Pk7DM+oxgVcvVUER53ngYmCrz4K0JO3/Nj5I0a2fHqqxa3gsN+e/Om2iI3GpXyMzFh+01M1ECjoUlP7t6VEBcnYd8+eoDsbCAmxvulMgsLP/3IlRgqiXQU4Wzb1qaq03ziEoNBGYDlO6asYwPApZC7uneOOI7HFmRYgI9gLmhKUfZ8SpJisen1NNhx0CCrnLyG7ZfPQ897iwBqYXsaI6cWeYGKh0cftWPKFLM8Q+PKFc29IE3XgsZEtmlTO15/3SwHfTo+r8qCOOrysuvh66v2lhECHDigxd27yjaO3o+iWORMYNn5OO47O5tOFWXtKHv2WVuRnCzdCyJ0vX9Hi5w964GBRB5iKCoFGQ4qa7x6Svbu3YuPPvoI2dnZ6NOnD7p3744ffvihpMtWJvCNnmPmNZbcnwUGFRUm9nzjml+5vIlYB1y71lkDzZZbNBpJsUzZ4HvFzMJnwVV8xGtODhVzV5Y3oLbIeQFhIuPKImcNF+vh83N43cGyl7FpbnXq2OHnRy1Rdp2dhZxOhalThzbAM2f6YulSH8TFSdi6VYcVK7xfKrOwmEwSjEbqWnXVUDEPQ06OsvRiUBCR3ZaAuq75+Cg74TuTzCIHlEA3gA5J+Pt7J16OQywFSQhTNCFXpkEyi5wvLxNyFo+hrLqniCF7JoKDibyuuivoGHnhem9s+Od//1OPBSvz19n5OA/l+furF3RRZ+1TH4cfLuBn38TFSfh//88Hv/yiRIo7utZTUpT/C2+R494x1b/PzKR1mbWjLNCUt8jDwpxnADDYcsl8sBt/vOIYJ7fZlH3cF671FStWYMCAAdixYweaN2+OPXv2YO3atSVdtjKBfzBZY8REJSODut+8GdP2hk6dbFixwoRHHvE+U5v3Fjl95aPWmRXAIscDA4nTfN/CwK/d3qwZnRpy4gTtIvOJMLKzqUXuzpvh66tYnCw6F+Atcj7Yjb6yRTiY5cR3ANzhOL5evTrBihW5GDHCIl83JiaZmdQNm5kpISLCLlvvrHN06ZIGFy7Qcy3pjFl5efTa+fu7FkO28As//16vB9q3p0JuMEA1M8CdRf7gg0oDyl/PV1814+OPTU651l3hWK/4hjA/6yYtTYLRSDuFBc0NbjLR51OvZ8FuarFt0ECxyE0mdcIVPhATUGIp3LnX+aj1gsKE/Px5WnfYc823NYBSPt4bFRBAryvrIPPWsmO94Nea5z2LTOhSU5UhBcf7wqLW6TEKJ+QGAx2ucmxfsrLUnUSAJc6h2969K3ls69hyyXxSHkCp38UxTs53PotzadSSwOunpHHjxti3bx+eeOIJBAQEwFLez6yQ8BGfTEBYw5+WRt1vrsZ3CwONEHbf6+RhjZG3Fjnv4s7JoefFHgz2kAUEKA14UZJ0KL1i2iN+5BE7YmNp4hReyPOzyPkMbHxiF2WMXNmWNbLx8RqMGOGH33+nT7J3Frl6m4AAGnBjMCj3nAn53buKQNaooUwvYo3ihQtaJ+uupGAi5etL175euVKP+fMVFxKfo54Jp8EAtGlDO1dGozpHP2+R851Tvq7wQu7nV5D6R19ZXbNYFC9Wft6fO3ckVKtmR2SkHTdvSk5peT3BPGY6HRVxs1kttlWq0I4bn1EQoMFXbNyc1SFlCprzcQihc5gLMkbOw7xxbFliNhbsOEaek0Nd0Hy75OdHVFPCeJF1FEw+MyLfuVc8WZLcWShO1zqfLMdgIEhLk/Cf//hi40bdvbntktN006AgmgEvv/FxgLY1drt6xgzgXY58b/G06Et5w6v+ZPXq1TF37lz8888/+Oijj7BgwQI89NBDJV22MoF/MNnDExREG6GMDJrZzduAs+KkUycbUlMllZvUE+qEMFQ8W7WyoV07G3JyJDRqZIdOp7hUi2aRqx+m9u1tOHNGg+PHtQgNVa5VVhZ1+XrqCPn7U7cinWZDrRVXrnXWyJ46pUF2Nh02aN7cJlvqnmC/VY6pvGfnwKywu3cleZggPJwmsene3YrHH7dh/nzDvQxx9Deu0kwWJyYTrZM2GxWXI0d0suvXZlOGM3JzJZjNNNGGVkstn1GjLHIngGEw5HBrt6uPVaOGHUlJWq86Rq7gA0QBWg/Z1CBPFjkbvqpalUbcnzlDA9EcG313mEwSAgPtslvdldjWrWvHiRNaOZIfoHXu7l1JlZmNT1cLqI+veDyK5lpnz51jx4mPK/H3Vw/lseeHfqd2szteWz6mR6ulHi+2KBTAvGTOUeuEUCHXauk1LKhFzs9k8fVV6ubGjXpcvqyB3Q6ntiwoiI5vs/viySJnhgo7Dz5qHSieueTqYLf7wLW+ZMkSPPLII1izZg38/f1Rs2ZNLFmypKTLVia4ilrXaGgvPTWVLovozbzv4iYigmD8eIuqZ+4JR9d6QAB1R7/9thlz5+bh+efpk1YcY+R81DoAVfY0vmfMhM7TfFTXFjmLKqfv+SxOzHIZM8aMV16xeOXd8PNTN+68iLHrywQuM1NZZjUkhECnAyZMsKBFCzvq17c7Te0rKZhY+/pS64q6glmDK8nWOEA9H3StAOX3Awda0bOnzcEiV1zrjgGXzPPAr+RVECRJyZIIUEFn+/LUaWTpQ0NCiIOQ5g+zUplFzuq045g+O7e//lKaP2qRS6rMbO5c6wcOaFU5CAqDYzCs4xi5MtPD+d6w54d1ID271mkZWTCYwUCFnHVEsrLACbnyu8xMKsbKUFLhXet8PSQE+PNPLR58kGDQIHXwARNh5uHKz7UOKGVnuQ1Yu1Ac8dj33Txyo9EIjUaD77//Hrm5uQgICIDRm8nMFRC1Ra5UpKpVidyrdOcaLk/wgS3Z2e7LXBxj5KyxZteuenUiZ0/jxY3lVPdkkUdE0LntDzygWPKOFrmjENPfFcxLwtzrPj5q16tj8NLdu4qQOza+LHCKUZJCzrtIHTuSSUmSam47zQvgOhCLb1R9fPLk8W7HfbJpayyuojAYDAR5ef+/vTOPkqq68/j3VVV3ddMbdNM0q0CDwGiQKAoEFBBUcFxJSIgYo2KOShgJTFSWUeAgCojHBSZOYlxmIpo4ajhjjCauE6JIuyQ6iluCBGhopJWG3qq7qqve/HH51Vtq7a6u5dHfzzmcKrq2++57737v73d/9/dTEdKBgCFS8ZZxZLLXt28oqaQsZqSsbUGBGuhF6OxWs1wr//d/xraG5mYtYrtdtInE/v0qSEyyoHVVyCWDHqD6xVyjwe22utbtE1+zRQ4kcq1bY3okkYqcg+Zmw7UeChmTcjkPQ4Z0bc3ZHKMh4+igQTqmTw9C04CFC/0R97D0fWeEXNqVbtf6CRHsds8992D79u146aWXEAwG8eyzz2LDhg3pbltWsEatG8/LyhDTDZmLyIXd2KgG0lhCLscSbXBNdjuVOSOWMHSojmDQGnVsCHnsL164UAVUmZPD2Pfb213EKhNXcm0VZJC2Wzt2j4fPh3AOanvJWgmccrnU5CWdrnXzNiJ7mw8fNixyEctjx7So3htzv7ndAVOyHet3TpoUxC9+0RauL94VxPrr6DAyJUYLfDIjfagscoSPJRnMkx1ZQwViW+Sy/RBQnoDWVmsAVrSJhDxP1SLXNON6MscdaJoStKYmLexhsCdK6oxFbo/pkXNiZETUorrmZVLadYvc6B+5xiZODGLRIj8efDB6gK8IueQ8SLRGDhjXhowN6XOtp/x1aSUpIX/jjTewadMmeL1eFBcX47HHHsP27dvT3basYLbCzRaNOUAqmX3f2cYefR0taxpgDOz27Uwff+zC1VcXYPfuxDeEDArmAUMGgE8/NS4xGQTjWeQFBWrSZJ54mDOL5eeLe9n4zKBBoU5vB5TzaW9LtIF57161h9w+WRg1Sh3jsGEh9O+vBt9UY0AffhhYudILXQdefNGDm24qQFubMcB6vXrERPLwYRf271f9LJOLUCh6IJa535SQ6xF/B5SgJLtDIhZeLyxtz8+XQL3YJ0sEpE8fvdMWuXxvYaH1PCbjvRFRt1rk6tE8kRCB+Oor1d9dXSMHDA+PvZ8l6EtSRUe61tWjWORm0Upkkefni2vdiFQ3FxkRwZLzUFmprrfOlE01f4/Xa0y6J00KwuNRaYOjIX0vAYqx9pADRr/LuZHxojst8hOuHrnruP9N02QtxR/+24mGeQCwWuTW6N1cx+NR68xiTSayyO1r5Hv2uNDUpIX3nMcjmkUuVo/cUG63YeEnk7PZ3Mfm8zBvXgBz5gQsg7M5gUmyGEJu/Ww0d/ThwxrKyyN3F/Trp+N731NlFWVQTtW9/t57am+xzwd88IELtbUaDh0yAsRkjdzevi++cKGoyKgLHutYzJ/1eIyYi3TEfXi9yo1r3p5YWBh/UJT+69tXT7j9y455z7T5PraLbXGxIRoqmt/YOmgWcvNuFUFET9Zguxq1DhgWuV3IS0rUsci9Y59s2l3+VovaGrDm81nPrZwTs+BLGlfAEHjxnlVW6uFsaZ3BHOx20UUd+M53OiKWouyYAysrK+Pv5pF+FyGX+1i+ozu2n5kD3HI92C2pqPXZs2djyZIlOHbsGP7zP/8Tzz33HC6++OJ0ty0rRMvsBhiBL4AzLHJAubK2bVOnOJFFbp/Jy+CbjEvJvNdVBlOz1eNyKetDBstkhNztNqwHs5fk2982psnyujmBSbLEsshjDczm8y9oGnDFFao9n35qCLm5hrKg68Drr7sxZkzIEshnR/qvqclIpdvUpIUHtcJCHS6XITrNzUrEDx3SMG5cyNK30V3rxnOXq+P4tdy5ghjJ4vVKeVljK1JBgR62ZqNhdq1LWztrkRcU2OMeIt87eLCOjz9WE7S8PETsIQeMBEdmi9zuYu6qax2ILeTSBpmE28+NfE76yixaZs9aIKA8M+ZzLvuvzZMp82fk719+aaxTFxXFPmevveYOb88EVL74U08NhYXP61XZEE8/PfE9ag6sTOQNsu8ukYm/3M/dbZHnums9KSG//vrr8ec//xkDBw5EXV0dbrrpJpx77rnpbltWsEatRwa+AM6wyAG7kMcKdlOPdotcbmhz5GYszFtcZFCQ4g6hkBqY1GBkvekSUVSkrIdYkfoFBer1aKUjEyFu00iL3HheUaFbhCUe8nosi/z3v/fgkUfy8I1vhHDHHbFNUhmUGxuNPfiNjYZ71OsFNE09P+kkHV9+aeR+HzkyZJmYRBMwKQkLAB6PP3z+02GRS956OSYVwawlXCN3uxEuWuL1Jl/Qx1yG1GqRR7530CAVjNmnj37cUyQxBtb39e0bQl2dK7wLwC4QXc3sBgAjRihxs1uqIuSyDm+fbMq1Jp6CWNvPzDEDRnvVPRmrtoKy6NWkW9PUPVBUBOzbh4gKiV9/rWHLFutF9v77Ltx7b7vJIk++f8yTqERbfOV75dqQ8c3lUpOv7rDITzjXOgAMHDgQM2fOxHnnnYfi4mK888476WxX1rAmhDGeO22NHFBruNLuWEIuA7t9cBUXXTIXsKTFNOc2F9c+oGba1sxUyfWffCZWJj05P52NWAdiW+TmyZs5u1yiNLriWo8W8NbYCDz6qFKTRGuN8npjozFINTZqFmtTJkKDB4cslsvJJ9st8uheBOk3t7sj/J7uylZoRr5TJiQS+BQMxk57eviwhr59Dbdq7966xbUdj1hr5NHERJZjyst1i0vXnhnw9NND8PsRTr9r39aUikU+ZUoQDz/chtGjYwm5+s3EFrl5jdx4Hq0uhEw8zImazIjlefiwhspKdR8XFanJjv3alUDWiy7qwIYN7ejTxyghat/JkgxWIe+aRQ4Y+QpSrX1g9irkums9KSG//fbbsWDBAjzwwAPYvHkzNm/ejC1btqS7bVkh1vYzs5B3V2a3dKNpwIQJak93LNe6pqmbIFLI1WMywVutrVrUyY24vA2LXJFs/8l3xrbI1Qw8VvBMPGJNcMwDs9R+BlKzyJ9+Oi88qNgtPjPmbF3HjhmudUlbCShxlH4ZOFC3CXkwoUUOGNe1291h2gkQ7+i6hvy+uK293uhLORs25GPDhny0t6vjNh9T7946jh1LblCOvUYe+V65Nvv21S3FeuxCLulta2qUZ8tukaci5GLx2hEXcyyLPC9PrQWbXesejzqH0Vzm5ntTzok5wM1Me7uaZB05oqF/f/U3GTvsywoi5BMmBDF6dAglJcZEwl6VLBmKiowUzYmEXI5DJiTm+7i4WF0zixYV4L/+K3oDjhwBrr66AH/6U+xSfsGgtEvPeYs8Kdf6W2+9hZdffhn5qUR2OIRoudYBZ1rkgFpT1nXgm9+MnRGuoECPcK3LDZnMTLStLbq7fPBgHTU1atAx39DJ9p8MILGEfN68ABobtS7lux49OoRLLunAzJlW09A8eTO77KOtkZuJJ+R79rigaUqo4621mfNnHzzosiSlMffF+PFB/P3vHZg2rQMtLR4AbpSX6ygvR0KLHDBE2+PxY9asDlRU6EkV7uks8vsifipqXT33+VS2to4OlSAEMITL7FYtK1PZvqLl5rZj3qKXSMjHjQvhootUuVtJ7wtECvno0cqr9c47ruPt6D4hj0WiNXJATQDEYpfMjZpmXSIze3EEuZdiW+QavvpKTZwMIY8eQCZCXl2tzldhoY7WVvVZ806FZNE0JcKJ8qwDRr9H2xJcXKxEuK5OsyT9MbNvnwuNjRpefNGDadOij41ixBQVKeEPBpMr4ZsNkrLIBwwYgPZcn5J0E7H2kZsDMZyyRg6oteof/ziQcMuXzwccPQr84Q9uy42YrEUebbARq6eszGqRx/IO2BHBj+X2nTIliAsvjOGjTYDHAyxYEMDQobHXyAcMMAQlkdD16aMG0miu9a+/VolG7BaTHXPQkbnmeWOjOWpd7a/+8Y8DKC01LBfZdhZt254d6U+3uwOnnRbCggXJZcTrLIZoqEfJuw0Y/XD4sIZgUA2SH36oRklzsGBnsrvZ95EL0cTW4wF+9CN1/s3pX+2Z7MSr1dSk4ZNPXBGu9VTWyGMhQl5XF921DqiJoxR9UQmfjO1+QrQ1cmNt2b7Wrx79fiOC3y7k77/vxp//rM6Rrqv93gMHGh6NwkLJf24tbdy5Y1ePidbI7Rk4zQJrXioxR+SbEe/C55+70NAQ/TcMIbdes7lIXFtmxYoVAIBgMIjLLrsMZ555JtymHlu/fn16W5cF5MJzuSLXfEtK1NqLkyzyZCgsVFGpv/tdHn77Ww+GD28PW46JLl4R/WiTm9GjQ3C5VFCWbGeR30uGAQP04zWJM9ffZvEzR5cncq3L9WFfz9V1ZaUPHhzCV1/FzxBltqbMmdoaG43KXPZJ0IgRag+95K02T9hiWYv9++soLGwKB82lC+lLaXt+vtE+NZDqlgnLX/8amdHLvAVNsozFInbUevzPmV3r0XLLjx8fxEsvebBrlyvCIu9q9bN4yPEb9dEj32OOyWhp0VBVFUIgADQ2GteNOWZAkHMStBmhffqorart7dGEXD3+6ld50DRg/HhfOIHOWWcZgmuu2yDXeWeFfNiwENrbXXH3kAPWfrdPdAYNCsHtdqNvX3VMMtExI94FXVeVGi+4INIqlzgOmejlcp2wuJfhhAkTLI89AbEYVHSw9bWyMrW25CSLPBkKC9UsWlx5zc2Ra12xiLYOJwwcqOPRR30oKUE4eh5Ifo38yisDuPTSADKZDdgcGNWnj7Ki29qSm0xEi5ZtaVF9W16uh4vGxMJskZuzjjU1GYOrvfrY0KE6HnnEF05WYz4PsVzrS5f6ceRI+ssQi4CaXevl5eo1mfCYJywf5ugD5QAAIABJREFUfWQt6QkYuwuOHtUioqbtxFojTyS2MlCr6neRr8sSy+HDakIlhUTUMcX/7q4wYICOc88N4vXXVX/EssgBdZ0Eg+ra8/mMsr7Kza7eG22NXJ7LhL13bxFyowqc3SIH1HcfOOAKZxI0R9zLuNjaqhIj2Y2hZPiXf/GjoyP+ebYfh308+e53O3DhhR34zW/y8Ic/eHD4sIbhw619aF7vr6mJLuQy9sn3t7VpEQWXcoW4rvU5c+Zgzpw5OP/889Ha2oo5c+Zg8uTJ2LdvH2bPnt2lH/zFL36BefPm4dvf/jaefvpp7N27F1dccQXmz5+P1atXIxTqfARydyIDQLRZfKwkIk5HXG8HD6oLt61NS3ofuWxjiTW5KStTN7QRgY6k6lkDahDobOrVVDF7ZAoLlWtXaoAnoqhIVaIyB2aZC66Yi4hEw2yRmy0mKe3odkf3DPTpYwx89nSc0VCpUtPvJ5SlKQmsys83LEnx0Jj3IMu1Zg92A4Bf/zoPV15ZGK53EA1zlHa8zG52RMhj1bKXZZW6OlXD3OypSSWzWzyuucYf9g5EW4qS60D6r6hITTrN+dKjrZGbxzVzoJ30s3Ktq++0W+Ry39bWauF86LKkAxjjos+nrNeuTHK83uSW3sz9bh+PZfuiXEfR3Osi5G438MEH7qj3pUxGZHxUddyBBQsK8MorubVYntSQevPNN+Pw4cMAgKKiIoRCIdx6662d/rGamhr89a9/xa9//Ws8/vjjOHToENavX48lS5bgySefhK7rePXVVzv9vd1JvExX3/1uAFdfHX+92YmICIt1ZE6rmUjI41nkZuRmy/VJkJz/4mK15v2DHwRw3XXJZYMoKlICbO4zs5BLEZFYxNrbK0KeKNsVoARMLNBsx6baI4vz8w3PhmGRq3rbIhL2yYpYQHV1KmWp2RVvJ/YaefxrToLoYpVs9XqV0O3Zoxo5cKCREjgdwW6AWiu+5RY/Lr+8I2rgl4iwpOZVteYN17b5MZZFXlpq9JOcF/HMuVxAv37qtdNOC2LWrA5cf726sA8ccOFvf1Npi4cPj3Stt7Yqd38673Vzv8cajw0hj7xmxHM2dGgIwWD04L+ODiMtNKCEfd8+FxoaNEvBnVwgKSE/ePAgli5dCkBVQlu6dCn27dvX6R974403MGrUKCxatAg33ngjpk+fjl27doVd91OnTsWOHTs6/b3didTsjTYInnZaCJdf3rXgqlzGPOME1I1o1JGOrxzR1uGiITd5rk+CPB6JnlX/P/vsIGbOTK4GfLToXnPlNClYEWsrlT3fvfpO9ZlkInkFGUBjudYzhT1q3evVLalsxU07YIAe3kJon6zYlzTirVMaQt5Vizz2e/r108Pnp6zM2HueLiEHgLFjQ7j66uiBiDLZ2bfPiJ0Q40PuSSNBjvE56/Za49jFIm9vV5PGigo97Bbv1Qu48cZAeCvr3r0qm+CwYaGo5YB9PmXxdrWWfTJYhTz678QXcuO+BKxBgjt3uvH55y50dEiAJo6/x9gSGiu3gc+nlhFTqSbZFZIK1dA0DZ999hlGjx4NANi9ezc8XYjyaGhowMGDB/Hzn/8ctbW1WLhwIXRdD+dwLyoqQlOsDY4m+vTpBY+ne2dElZXG3pahQ4EhQ4DKyjTepTlEZaV94FPnVuoYV1bGHgn37VPvq6ryHP+u6HuEhgxR76uoyP1+HTIEGD688+2sqpKkJyWorFR/CwTU30aM8OD999XzsrKSqG5vGRTz8ox7a+RI4OOP1fPq6vjnQqioUANKv36ecDvsFBaq74l1vroD6Q+/37hGRo+WEqMe5OV50d4OjBqlJjf19cCwYdZ+Ly1VyysyOSoqin1MUgN9yJASeDxGP1ZVxf4MoCZt5eXA2LGx+3f4cGDPHvV84EAP+vdXfdy/f/zvThd5eepfba1xfWmapJUtDidzycsDBg0y2mi+18vL1TE0NwPDhnmOe3M8aG4GvvENeb9xffTtq87Fxx+r3/rmN6391b+/tMsDv1+9P5nrtSvIbwFynUfeUNJHLS0eVFZaXay6rl4bOlTdl716qT5rbQXuu08dvywJ9u3rOd6vHjQ1yXdGP7atW4Ff/1pdxxdcYPw9nfcZkKSQL1++HAsWLEBVVRUAJcibNm3q9I/17t0b1dXVyM/PR3V1NbxeLw4dOhR+vaWlBaXxpsXHaWjoZCmeBFRWlqC+3phArFunboL6+m79mZylo8ODQMAYPL/8sgNNTZ7jUbAh1NfHXk89eNCNQCAfHR0BAIWWfjTT1qYhECiApsX/vlzgrrvUzdrZ86/reQgEPNi3rx29eoWg68A//qH+pmlt6OjIQyDgxoEDvqh7og8d8gAohK53hNc5y8uDCAQk6CmA+vrEHiFN8yIQcKG11Y/6+ujeBJ9PuV9ina/uwOdzIRDwhrf3tLS04ehRHQUFBaitBd5/349AwIs+fTqO1yz3oLi4A/X1VrN7yxZgxw43/uM/8vHll7GPqaHBC5fLha++8iE/vwSBgOqr5uZ21NfHj73ZskVNAmKd86IidR4BIBQKwOt1IxBwoampDfX1mfd86DoQChUiGFTb9caPb8Nnn6k2Hjigrr/6evX/1lajjT6ful8BtRspL09DIOCCprUjEPBiz54g/H43vN4gAG/E9VFZ6Q3vHx840Hou/H713X//ewB+fx48niDq69OTpLyxUY0nABAKRV4zgAT9FeIf/4gcc+rrvQiFXHC7AwgE8nDwYDsqKkL48EMX/H4v6upUGWa1na4DgUAeDh3yY/9+DYFAHg4cAA4f9kV4S15+Wd17+/cb96pdX7pKvMlAUkLe3t6O119/HZ9//jk8Hk9YjDvL+PHj8atf/QrXXnstDh8+DJ/Ph29961uoqanBxIkTsX37dkyaNKnT39vd5Lr7t7uxxwO0tRmupkSudUnbmGiNXAJYcn2NHEh+n7sdcVO2tACbN+dj714t7Lrr21e3uD6juR0lWKtfPx0HD6p1yqqqEIDIaO54JEptmynsXgcZMsrLdRw+7Aqvd5uL3kQ7xuJi4xqNF7PR2mrkpDc7DD2exP2Q6J5X50FRUmJUZstWHIKmIby9auFCP7xe6/YvwJwgx7rn2niuhyeUst1LAsPMCbDMDB6s429/U88lV7wgvy8BiV29j5LBGrUeva1SijdWsFtRkR5RElaC+JqbjWx5YvnLEpc8b221HmN9vRaupd7Zsq+pkpSQb9q0Cb///e/xDfG3dJFzzz0X77zzDubOnQtd17Fq1SoMHjwYt99+O+69915UV1dj1qxZKf0G6Tx2IW9p0cJR04n2TkbL5xyNykodV14ZwLhx2d2VkE6MNXINH3/swpdfajhwQPJVGxHDscRI1jT79w/h4EE3Skt1y3aXZIVc2pHO9dtkGDFCZUWTZC4iIhUVOvbuBXbtUhOUYcNCGDBAx549kZn2BCNhSfxgN7kOO7NGngzmvi8uBi67LICBA0OWfPyZ5sorVWZDuaeMtVzro7X6mdHeggJg5swOjBoVCic/kvXkWNus1KTLDa/XWjIXMPpehDxza+Sx31dVFUJtrRvNzdZ8AbK33B4g+PnnIuQqm2JxsR6O9VBR68b1d+SIZtma9/bbxnJvrMDVdJGUkA8ZMgQrVqzAuHHjUGC6Ki6//PJO/2C0aPetW9O/p5XExm5Nm8s2JkoIk2zUuqYBc+eeeIGCZsw5qUW82tuV69NcrCRWn8rNL6JRWtq50o6CDGzZDnbr1UtlT7vnHqWkIiISqPXee27k5ytB8HiA666LPWtMNAkClKejvDx0/LeMv3fHhMYq5Dqqq3VUV2f3ej7nHOsSgz3YLVogqj3YbcyYEMaMCUUkgIqVN0H21I8YEYrYRiqWcX29EUmfLszb6OIVYZLzVl+vwePR8fzzHlx4YQdaWjRUVIRMfaYexSKXqn39+umm+1azVOL7+mtrkqKaGkPI7Xnp001SQt7nuN/lgw8+sPy9K0JOcg+7RX7smPE8cUKY5CzynoAMKEeOWBO/iHvdPCAA0Vzr6lEiuEtLjejoWHvIozFwoMpsFa0gR6aZPDmIESNCOHjQFbaIpF0+n8r+l0zcrDmFaDR0XQ3GRh5547Xu2OttTtGbToFKBbEu5drz+SITW5ld69bUrQjXAwCMRDx2Tj5ZRaqfcUZknIKMAWLVZ8oijzf2yJ7/3btdeP99DU88kRcOwDRb5D6fhoYGWDJQSkCcGCnNzdZtaua6CroOfPqpKovb0KBF3YGSTpIS8mipWNsyHV9P0kY8i7y79pH3BMQil8Q6glg39jzjdmRSJLnGS0r0cJKSfv0S7yEXvvOdDsye3ZHRjHix0DTg7rvb0dZmXSMXzAlF4iECFMu1bs8rbrY8u8Milz3wDQ1aTvRrNIztX1r40R4nYc9RLkjEuznTWzQqKnQ89pgvap4NGQPkO9LZT8lsPwPUhOORR/JQU+MOu8VlHbuoSA/3WVubUQTGPKHxeIxsivX1WoRrXWhuVsuQw4aF0NDgzk3X+muvvYb7778fra2t0HUdoVAIbW1teOutt9LdPpIBzOuKeXlWIQ8EEDc1Ji1yA7HIJX1lebmOI0e0GBZ5JD6fsrzl/WVlxhp5sm51wLoPPhcwZ/YDuibkYlXHmlja14OtudaTbmpc+vVTQp5OSzMV7BPFaFUJY5Vplv/LRCmWkAOx16Ttv5VOz4X5/MYLqhs4UMeQITr++lc3JGmoJPZRQm5Y5F98of4+alQIn33mCv+OOUNcY6ORotdcIEmeV1Wp/fc5Gey2fv163HHHHXjsscdw44034pVXXoEv074DkjZk1l5erspK2meT8dItGoUdcnNwyyQi5AcPqkHgwgs70NamYcYMtZaajEXeq5fKXz1vXgBTpgTRu7eq0mbOae10zEKe7HElngRZ05F29xo5oILLamtdMVPfZhtz4hJ57N3b2r+xqjvK5yWNR1dyiosbX6zZdE54xIMQCCT2Bk6a1IGnnzYuAplom5Po+HzGNTRihCHk+flqjby0VO0k8flUNrs9e1wWi9ycwbGoSM9Ni7ykpASTJk3CX/7yFzQ1NeGWW27BP//zP6e7bSRDyMVcUaFbrHHB748t5IlyrfckxDKQSP++fXVMn24ERCVa5/X5lLWjacD3v2987pJLTqwgQfE4FBUh6ahvc5rMaNjTkYp4u92JC3Aky9ixIYwdm7sTKpmQv/uuC42NeZaYAcHsWrff09JnXm/0FNWJ0DQ1Dog1ms7tZ4Ah5ImMiIkTg2EhlwqWqn3WLaGSu0FiVADD8u/XTw8Hwg0YoGP/fqtFbs7gaO6DTJFUitaCggLs2bMHI0aMwNtvvw2/349ALtd0I52irEytxY4aFYo6u423Tu7zqYs9HeUcnUZ+vrUf7O5Je1SxHbHIT3RKSyWJSTBpkTVvAYqGfYnHKH6USkudRWWlyp2+d68LL7/sga5HTpSsFnmkax2I71ZPhFlU070EIcstie6Z6modQ4eGcOqpIctSTlGRde+9CHz//sZ7zEIulJWpVMNmi1xEPact8iVLluD+++/Hpk2b8NBDD+Gpp57C3Llz0902kiG8XuDhh9vgdgOrV0f6DVXkevSb0uc78eqzp0JRkeHVsLsn422h0nXDIj/R0TRg8+a2pKvgAYYwx3Kt24Pd5P3pqk6Wi5SUAI884gtHVmua1boE7FHriPpaKkIu3ynVA9NJXp76nURLHZoGbNzYDpcLePRRw8Vutsh9PlW3vLDQWnHRSANr9ElpqY7ych2ffupCMKi8PmbXeq9eavlMXssESQn5hAkTwoVNnn32WRw7dgxlsfYnEEciF6xZlCWoI5FF3hPEJ1mKiozte/YBMd4+cr9fpYPsKX3ZWUs50bKEvWRnrlSAyzQlJfEtYU0z7mt7sJuMAakIuRo/VKKU7lrSiIUqeZrc78i9ZxbkoiIVmJaXZ1jkRUW6JUhPJoLmz5WUKMHWdVU8pW9f3SbkxvbKTAWdJjUnPnDgAK699lpccMEFqK+vx0033YTa2tp0t41kAfMsXQaE+EJOi9yMBLxpWmQ1LXswkhkJGkz3uqJTsW+PshNrjTzb2e1yEbkO7ZaseDO6EugmyEQ0EwI2f34A11zTuSVeq5Crx8JCHW1tGpqb1Y4E80RIJoTmFL2lpUa1vro6dS8fOaIhP199p/RBJpPCJCXkq1atwnXXXYdevXqhb9++uPjii7Fs2bJ0t41kAfO6mdyMzc0aHnssD1u25ON3vzOcOJKEg4FuBjI4lJToEW418zrv66+7sWuXcftxG19iVBnY6IOjPeiSQh4bWeKJ3GOuHlNzrRs5ENLN5MlBzJiRXIlhwW6RA+qaaWpSY5kIsb3evH2NfPBgJey1teoe/vprDeXlyjsgFnkmA96SEvKGhgacffbZAFRJ0+9973tobm5Oa8NIdjBb5JKM5L333HjuOQ9ee82NRx/NC5eUlJrS8j5iDA7mdTZBLKDmZg1btuTjV78yVMbYxpfuFjqXvDw95tY9rpEnTyyL3Fgj7/p3GxZ5bva72bKWe7WgwIhrKSnR4XIZE3K5fiQpjLxHhPzAARXt3tho5IuwF2LJBElHrR86dChcN/zdd9/tUvUzkvuYo07lZpSUixKcJBe9ZEI6kfY4p4oMDtHck2KRHzqkhdfXBLnp6VqPTX5+9O1n7e2RecV7YtR6spi3mZkRS707otajlenNBUpKjOOWe81svMiYJ/exeNW8XuOeLi01Ur/W1rrQ0KDuZ8mPkA2LPKlgtxUrVuCGG27Avn37cNlll+HYsWN44IEH0t02kgWsF7V6lK0Vgwfr2LdPQ0ODhoEDjX2VFHID6bNog6GISl2d6rejR7Vw1jwj1W0mWulM8vMj1x0PHNCweHFBeAC2p2ilkEdSUKDD49EitozKtRerYEpy360ec9Ui1zS19bGuTgtfG9a4IPVYXKxKxJqvn6oqHY2Nah09P18J94EDmiXQDYAp2C1zFnlCIX/99dcxcuRIPPPMM3jooYdQU1OD6dOn45RTTslE+0iGMa+byTqXCPmQISHs2+emRR4Hw7UezSJXj7I0EQgYUf+yh9UeIEcM8vP1iDXy/ftdCIWMYhYiRlJNbehQXpt2vv/9gCWZiaDy8+sYPbrrfSbBhrkq5ACwYIEfx45p4XVwa1yQtF/93zzZ+eEPAxZxHzRIx4cfusK1FcS1LtdgzgS7PfLII/j3f/93tLe3Y/fu3fjlL3+JSy65BE1NTbj77rsz1UaSQcwWoQi5lOQcMiQU/r+uq+IDAwboOZXXO9vEE3K3O3JfqfStCDl3dcZGBbupAhVPPJEHn89IKSqYB+WLL+7I6Uxs2WL8+BAuuCAySKyqSsd3vtOR0raxTEatd5Vx40KYOtU4fnNcigi5jH1mIT/11JAluE7WyT/8UN3UYpHLGJAzrvX/+Z//wVNPPYXCwkLcc889mDFjBr773e9C13WmaD1Bibb9THInDx2qnhw7prZdtLSoQYEYVFeryNVRo6L3S0GBYZEDSsgHDtTDFiWFPDaytvu//+vBM8940L9/CM3Nqt8qK3UEg4wxyDbDh4egac7y0lm9kOpRBN2c0taO1Gb/85+VkIuhY69ClwniCrmmaSg83qqamhrMnz8//HdyYmLeE26eVbtcqs41oIK06FaPzsknh/DMM76YWcvy83WLy02WKRob1f9TiRg+0ZFgQakZ3dholJVcutSPk09OrrY5SR9jxoTw7LO+tCeD6U7MxotY09Fc63ZEuDs6gHPPDeKkk6xr5OYJe7qJe9m73W40NjaitbUVn3zyCaZMmQJAJYjx8I45ITG71s3rXMXFejgI5tgxLRzolmwZyp5EvNSj9kjhaK512UpFrMjapAQXNTZq4cGypESniOcIThJxwGq8iBdSttTGS/8qFnlJiY5rrzUyFYlXKGcs8uuvvx6XX345Ojo6MHfuXPTr1w8vvPAC7rvvPixatChTbSQZxBz1a47YLC1Vs1SXS4mP5Lw+6SQKeWdQVqXZIlePjY1auI44hTw6cj1KoFZjoxaO9s/VGuEk94m2U+fsszvQ3AycdlrshDMVFTp+9KMAqqtDlu12MjHImTXy2bNn4/TTT0dDQwPGjBkDACgqKsK6deswceLEjDSQZBa5qL1e3bI+VFqq1n7LylTyhCNHjAIBJHlkhp+frwK3xCKXbS1Os2YyiVyPIuRNTYbVw7Vx0lWsy4nqeZ8+wBVXJC4ffNFFke/JRorWhM6oqqoqVFVVhf8/bdq0tDaIZBe5qL1ea3pLcTX16aNj715V9YcRwZ1HrMrhw0P47DOXScgZ6JYI6TtJpNPYqMHvV8tBdKuTriLLiW534kpqyeByKYNIvEWZoBOFBElPwLDI7a51I2NZ8Li3SbZfkOSRpYuTTgqFlylCIZW2lalu42OvSS7Bbrm8Z5nkPub88N3lEevVK7M1ySnkxILHowS8sNDuWleP5qhqCfYgySOTo4oKHWVlOo4eVQFbus513kTYs7Q1NamKVRRykgpGNrru+87i4ujlitMFHVIkgoUL/ejTR49pkQu0yDuPuO769lVCfuiQK7yHnBZ5fOxCLnWbuD5OUkGWE7tzIn3NNf7wTpRMQCEnEUyfrnzn5gIVcpGb8zAPHkzh6SziHi4v11FWBvzjH0B9PdOzJkOskqT0ZJBUSEd++NNPz6yRQ9c6iYnHY+wJtVvkBQVGSkKSPCNHhlBcDAwbFgpPivbvV7chLfL4yCTIDl3rJBUqKnT07ZtajvlsQ4ucxETTlBXk9xsiIznEBw0KcatUF5g5M4iZM1U4q0yK9u83aiGT2MSqZJarJTOJM/B6gV/+0tnJG2iRk7jI4CmDpVjhQ4ZQdFJFLPLdu2mRJ4M5+DJWBkJCeiK0yElc8vJUJjIRmcGDddxwgx/jxjnXDZUrjBmj+vCLL0TIs9ma3MdskQ8YEAr3G4Wc9HRokZO45OertXIJCNE0YPbsIAYM4OCZKqNGhSzlTmmRx8cs5Oatj3Stk54OhZzEZcyYEMaODXI9PA1oGjBhgpHLmWvk8TEHu0klPsCoWEVIT4WudRKXJUv8id9EuszEiUG89JIHbrd13ZdEYrbIBw6MrFhFSE+FQk5IFhk7NoTCQmVV0usRH6uQGxZ5d2bkIsSJUMgJySJ5ecCyZRnM5ehgzFHrFRV6uIIcg91IT4dCTkiW4Q6A5DBb5MXFKjiwoUHrlopVhDgZCjkhxBGIkEuJ3bFjQzh2DFySID0eCjkhxBFIymAJblu8mIGYhADcfkYIcQiapiL7ud+eECu0yAkhjuGmm/wUckJsUMgJIY5h0qRg4jcR0sOga50QQghxMBRyQgghxMFkRci//vprTJs2Dbt378bevXtxxRVXYP78+Vi9ejVCIe6pJYQQQpIl40IeCASwatUqFBwvp7V+/XosWbIETz75JHRdx6uvvprpJhFCCCGOJeNCvnHjRnz/+99Hv379AAC7du3ChAkTAABTp07Fjh07Mt0kQgghxLFkNGr9t7/9LcrLy3HOOefgoYceAgDoug7teGqmoqIiNDU1JfyePn16weNxd2vbKitZ1Lg7YD+mTib6sLAwP2O/lS1O5GPLFOzD7iHd/ZhRIX/22WehaRreeustfPLJJ1i2bBmOHDkSfr2lpQWlpaUJv6ehobVb21VZWYL6+sQTCBIf9mPqZKoPfT6VFe1EPV+8FlOHfdg9dFc/xpsMZFTIn3jiifDzq666CmvWrMGmTZtQU1ODiRMnYvv27Zg0aVImm0QIIYQ4mqxvP1u2bBm2bNmCefPmIRAIYNasWdluEiGEEOIYspbZ7fHHHw8/37p1a7aaQQghhDiarFvkhBBCCOk6FHJCCCHEwVDICSGEEAdDISeEEEIcDIWcEEIIcTAUckIIIcTBUMgJIYQQB0MhJ4QQQhwMhZwQQghxMBRyQgghxMFQyAkhhBAHQyEnhBBCHAyFnBBCCHEwFHJCCCHEwVDICSGEEAdDISeEEEIcDIWcEEIIcTAUckIIIcTBUMgJIYQQB0MhJ4QQQhwMhZwQQghxMBRyQgghxMFQyAkhhBAHQyEnhBBCHAyFnBBCCHEwFHJCCCHEwVDICSGEEAdDISeEEEIcDIWcEEIIcTAUckIIIcTBUMgJIYQQB0MhJ4QQQhwMhZwQQghxMBRyQgghxMFQyAkhhBAHQyEnhBBCHAyFnBBCCHEwFHJCCCHEwVDICSGEEAdDISeEEEIcDIWcEEIIcTAUckIIIcTBeDL5Y4FAACtXrsSBAwfg9/uxcOFCjBw5EsuXL4emaTj55JOxevVquFycXxBCCCHJkFEhf+6559C7d29s2rQJDQ0NmDNnDsaMGYMlS5Zg4sSJWLVqFV599VWcf/75mWwWIYQQ4lgyavrOnj0bP/nJT8L/d7vd2LVrFyZMmAAAmDp1Knbs2JHJJhFCCCGOJqMWeVFREQCgubkZixcvxpIlS7Bx40ZomhZ+vampKeH39OnTCx6Pu1vbVllZ0q3f11NhP6ZOJvqwsDA/Y7+VLU7kY8sU7MPuId39mFEhB4C6ujosWrQI8+fPxyWXXIJNmzaFX2tpaUFpaWnC72hoaO3WNlVWlqC+PvEEgsSH/Zg6mepDn88PACfs+eK1mDrsw+6hu/ox3mQgo671r776CgsWLMAtt9yCuXPnAgBOOeUU1NTUAAC2b9+OM888M5NNIoQQQhxNRoX85z//ORobG/Hggw/iqquuwlVXXYUlS5Zgy5YtmDdvHgKBAGbNmpXJJhFCCCGOJqOu9dtuuw233XZbxN+3bt2ayWYQQgghJwzcsE0IIYQ4GAo5IYQQ4mAo5IQQQoiDoZATQgghDoZCTgghhDgYCjkhhBDiYCjkhBBCiIOhkBNCCCEOhkJOCCGEOBgKOSGEEOJgKOSEEEKIg6GQE0IIIQ6GQk4IIYQ4GAo5IYQQ4mAo5IQQQoiDoZATQggD22zBAAAJk0lEQVQhDoZCTgghhDgYCjkhhBDiYCjkhBBCiIOhkBNCCCEOhkJOCCGEOBgKOSGEEOJgKOSEEEKIg6GQE0IIIQ6GQk4IIYQ4GAo5IYQQ4mAo5IQQQoiDoZATQgghDoZCTgghhDgYCjkhhBDiYCjkhBBCiIOhkBNCCCEOhkJOCCGEOBgKOSGEEOJgKOSEEEKIg6GQE0IIIQ6GQk4IIYQ4GAo5IYQQ4mAo5IQQQoiDoZATQgghDoZCTgghhDgYCjkhhBDiYDzZbgAAhEIhrFmzBp999hny8/Oxbt06DB06NNvNIoQQQnKenLDIX3nlFfj9fjz11FP46U9/ig0bNmS7SYQQQogjyAkhf++993DOOecAAL75zW/io48+ynKLCCGEEGeQE6715uZmFBcXh//vdrvR0dEBjyd68yorS7q9Den4zp4I+zF1MtGHv/jFg2n/jWzDazF12IfdQ7r7MScs8uLiYrS0tIT/HwqFYoo4IYQQQgxyQsjPOOMMbN++HQDw/vvvY9SoUVluESGEEOIMNF3X9Ww3QqLWP//8c+i6jrvuugsjRozIdrMIIYSQnCcnhJwQQgghXSMnXOuEEEII6RoUckIIIcTBnLCh4YFAACtXrsSBAwfg9/uxcOFCjBw5EsuXL4emaTj55JOxevVquFxqLrN3714sWrQIzz//PADg4MGDWLlyJYLBIHRdx9q1a1FdXZ3NQ8oKqfZjfX09br75ZgQCAVRWVmLDhg0oLCzM5iFlnFT7UHjnnXdw8803409/+lM2DiPrpNqPR48exaxZs8LBtOeddx6uvvrqrB1PNki1D1tbW7FmzRrU1tYiEAjg9ttvx2mnnZbNQ8oKqfbjnXfeiU8//RSAGiNLS0vx3//9311vkH6C8swzz+jr1q3TdV3Xjxw5ok+bNk2/4YYb9J07d+q6ruu33367/tJLL+m6ruvbtm3T58yZo0+ePDn8+VtvvVV/+eWXdV3X9e3bt+uLFi3K8BHkBqn247p16/Rt27bpuq7rmzdv1h977LHMHkAOkGof6rquHzx4UL/xxhsj/t6TSLUf33zzTX3t2rWZb3gOkWofbt68WX/ooYd0Xdf1Tz75JHxv9zS6457WdV33+/363Llz9U8//TSl9pywrvXZs2fjJz/5Sfj/brcbu3btwoQJEwAAU6dOxY4dOwAAZWVl2Lp1q+Xzy5Ytw7Rp0wAAwWAQXq83Qy3PLVLtx5UrV+LSSy9FKBRCXV0dKioqMtf4HCHVPmxvb8fq1auxZs2ajLU5F0m1Hz/66CPs2rULP/jBD7B48WIcPnw4c43PEVLtwzfeeAN5eXm47rrr8OCDD4YzcvY0Uu1HYevWrZgyZQpGjx6dUntOWCEvKipCcXExmpubsXjxYixZsgS6rkPTtPDrTU1NAIBzzz0XvXr1sny+vLwceXl5+OKLL7Bx40YsWrQo48eQC6Taj5qmIRgM4uKLL0ZNTQ3OOOOMjB9Dtkm1D9euXYsFCxagqqoq423PJVLtx+rqaixevBhbt27Feeedh3Xr1mX8GLJNqn3Y0NCAxsZGPPLII5gxYwY2btyY8WPIBVLtRwDw+/34zW9+g+uuuy7l9pywQg4AdXV1+OEPf4jLLrsMl1xySXi9AgBaWlpQWloa9/M7d+7EokWLcPfdd/fI9XEh1X7My8vDCy+8gDvuuAPLli1Ld3Nzkq724Zdffol3330XP/vZz3DVVVfh2LFjWLp0aaaanXOkci1OmjQJEydOBACcf/75+Pjjj9Pe3lwklT7s3bs3ZsyYAUAJVE+ui5HquPjWW2/hrLPOQklJ6ulbT1gh/+qrr7BgwQLccsstmDt3LgDglFNOQU1NDQBg+/btOPPMM2N+fufOnbjzzjvx8MMPY+zYsRlpcy6Saj+uWbMGO3fuBKBmqTJj7Umk0odVVVX44x//iMcffxyPP/44ysrKcN9992Ws7blEqtfibbfdhj/+8Y8A1CB66qmnpr/ROUaqfTh+/PhwsOU777yDkSNHpr/ROUiq/QgAO3bswNSpU7ulPSdsQph169bhxRdftFjS//Zv/4Z169YhEAiguroa69atg9vtDr8+ZcoUvPnmmwCASy+9FH6/H5WVlQCA4cOHY+3atZk9iBwg1X7cvXt3eG3X5XJh1apVPS5rX6p9aCbW33sCqfbj/v37sXLlSgBAYWEh1q1bh379+mX2ILJMqn149OhR3Hbbbaivr4fH48HGjRsxePDgjB9HtumOe/r666/H0qVL8U//9E8pt+eEFXJCCCGkJ3DCutYJIYSQngCFnBBCCHEwFHJCCCHEwVDICSGEEAdDISeEEEIcDIWckB7I2rVrsXjxYsvf3njjDcycORPNzc1ZahUhpCtQyAnpgfz0pz/FRx99hFdffRWAUdXqrrvuQnFxcZZbRwjpDNxHTkgPZceOHVi5ciVeeOEFbN68GaFQCCtXrsQHH3yA9evXo729HeXl5Vi7di0GDRqEt956Cw888ADa29vR1NSElStXYsaMGbj55pvR3NyMvXv3Yvny5XjzzTexc+dOuFwuXHDBBfjxj3+c7UMl5ISGFjkhPZTJkyfj7LPPxooVK/Dmm2/iX//1X+H3+3Hbbbfh/vvvx7Zt23DVVVdh1apVAFSlpg0bNmDbtm1Ys2YNNm/eHP6uiooKvPjiixg+fDh27tyJ5557Dk888QQ+//xz+P3+bB0iIT0CT7YbQAjJHsuXL8f06dPxs5/9DAUFBfjkk09QW1uLG264AQCg6zra29sBAPfeey9ee+01PP/88/jggw/Q2toa/p5x48YBAPr37w+324358+dj+vTpuOWWW5Cfn5/5AyOkB0EhJ6QHU1xcjNLSUgwaNAgAEAwGMWzYMGzbti38/6+//hq6ruOKK67A5MmTcdZZZ2HSpElYsWJF+Hu8Xi8AID8/H08//TTefvttbN++HfPmzcOTTz6Jk046KfMHR0gPga51QkiYkSNHor6+Hn/5y18AAE899RRuvfVWHDlyBLW1tVi8eDGmTp2KV199FcFgMOLzH374Ia655hpMmDABy5cvx7Bhw7Bnz55MHwYhPQpa5ISQMAUFBbj//vtx5513wu/3o7S0FBs2bEBFRQUuvfRSXHTRRXC73fjWt76FlpYWtLW1WT4/duxYnHrqqbj44otRWFiIM888E2effXaWjoaQngGj1gkhhBAHQ9c6IYQQ4mAo5IQQQoiDoZATQgghDoZCTgghhDgYCjkhhBDiYCjkhBBCiIOhkBNCCCEOhkJOCCGEOJj/Bx0Qxxh1Ym5fAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12ebf0c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#kw_list = [\"Germany vacation\"]\n",
    "kw_list = [\"travel Germany\"]\n",
    "pytrends.build_payload(kw_list, cat=0, timeframe='2012-01-01 2016-12-31', geo='', gprop='')\n",
    "\n",
    "germany=pytrends.interest_over_time()\n",
    "germany=germany.drop(\"isPartial\", axis=1)\n",
    "\n",
    "#plt.axvline(x=2012, ymin=0, ymax = 100, linewidth=1, color='grey')\n",
    "plt.vlines(datetime.datetime(2014, 5, 1), 0, 120, alpha=0.75, linewidth=1.5)\n",
    "plt.plot(germany, color='blue',alpha=0.75)\n",
    "\n",
    "# insert label \n",
    "plt.text(0.23, 0.81, 'Year Germany won 2014',\n",
    "        verticalalignment='bottom', horizontalalignment='center',\n",
    "        transform=ax.transAxes,\n",
    "        color='black', fontsize=13)\n",
    "\n",
    "# Adjust Y-axis\n",
    "plt.ylim(0, 120)\n",
    "\n",
    "#Add labeling\n",
    "plt.title(\"Google Key Word Searches- travel Germany 2012-2016\")\n",
    "plt.xlabel(\"Years\")\n",
    "plt.ylabel(\"Searches\")\n",
    "\n",
    "# Customize the grid\n",
    "plt.style.use('seaborn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x124beb2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#kw_list = [\"travel Italy\"]\n",
    "kw_list = [\"Italy vacation\"]\n",
    "pytrends.build_payload(kw_list, cat=0, timeframe='2004-01-01 2008-12-31', geo='', gprop='')\n",
    "\n",
    "italy=pytrends.interest_over_time()\n",
    "italy=italy.drop(\"isPartial\", axis=1)\n",
    "\n",
    "plt.vlines(datetime.datetime(2006, 6, 1), 0, 120, alpha=0.75, linewidth=1.5)\n",
    "plt.plot(italy, color='blue',alpha=0.75)\n",
    "\n",
    "\n",
    "# insert label \n",
    "plt.text(0.28, 0.81, 'Year Italy won 2006',\n",
    "        verticalalignment='bottom', horizontalalignment='center',\n",
    "        transform=ax.transAxes,\n",
    "        color='black', fontsize=13)\n",
    "\n",
    "# Adjust Y-axis\n",
    "plt.ylim(0, 120)\n",
    "\n",
    "#Add labeling\n",
    "plt.title(\"Google Key Word Searches- Travel Italy 2004-2008\")\n",
    "plt.xlabel(\"Years\")\n",
    "plt.ylabel(\"Searches\")\n",
    "\n",
    "# Customize the grid\n",
    "plt.style.use('seaborn')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1233829e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kw_list = [\"Spain vacation\"]\n",
    "\n",
    "pytrends.build_payload(kw_list, cat=0, timeframe='2008-01-01 2012-12-31', geo='', gprop='')\n",
    "\n",
    "spain=pytrends.interest_over_time()\n",
    "spain=spain.drop(\"isPartial\", axis=1)\n",
    "\n",
    "\n",
    "plt.vlines(datetime.datetime(2010, 7, 1), 0, 120, alpha=0.75, linewidth=1.5)\n",
    "plt.plot(spain, color='blue',alpha=0.75)\n",
    "\n",
    "# insert label \n",
    "plt.text(0.28, 0.81, 'Year Spain won 2010',\n",
    "        verticalalignment='bottom', horizontalalignment='center',\n",
    "        transform=ax.transAxes,\n",
    "        color='black', fontsize=13)\n",
    "\n",
    "# Add arrow\n",
    "plt.annotate('Great Spanish Depression', xy=('2010-10-25', 40), xytext=('2011-08-25', 60),\n",
    "            arrowprops=dict(arrowstyle=\"->\",facecolor='black'))\n",
    "\n",
    "# Adjust Y-axis\n",
    "plt.ylim(0, 120)\n",
    "\n",
    "#Add labeling\n",
    "plt.title(\"Google Key Word Searches- Travel Spain 2008-2012\")\n",
    "plt.xlabel(\"Years\")\n",
    "plt.ylabel(\"Searches\")\n",
    "\n",
    "# Customize the grid\n",
    "plt.style.use('seaborn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'style' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-230-ab5946eed717>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     16\u001b[0m         color='black', fontsize=13)\n\u001b[1;32m     17\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'2012-1-1'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3950\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"New Year's Day\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mstyle\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     19\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     20\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m120\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'style' is not defined"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12482b780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "kw_list = [\"Brazil travel\"]\n",
    "pytrends.build_payload(kw_list, cat=0, timeframe='2000-01-01 2006-12-31', geo='', gprop='')\n",
    "\n",
    "italy=pytrends.interest_over_time()\n",
    "italy=italy.drop(\"isPartial\", axis=1)\n",
    "\n",
    "plt.vlines(datetime.datetime(2002, 6, 1), 0, 120, alpha=0.75, linewidth=1.5)\n",
    "plt.plot(italy, color='blue',alpha=0.75)\n",
    "\n",
    "\n",
    "# insert label \n",
    "plt.text(0.12, 0.81, 'Year Brazil won',\n",
    "        verticalalignment='bottom', horizontalalignment='center',\n",
    "        transform=ax.transAxes,\n",
    "        color='black', fontsize=13)\n",
    "\n",
    "plt.text('2012-1-1', 3950, \"New Year's Day\", **style)\n",
    "\n",
    "plt.ylim(0, 120)\n",
    "\n",
    "plt.title(\"Google Key Word Searches- Brazil 2002-2006\")\n",
    "plt.xlabel(\"Years\")\n",
    "plt.ylabel(\"Searches\")\n",
    "\n",
    "# Customize the grid\n",
    "plt.style.use('seaborn')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(3,4,'annotate')"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e9b2898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([2], [1], 'o')\n",
    "plt.annotate('annotate', xy=(2, 1), xytext=(3, 4),\n",
    "            arrowprops=dict(facecolor='black', shrink=0.05))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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