diff --git a/FinalNotebook.ipynb b/FinalNotebook.ipynb index 0570b9e..179c6a4 100644 --- a/FinalNotebook.ipynb +++ b/FinalNotebook.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 98, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ "from apikeys import twitterAccessTokenSecret as access_token_secret\n", "from apikeys import twitterConsumerKey as consumer_key\n", "from apikeys import twitterConsumerSecretKey as consumer_secret\n", - "key = 'f82cbd3246ce4e0cbea21492a3d25188'\n", + "key = '3327bb97745b4f24b875a9bbc9154270'\n", "\n", "\n", "# Setup Tweepy API Authentication# Setup \n", @@ -54,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 7, "metadata": { "scrolled": true }, @@ -285,9 +285,9 @@ " \n", " \n", " #--- Add US Cities --- ---- ---- ---- ---- ---\n", - " cityCount = 100;nottheseones = 10\n", + " cityCount = 100;nottheseones = 0\n", " for index,row in UScities.iterrows():\n", - " if nottheseones<10:\n", + " if nottheseones<0:\n", " nottheseones+=1\n", " pass\n", " #-- location --- ----- --- ----\n", @@ -341,9 +341,10 @@ " \n", " #c_matrix = pd.pivot_table(news_data_new, \"score\", index=[\"name\"], columns=[\"year_month\"], aggfunc=np.mean) \n", " matrix=pd.pivot_table(cityData.loc[:,['location','day','vader']].drop(columns=['location', 'day']),'vader',index=['location'],columns=['day'],aggfunc=np.mean)\n", + " plt.figure(figsize=(12,12))\n", " hm = heatmap(matrix, cmap='RdYlGn', annot=True)\n", - " hm.set_title('stuff')\n", - " plt.savefig('fig.png',dpi=100)\n", + " hm.set_title('City Tweet Sentiment Over Time')\n", + " plt.savefig('cityTweetSentimentOverTime.png',dpi=100)\n", " plt.show()\n", " return cityData, tweetsUS\n", "\n", @@ -393,7 +394,7 @@ " plt.ylabel(\"Tweet Polarity\")\n", " plt.axhline(0, color = 'black')\n", " plt.savefig(\"output_9_1.png\")\n", - " plt.ylim (-1.0,1.0)\n", + " #plt.ylim (-1.0,1.0)\n", " plt.show()\n", " \n", " # Draw scatter chart for sentiments, number of followers and number of retweets \n", @@ -405,7 +406,7 @@ " plt.title(f\"Sentiment Analysis based on Number of Followers {time.strftime('%x %X')}\")\n", " plt.xlabel(\"Number of Followers\")\n", " plt.ylabel(\"Tweet Polarity\")\n", - " #plt.ylim (-1.0,1.0)\n", + " plt.ylim (-1.0,1.0)\n", "\n", " lgnd=plt.legend(loc=\"upper right\", title=\"Sentiment Analysis based on Number of Followers\", scatterpoints=1)\n", " lgnd.legendHandles[0]._sizes = [50]\n", @@ -525,18 +526,20 @@ " print(f'API problem, code {responses.status_code}')\n", " \n", " news_info=responses.json()\n", - " sample_total=news_info['totalResults']\n", + " #print(responses.json())\n", " \n", + " sample_total=news_info['totalResults']\n", + "\n", " #if response containes more than 10000 articles, retrive information for 10000.\n", " #Otherwise API returns an error 419 - too many requests \n", " if sample_total>10000:\n", " sample_total=10000\n", " print(f'The total number of results is {sample_total}')\n", - " \n", + "\n", " #calculate the nuber of pages to iterate through (numer of all results is diveded by 100 (i.e. records per page))\n", - " x=math.ceil(sample_total/100)\n", + " x=min(80, math.ceil(sample_total/100))\n", " print(f'The number of pages is {x}')\n", - " \n", + "\n", " #create DataFrame for retrieved results\n", " news_data=pd.DataFrame(columns=[\"published_at\",\"name\", \"author\", \"description\", \"url\",\"year_month\"])\n", " index=0\n", @@ -558,7 +561,7 @@ " news_data.loc[index,\"url\"]=article[\"url\"]\n", " news_data.loc[index,\"year_month\"]=article[\"publishedAt\"][:7]\n", " index+=1\n", - " \n", + "\n", " #clean the data from duplicate records \n", " news_data.drop_duplicates(subset=['published_at','name','description'], keep='first', inplace=True)\n", "\n", @@ -567,6 +570,8 @@ " bar_news( news_data)\n", " compound_score_data(news_data)\n", " count_articles_heat_map(news_data)\n", + " #except:\n", + " # print('Query limit reached. Skipping news analysis')\n", " \n", "def getWordCloud(search_term):\n", " #searchfordata inputs: search_term, nTweets, cityCountry='',radius=100, numDays=1\n", @@ -595,84 +600,24 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Average overall sentiment is 0.141\n", - "Sentiment of top 10 influential people is 0.032\n", - "Sentiment of top 10 retweeted tweets is 0.178\n", - "General public has more positive sentiments than top 10 influential people about spacex\n" - ] - }, - { - "data": { - "image/png": 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gKAIAADAQFAEAABgIigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGCw2KVXVMVZ1XVRdU1Qkr7H9+VZ093T5eVV+Y23fF3L5Nu7ZyAACAPde+i3rgqtonyYuSHJ1kS5Izq2pTd390W5/u/s25/r+W5E5zQ1zW3UftqnoBAAD2FoucUbxbkgu6+8Lu/maSU5Mcu0b/Ryd59S6pDAAAYC+2yKB4aJJPzW1vmdqupKpunuQWSd4113ydqtpcVWdU1UNWe5CqOn7qt3nr1q07o24AAIA92iKDYq3Q1qv0fVSS13f3FXNtN+vupSSPSfJnVfUDKx3Y3Sd191J3Lx188MFXr2IAAIC9wCKD4pYkh89tH5bkolX6PirLlp1290XT1wuTnJ7x/EUAAAB20CKD4plJjqyqW1TVtTMLg1e6emlV/WCSA5K8f67tgKrab7p/UJIfT/LR5ccCAABw1S3sqqfdfXlVPSnJaUn2SfLy7v5IVT07yebu3hYaH53k1O6eX5Z62yQvrapvZxZ2T5y/WioAAAA7rsb8tWdbWlrqzZs3L7oMAACAhaiqs6ZrvaxpkUtPAQAA2A0JigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABgsNilV1TFWdV1UXVNUJK+x/fFVtraqzp9svze07rqrOn27H7drKAQAA9lz7LuqBq2qfJC9KcnSSLUnOrKpN3f3RZV1f091PWnbsgUmemWQpSSc5azr20l1QOgAAwB5tkTOKd0tyQXdf2N3fTHJqkmPXeewDkry9uy+ZwuHbkxyzQXUCAADsVRYZFA9N8qm57S1T23IPrapzqur1VXX4VTw2VXV8VW2uqs1bt27dGXUDAADs0RYZFGuFtl62/Q9JjujuH07yjiSnXIVjZ43dJ3X3UncvHXzwwTtcLAAAwN5ikUFxS5LD57YPS3LRfIfu/nx3f2Pa/Mskd1nvsQAAAOyYRQbFM5McWVW3qKprJ3lUkk3zHarqkLnNByf52HT/tCT3r6oDquqAJPef2gAAALiaFnbV0+6+vKqelFnA2yfJy7v7I1X17CSbu3tTkl+vqgcnuTzJJUkePx17SVX9QWZhM0me3d2X7PInAQAAsAeq7hVP7dsjLS0t9ebNmxddBgAAwEJU1VndvbS9fotcegoAAMBuSFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADBYaFCsqmOq6ryquqCqTlhh/5Or6qNVdU5VvbOqbj6374qqOnu6bdq1lQMAAOy59l3UA1fVPklelOToJFuSnFlVm7r7o3PdPphkqbu/VlW/nOSPkjxy2ndZdx+1S4sGAADYCyxyRvFuSS7o7gu7+5tJTk1y7HyH7n53d39t2jwjyWG7uEYAAIC9ziKD4qFJPjW3vWVqW80Tkrxlbvs6VbW5qs6oqoesdlBVHT/127x169arVzEAAMBeYGFLT5PUCm29Yseqn0+ylORec8036+6LquqWSd5VVed29yeuNGD3SUlOSpKlpaUVxwcAAOC7FjmjuCXJ4XPbhyW5aHmnqrpfkqcneXB3f2Nbe3dfNH29MMnpSe60kcUCAADsLRYZFM9McmRV3aKqrp3kUUmGq5dW1Z2SvDSzkPjZufYDqmq/6f5BSX48yfxFcAAAANhBC1t62t2XV9WTkpyWZJ8kL+/uj1TVs5Ns7u5NSf44yQ2SvK6qkuQ/u/vBSW6b5KVV9e3Mwu6Jy66WCgAAwA6q7r3ntL2lpaXevHnzossAAABYiKo6q7uXttdvkUtPAQAA2A0JigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAYN9FFwAAwK51xAlvXnQJsMf75IkPWnQJV4sZRQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABvsuugAAdtwRJ7x50SXAHu2TJz5o0SUALIQZRQAAAAaCIgAAAANBEQAAgIGgCAAAwGC7QbGqTq2qB1RV7YqCAAAAWKz1zCi+IskvJvl4VT2nqm61sSUBAACwSNsNit391u5+ZJK7Jfl0kndX1Xuq6rFV5eM1AAAA9jDrOkexqg5I8pgkj01yTpKXJvmxJG/duNIAAABYhO3OCFbVa5P8UJK/TfLQ7t4y7XpVVX1wI4sDAABg11vP0tGXJXl7d/e2hqrat7sv7+47bVxpAAAALMJ6lp6eOB8SJ/+yEcUAAACweKvOKFbVTZIckuS6VfVDSbZ9PMaNklxvF9QGAADAAqy19PRBmX0sxmFJXjzX/uUkz9jIogAAAFicVYNid5+c5OSqekR3v3YX1gQAAMACrbX09NHd/eokh1TVry/f390v3NDKAAAAWIi1lp4eMH09aFcUAgAAwO5hraWnL66qfZJsNXsIAACw91jz4zG6+4okP7uLagEAAGA3sNbS023eV1UvSHJqkq9ua+zuczasKgAAABZmPUHxXtPXO8+1dZKf2PnlAAAAsGjbDYrdfc9dUQgAAAC7h/XMKKaqHpDk9kmus62tu/9wo4oCAABgcbYbFKvqxUn2z2yp6clJHprkjA2uCwAAgAVZ86qnk3t092OSfL67n5Hk7kkO29iyAAAAWJT1BMXLpq9fr6rvS/L1JEdsWEUAAAAs1HrOUXxLVe2f5E+SnJ3kiiSv3NCqAAAAWJj1XPX096e7r6uqNyW5bndfsqFVAQAAsDCrBsWqevAa+9LdmzamJAAAABZprRnFh6+xr5MIijvJESe8edElwB7tkyc+aNElAABco6waFLv7sbuyEAAAAHYP273qaVXdsKr+qKrOmG7Pq6ob7oriAAAA2PXW8/EYL0/yrSSPm27fTHLyRhYFAADA4qzn4zGO7O758xWfUVVnb1RBAAAALNZ6ZhS/XlU/um2jqn4kydc3riQAAAAWaT1B8VeSvKyqLqiqC5L8ZZIn7owHr6pjquq8aewTVti/X1W9Ztr/gao6Ym7fb0/t51XVA3ZGPQAAAKxj6Wl3/2uS21fVgUmquz+/Mx64qvZJ8qIkRyfZkuTMqtrU3R+d6/aEJJd2962q6lFJnpfkkVV1uySPSnL7JN+f5B1VdevuvmJn1AYAALA3WzUoVtVdk7wkyQ8kOTfJL3X3eTvxse+W5ILuvnB6vFOTHJtkPigem+T3p/uvT/LnVVVT+6nd/Y0k/z7NdN4tyfvXesDzzjsv9773vXfiU9g5Pn3hTsnewCrufcYfL7qEDeP1AzbWnvr64bUDNt41/fVjrRnFFyf53STvSfLgJC9IcsxOfOxDk3xqbntLkruv1qe7L6+qLyb53qn9jGXHHrrSg1TV8UmOT5L99ttvpxS+s/3ILb930SUA11BeP4Ad4bUD2J61guI+3f2W6f6rq+ppO/mxa4W2Xmef9Rw7a+w+KclJSbK0tNSnn376VSgRAABgzzFboLl9awXF/avqwattd/emHaxtmy1JDp/bPizJRav02VJV+ya5cZJL1nksAAAAO2CtoPh/kzx8le1OcnWD4plJjqyqWyT5r8wuTvOYZX02JTkus3MPH5bkXd3dVbUpyd9W1Z9mdjGbI5P8y9WsBwAAgKwRFLv7sRv5wNM5h09KclqSfZK8vLs/UlXPTrJ5mrH8qyR/PV2s5pLMwmSmfq/N7MI3lyf5VVc8BQAA2Dmqe8VT+/ZIS0tLvXnz5kWXAQAAsBBVdVZ3L22v3/fsimIAAAC45thuUJwuIrPdNgAAAPYM65lRXOkiMS4cAwAAsIdadWawqm6S5JAk162qH8p3P7vwRkmutwtqAwAAYAHWWkL6oCS/mNlnFL54rv1LSZ6xkUUBAACwOGt9PMbJSU6uqkd092t3YU0AAAAs0HrOUTy9ql5aVW9Kkqq6XVU9fmPLAgAAYFHWExRPTvJPSQ6fts9P8pQNqwgAAICFWk9QvEl3/22SbydJd38ryRUbWhUAAAALs56g+NWqOjBJJ0lV3TXJlze0KgAAABZmrauebvPUJP+Q5JZV9U9JDk3ysA2tCgAAgIXZblDs7s1V9ZNJbpvZZyl+tLu/ueGVAQAAsBDbXXpaVddN8uQkv9zdZye5WVX91IZXBgAAwEKs5xzFl0/97jFtX5TkDzesIgAAABZqPUHxyO7+wyTfSpLu/lpmS1ABAADYA60nKH6zqq6T71719BZJnKMIAACwh1rPVU+fneStSQ6rqlOS3CvJEza0KgAAABZmPVc9fWtVnZXkxzJbcvq07v7shlcGAADAQmw3KFbVyUnek+S93X3BxpcEAADAIq3nHMVXJ7lFkr+sqguq6jVV9asbXBcAAAALsp6lp2+rqnckuXOS+yb51SR3SfKiDa4NAACABVjP0tPTktw4yZlJ3pvkR7r7oo0uDAAAgMVYz9LTjye5PMmRSW6d5FZVtd+GVgUAAMDCrGfp6a8lSVXdOMnjkvx1kpskue7GlgYAAMAirBoUq2rf7r68qp6Y5J5J7prk4iSvzGwJKgAAAHugtWYU/yWzC9gckOTFSc7s7m/ukqoAAABYmLWCYiVJd/+vXVQLAAAAu4G1guLBVfXk1XZ2959uQD0AAAAs2FpBcZ8kN8g0swgAAMDeYa2geHF3P3uXVQIAAMBuYa3PUTSTCAAAsBdaKyjed5dVAQAAwG5j1aDY3ZfsykIAAADYPaw1owgAAMBeSFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgsJCgWFUHVtXbq+r86esBK/Q5qqreX1UfqapzquqRc/teUVX/XlVnT7ejdu0zAAAA2HMtakbxhCTv7O4jk7zzWSqgAAATXUlEQVRz2l7ua0ke1923T3JMkj+rqv3n9j+tu4+abmdvfMkAAAB7h0UFxWOTnDLdPyXJQ5Z36O6Pd/f50/2Lknw2ycG7rEIAAIC91KKC4k27++Ikmb7eZK3OVXW3JNdO8om55udOS1KfX1X7rXHs8VW1uao2b926dWfUDgAAsEfbsKBYVe+oqg+vcDv2Ko5zSJK/TvIL3f3tqfm3k9wmyV2THJjkt1Y7vrtP6u6l7l46+GATkgAAANuz70YN3N33W21fVX2mqg7p7ounIPjZVfrdKMmbk/xud58xN/bF091vVNXJSZ66E0sHAADYqy1q6emmJMdN949L8sblHarq2knekOSV3f26ZfsOmb5WZuc3fnhDqwUAANiLLCoonpjk6Ko6P8nR03aqaqmqXjb1eUSSn0jy+BU+BuNVVXVuknOTHJTkObu2fAAAgD1Xdfeia9hllpaWevPmzYsuAwAAYCGq6qzuXtpev0XNKAIAALCbEhQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwWEhSr6sCqentVnT99PWCVfldU1dnTbdNc+y2q6gPT8a+pqmvvuuoBAAD2bIuaUTwhyTu7+8gk75y2V3JZdx813R481/68JM+fjr80yRM2tlwAAIC9x6KC4rFJTpnun5LkIes9sKoqyX2SvH5HjgcAAGBtiwqKN+3ui5Nk+nqTVfpdp6o2V9UZVbUtDH5vki909+XT9pYkh672QFV1/DTG5q1bt+6s+gEAAPZY+27UwFX1jiTft8Kup1+FYW7W3RdV1S2TvKuqzk3ypRX69WoDdPdJSU5KkqWlpVX7AQAAMLNhQbG777favqr6TFUd0t0XV9UhST67yhgXTV8vrKrTk9wpyd8l2b+q9p1mFQ9LctFOfwIAAAB7qUUtPd2U5Ljp/nFJ3ri8Q1UdUFX7TfcPSvLjST7a3Z3k3UkettbxAAAA7JhFBcUTkxxdVecnOXraTlUtVdXLpj63TbK5qj6UWTA8sbs/Ou37rSRPrqoLMjtn8a92afUAAAB7sJpN0O0dlpaWevPmzYsuAwAAYCGq6qzuXtpev0XNKAIAALCbEhQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwWEhSr6sCqentVnT99PWCFPj9ZVWfP3b5eVQ+Z9r2iqv59bt9Ru/5ZAAAA7JkWNaN4QpJ3dveRSd45bQ+6+93dfVR3H5XkPkm+luRtc12etm1/d5+9S6oGAADYCywqKB6b5JTp/ilJHrKd/g9L8pbu/tqGVgUAAMDCguJNu/viJJm+3mQ7/R+V5NXL2p5bVedU1fOrar/VDqyq46tqc1Vt3rp169WrGgAAYC+wYUGxqt5RVR9e4XbsVRznkCQ/lOS0uebfTnKbJHdNcmCS31rt+O4+qbuXunvp4IMP3oFnAgAAsHfZd6MG7u77rbavqj5TVYd098VTEPzsGkM9Iskbuvtbc2NfPN39RlWdnOSpO6VoAAAAFrb0dFOS46b7xyV54xp9H51ly06ncJmqqszOb/zwBtQIAACwV1pUUDwxydFVdX6So6ftVNVSVb1sW6eqOiLJ4Un+adnxr6qqc5Ocm+SgJM/ZBTUDAADsFTZs6elauvvzSe67QvvmJL80t/3JJIeu0O8+G1kfAADA3mxRM4oAAADspgRFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAAADQREAAICBoAgAAMBAUAQAAGAgKAIAADAQFAEAABgIigAAAAwERQAAAAaCIgAAAANBEQAAgIGgCAAAwEBQBAAAYCAoAgAAMBAUAQAAGAiKAAAADARFAAAABoIiAAAAA0ERAACAgaAIAADAQFAEAABgICgCAAAwEBQBAAAYCIoAAAAMBEUAAAAGgiIAAACDhQTFqnp4VX2kqr5dVUtr9Dumqs6rqguq6oS59ltU1Qeq6vyqek1VXXvXVA4AALDnW9SM4oeT/GyS96zWoar2SfKiJD+V5HZJHl1Vt5t2Py/J87v7yCSXJnnCxpYLAACw91hIUOzuj3X3edvpdrckF3T3hd39zSSnJjm2qirJfZK8fup3SpKHbFy1AAAAe5d9F13AGg5N8qm57S1J7p7ke5N8obsvn2s/dLVBqur4JMdPm1+pqu0FVFiPg5J8btFFANc4XjuAHeX1g53l5uvptGFBsarekeT7Vtj19O5+43qGWKGt12hfUXeflOSkdTwerFtVbe7uVc+vBViJ1w5gR3n9YFfbsKDY3fe7mkNsSXL43PZhSS7K7J2U/atq32lWcVs7AAAAO8Hu/PEYZyY5crrC6bWTPCrJpu7uJO9O8rCp33FJ1jNDCQAAwDos6uMxfqaqtiT50SRvrqrTpvbvr6p/TJJptvBJSU5L8rEkr+3uj0xD/FaSJ1fVBZmds/hXu/o5sNeznBnYEV47gB3l9YNdqmYTdAAAADCzOy89BQAAYAEERQAAAAaCIrulqvrKOvrcs6o+UlVnV9Vtq+rDG1DHvavqx+a2n1hVj9vOMb9fVU9dof0VVfWwZW3bfZ7AVVNVh1XVG6vq/Kr6RFW9YLoo2kY/7lemr0dsxOsRsPGq6orp74oPV9U/VNX+2+m/f1X9ygbX9BtVdb2reMy9q+pNq7R3VT1hru1OU9uV/nZZ5+P82PZ7ck0kKHJN9nNJ/qS7j0py2QY9xr2TfOcFsLtf0t2v3KDH2iFVtc+ia4DdRVVVkr9P8v9395FJbp3kBkmeuxPG3rCPlNpRNeP/cth5Luvuo7r7DkkuSfKr2+m/f5INDYpJfiPJVQqK23FukkfObT8qyYd2cKx7Z+7vJPYs/nNhtza9U3V6Vb2+qv6tql41/WH0S0kekeT3qupVy455fFX9+dz2m6rq3tP9+1fV+6vqX6vqdVV1g6n9k1X1rKn93Kq6TVUdkeSJSX5zenfxnvOzhVX1/1XVmVX1oar6u6v6bt+ymg+pqvfMvYt5z3XU+3tV9b4kD6+qX6+qj1bVOVV16o7WAXuA+yT5enefnCTdfUWS30zyi1V1var6QFXdflvn6fXlLlV1/ap6+fQ7/cGqOnba//jpd+8fkrytqm5QVe+ce604dr2FrXZsVT1vfkZiep15ynT/aVNN51TVs6a2I6rqY1X14iT/muTwqvqLqtpcs1UWz5ob64HTa+f7quqF22YYVnu+wOD9SQ7dtrHS72OSE5P8wPT/9x9X1Yur6sFT/zdU1cun+0+oqudM93++qv5lOual297wXen//Kr69STfn+TdVfXu1fpN7cds+31P8rNrPK//THKdqrppVVWSY5K8Ze55HlVVZ0zP8w1VdcDUPvytsdLfSVfv283uRlDkmuBOmb2bdrskt0zy4939siSbkjytu39uPYNU1UFJfjfJ/br7zkk2J3nyXJfPTe1/keSp3f3JJC9J8vzp3cX3Lhvy77v7rt19x8w+wuUJ2XGPSXLaNDt6xyRnr6Per3f3Pbr71CQnJLlTd/9wZi/asLe6ff5fe/cWY1dVx3H8+6sBilAKTeSachMFhDTFgooQcDA2EoRAqFWDWjQRHgzCQ0ERqg8k+kCIQqKxEE2BEio0hgQUkKDSUqjg0BYsItAbAUu4VaSCptSfD2udzj7Tc4MXmJnf5+Wc7rP22mslXXv/120PDDcP2P4XJTA6AlhCGWRC0gHAgbaHgSuAP9g+ARgCrpa0R83iRGCe7dOA/wDn1DY5BFxTA61BdDt3Ce2j+3OB2yXNBj4CfAKYCcySdEpNcyRwk+3jbG8CrrB9PDADOFXSDEmTgYXA6bZPBj7UuEav+kZMeLXz9llKrEGP9vg9YF2NEy4FlgGtDtNBlNgF4GRguaSjKe39pPrM3w6c1+2Zb/s64B/AkO2hbulqe78BOLNef/8+VVwKfJEyG/gY8N/GbzcB360xxRPAD+vxtlhjgDgpxrj33TKaiA4esf08gKTVwKHAg+8in09Rbtgraly3K2W0sOU39XOY3iNxLcfW0cG9KUvb7u2TvtPfomkdexT4laRdKEvmVks6tU95f934/jhwi6Q7gDsGKHvEeCU6t7XW8duA+yiBz1zg9vr7bOAsjezRmQwcXL/fZ/u1Rj4/qgHi/yiB4H7AiwOWbadzba+StK+kAymduS22n6szCbOBVfX8PSmB6nPAJtsrG3nPlXQB5bl+AOXeMQlYb3tDTXMrcEGf+v5tgHpEjGe7N2KNYcr9Akqb6dYem5YDl0j6GPAksE8dlDoR+A4wD5gFPFqf7bsDL9E/Rmnplu4oYIPtZwAkLWakvXdyGyWOOIpyb/h0PW8qsLftB2q6Gxm5TybWmGDSUYyxoDnKtZ3+/2/fpn22fHL9FCXg+0qf6wxyDYBFwNm210g6n7JOv5dXgX1a/5A0DXgFwPayGjyeAdws6WpgS5/y/rvx/QzgFOAsYIGkY2y/PUAdIsabtcC5zQOS9gKmU0b935T0qqQZlFH9C1vJgHNt/33UuZ+kva2dR+nMzbK9TdJGRu4x/fQ6dykwhzIL0Fo+LuDHtheOKtOhzTJJOgyYD5xge4ukRTXfXjOdHesbEWWPYu0w3UXZo3gdvdvjDrZfqEs1P0+ZXZxGGZTaavuNuorgRtuXj8rnTHo/83ck7ZRO0kw6D5J1ZPtFSduAzwEXM9g+w51ijUGvF2NTlp7GeLQRmClpkqTplGUiACuBkyQdAaCyX+mjffJ6A5jS5bcpwOY6CzjI8tc/AV/SyNsXzwda+w0OAV6yfQPwS+Djg5ZX5UUW023/EbiMkRnOiInofuCDqm8nrsvHrgEW2X6zpllCaStTbT9Rj90LXNRaRirpuC75T6W01W2ShoBD3kHZep27hPJCiTmUTmOrTN9s7D86SNK+HfLdi9JxfF3SfsDp9fhTwOGNQLa5vHXQ+kZMSLZfp8wAzq/P+W7tsVOc8DBly8wyygzj/PoJ5R41p9WWJU2rMUCvZ37zGt3SPQUcJunDNV2/DifADyhLTLePqveWxn7DrwEP9Ig1esVJMcZlRjHGoxXABsq6+r9S1t5j++U683erpN1q2iuBp3vkdSewVOVFDxeN+m0B8GdgU71Wzxul7bskzQKGJW0H1jGyn/AzwKV1dG8r8PV3UN4PAIvr6KcoewX+2assEeOVbUs6B/i5pAWUAdHfAd9vJFsKXAtc1Th2FfBT4PHaedoIfKHDJW4B7pT0F2A1JTgbVNdzba+VNAV4wfbmeuz3dT/Tw7U/txX4KmXVQ7POayStosymrqfcA7H9lspLcu6R9ArwyLuob8SEVZeFrwG+bPvmTu3R9jpJK1T+JM7ddZ/icmC27WclbaLMKi6veT4p6UrKy7EmAduAb9te2eOZfz1wt6TNdZ/iTulsP12Xn/+2tvcHgWP71O+hLj/NA36h8pK+9cA36BJrqLzoa0eclH2K44vsgWepIyIiYgyRtKftrbUz+DPgGds/ea/LFRER739ZehoRETF+fau+mGMtZenrwj7pIyIigMwoRkRERERExCiZUYyIiIiIiIg26ShGREREREREm3QUIyIiIiIiok06ihEREREREdEmHcWIiIiIiIho83/Ji/+DGCN7iwAAAABJRU5ErkJggg==\n", 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5L+V/tY1FHenUxku2zP8+i34X1/vDrvOna4bX3LjUzq/8sooei1PLjr1X+UXgZvMeF1EX70LVe6WU069o3zWzOmZ2H15N7Zf+JNOAfuY9xiIcr8XAnqD1DPYC3rFU9Pv5HF5SPMpfVmPzOrEy8+4z/gvwUNCFAhGpBEoIRaQkB/E60fjSvJ4OvwBW4ncK4Jx7C69WaKbfpHAl3slOeXyKdxV4p5ntOdHE5fB3vPtO5prZQT/WvuWc93X/b2bRFetibsJrZrXVObez6IXXfHOinbj7+4/w7rdcj9eMLoeymwOCd8IZx7En1A3wOtbZ55eTiddMq7hOeJ1OZANL8O5BnF/Gsubg3Y+5HO8kbYo//A94Hc1k+cPfDJqnFvAY3gngTryOUYp6fS31u3DOrQLuxGtym+6vS1nNwu7GS3434XWs8ipe87KK8BDePV7BbsNLfDPxamHLU9tdllfxaiP34nWGNBG8Wly8ToKuxavt24l3LJ3M8y0n4NW67ADewrv/8L+nGS+c+jY/0XwL8C4yLCzlM5z8cdwM7yLDAbxEZAGlJ68/xnucwW685ok/8vdHAPyLHhfiHXvBRuB10BPcxPMBYCPecbgAeNx5HVSB1+HTDLzjZiPePZaXOOdyzOsVONs5tzWorCF4F1Tex6tVPYJ3fx7OuQN4tZY/xztWluP9zgZ3WFXcEf7XrHUtQZ3sOOf+7a/fl37sRwm6KGJmq8xsov+xFl7z9Ey8CyWj8e6F3OGXtQ6v1cBzfmxjgcv95qOY2XNm9pw/7eFiv53ZQI5/EQa8Jsfv4+0/HwD/ds69UMY6isgZYEEXw0REJMTM7Ebgdr9JpoiEiHk9Za503uMcTresX+F1TPWr049MRKRinezDXUVE5Azxm3L9GDjtE1AROW3LgXcrqKzUCixLRKRCqYZQRKQKMLNReE0zPwaudM7lhzgkERERqQGUEIqIiIiIiNRQIe1Uxsz+bWa7zWxlKePNzJ40sw1mtsLMelV2jCIiIiIiImerUN9DOBWvt77iPXsVuRSv17xOeL2N/YMT9B7YpEkT17Zt24qLUEREREREpBpJSUnZ45yLKc+0IU0InXMLzaxtGZOM5X/PBfrCzM4xs+bOufTSZmjbti3JyckVHKmIiIiIiEj1YGZbyjttVX8OYQuOfWZXmj/sGGZ2u5klm1lyRkZG8dEiIiIiIiJSgqqeEFoJw47rBcc594JzLtE5lxgTU66aURERERERkRqvqieEaUCroM8tgR0hikVEREREROSsEupOZU7kHeAuM5uJ15lMVln3D4qIiIjUFHl5eaSlpZGTkxPqUEQkRGrXrk3Lli2JjIw85TJCmhCa2QxgGNDEzNKAB4BIAOfcc8D7wGhgA3AYuDk0kYqIiIhULWlpaURHR9O2bVvMSrrLRkTOZs45MjMzSUtLo127dqdcTqh7GZ1wgvEOuLOSwhERERGpNnJycpQMitRgZsa5557L6XaqWdXvIRQRERGRUigZFKnZKuI3QAmhiIiIiIhIDaWEUEREROQs8cgjj9C9e3fi4+NJSEjgyy+/PKVyli9fzvvvvx/4/M477/DYY49VVJglmj9/Pp9//nmZ04wdO5b+/fuf9rLq169/SvMNGDCg3NO2bduWPXv2nNJyTtaDDz7IE088UeHlmhn33HNP4PMTTzzBgw8+WCFlT5o0idmzZ1dIWWV5/fXX6dq1K8OHDz9meGpqKnXq1CEhISHwys3NLbWcqVOnctdddwFnbnuHSlXvZVREREREymHJkiW89957LFu2jFq1arFnz54yT3DLsnz5cpKTkxk9ejQAl19+OZdffnlFhnuc+fPnU79+/VKTrv3797Ns2TLq16/P5s2bT6sTjVN1ooT1bFOrVi3efPNNfv3rX9OkSZNQhxNQUFBAeHh4uaadMmUKzz777HEJIUCHDh1Yvnx5RYdXYfLz84mIOPPpmmoIRURERM4C6enpNGnShFq1agHQpEkTYmNjAUhJSWHo0KH07t2bUaNGkZ7uPcVr2LBh3HfffSQlJdG5c2cWLVpEbm4u999/P7NmzSIhIYFZs2YdUzsyadIkfvSjHzF8+HDat2/PggULuOWWW+jatSuTJk0KxDN37lz69+9Pr169uPrqq8nOzga8mrMHHniAXr16ERcXx9q1a0lNTeW5557jr3/9KwkJCSxatOi49XvjjTcYM2YM1157LTNnzgwMnzRpEj/5yU8YMGAA7du3D9Q6ZWdnM2LEiMBy5syZc1yZN9xwwzHDJ06cyDvvvMOqVatISkoiISGB+Ph4vvvuO+B/NYvp6ekMGTKEhIQEevToUWK8AI8//jhJSUkkJSWxYcMGAN5991369u3LBRdcwEUXXcSuXbsAWLBgQaCm6oILLuDgwYOBMvr06UN8fDwPPPBAoOxHHnmELl26cNFFF7Fu3boSl79lyxZGjBhBfHw8I0aMYOvWrWVus+IiIiK4/fbb+etf/3rcuOI1fEXbZv78+QwdOpTx48fTuXNnJk+ezPTp00lKSiIuLo6NGzcG5vn4448ZPHgwnTt35r333gO8ZO/ee+8NrPPzzz8fKHf48OFcd911xMXFHRfPjBkziIuLo0ePHtx3330APPTQQyxevJg77riDe++9t8R1LG7v3r2MGzeO+Ph4+vXrx4oVK8qcfvny5fTr14/4+Hi+//3vs2/fPnbv3k3v3r0B+OabbzCzwLbv0KEDhw8fJiMjgyuvvJI+ffrQp08fPvvsM8Crfbz99tu5+OKLufHGG0vdFyuUc+6sevXu3duJiIiInO1Wr159zOeDBw+6nj17uk6dOrkf/ehHbv78+c4553Jzc13//v3d7t27nXPOzZw50918883OOeeGDh3qfvGLXzjnnPvPf/7jRowY4Zxz7sUXX3R33nlnoOzgzzfddJO75pprXGFhoXv77bdddHS0W7FihSsoKHC9evVyX3/9tcvIyHCDBw922dnZzjnnHnvsMfeHP/zBOedcmzZt3JNPPumcc+6ZZ55xP/jBD5xzzj3wwAPu8ccfL3V9R4wY4RYuXOjWrVvn4uLiAsNvuukmd9VVV7mCggK3atUq16FDB+ecc3l5eS4rK8s551xGRobr0KGDKywsdM45V69ePeecc/Pnz3djx451zjm3f/9+17ZtW5eXl+fuuusuN23aNOecc0ePHnWHDx8+Zr4nnnjCPfzww8455/Lz892BAweOi7dNmzaBaV566SX3ve99zznn3N69ewNx/POf/wxs/8suu8wtXrw48F3m5eW5jz76yN12222usLDQFRQUuO9973tuwYIFLjk52fXo0cMdOnTIZWVluQ4dOpS47S677DI3depU55xzU6ZMCaxradusuHr16rmsrCzXpk0bt3//fvf444+7Bx54IFDG66+/fsy0zjk3b94817BhQ7djxw6Xk5PjYmNj3f333++cc+5vf/ub++lPfxqYf9SoUa6goMCtX7/etWjRwh05csQ9//zz7o9//KNzzrmcnBzXu3dvt2nTJjdv3jxXt25dt2nTpuPi3L59u2vVqpXbvXu3y8vLc8OHD3dvvfWWc87bx5cuXXrcPJs3b3a1a9d2PXv2dD179nQ//vGPnXPO3XXXXe7BBx90zjn3ySefuJ49ezrnjj0GgvfVuLi4wLH2+9//PrB+3bp1c1lZWe6pp55yiYmJbtq0aS41NdX169fPOefchAkT3KJFi5xzzm3ZssWdf/75gbJ79eoV2OdK2xeDFf8tcM45INmVM39Sk1ERERGRs0D9+vVJSUlh0aJFzJs3j2uuuYbHHnuMxMREVq5cyciRIwGvBqZ58+aB+a644goAevfuTWpqarmWNWbMGMyMuLg4mjZtGqix6d69O6mpqaSlpbF69WoGDhwIQG5u7jH3/gUv88033zzh8nbt2sWGDRsYNGgQZkZERAQrV66kR48eAIwbN46wsDC6desWqHFzzvGb3/yGhQsXEhYWxvbt29m1axfNmjULlDt06FDuvPNOdu/ezZtvvsmVV15JREQE/fv355FHHiEtLY0rrriCTp06HRNPnz59uOWWW8jLy2PcuHEkJCSUGPeECRMCf3/+858D3vMjr7nmGtLT08nNzQ00fR04cCC/+MUvmDhxIldccQUtW7Zk7ty5zJ07lwsuuADwaj2/++47Dh48yPe//33q1q0LUGpz3iVLlgS27w033MCvfvWrwLiStllJGjRowI033siTTz5JnTp1Sp2u+PYp2sc6dOjAxRdfDEBcXBzz5s0LTDd+/HjCwsLo1KkT7du3Z+3atcydO5cVK1YEah+zsrL47rvviIqKIikpqcSmwkuXLmXYsGHExMQAXk3vwoULGTduXJlxltRkdPHixbzxxhsAXHjhhWRmZpKVlVXi/FlZWezfv5+hQ4cCcNNNN3H11VcD3v2mn332GQsXLuQ3v/kNH374Ic45Bg8eDHi1o6tXrw6UdeDAgUCt8OWXXx7Y1ifaFyuCmoxWY845srOzyczMZNeuXezatYvMzEwOHjyId2FARESkfPLz89m/fz8ZGRns3LmTjIwM9u3bd8r3oElohIeHM2zYMP7whz/w9NNP88Ybb+Cco3v37ixfvpzly5fz7bffMnfu3MA8RU1Mw8PDyc/PL9dyiuYJCwsLvC/6nJ+fj3OOkSNHBpa5evVqpkyZcsrLnDVrFvv27aNdu3a0bduW1NTUY5qNBsdQdA40ffp0MjIySElJYfny5TRt2pScnJzjyr7hhhuYPn06L774IjfffDMA1113He+88w516tRh1KhRfPrpp8fMM2TIEBYuXEiLFi244YYbePnll0uMO/iRAEXv7777bu666y6+/fZbnn/++UBMkydP5l//+hdHjhyhX79+rF27Fuccv/71rwPbccOGDfzgBz84ruzyCp6npG1Wmp/97GdMmTKFQ4cOBYZFRERQWFgYmD/4t6L4PhG8vwR/38XXwcxwzvHUU08F1nnz5s2BhLJevXolxleR570llXUq23rw4MEsWrSILVu2MHbsWL755hsWL17MkCFDACgsLGTJkiWB9dy+fTvR0dHAset5on2xIqiGsBo5ePAgaWlppG3fTmpaOlvSdpBbCJG1ahMe7n2VBQX55B3NISoMWrdoTrtWsbSIjaVly5Y0aNAgxGsgIiJVQWFhITt37mTHjh1sSdvOlrR00nfvIbJ2XcIjIrHwMFxBIQUF+eQePkSTRg1p2yqWNi1jiY2NpUWLFpXS0YGcnHXr1gVqW8C7t6lNmzZ06dKFjIwMlixZQv/+/cnLy2P9+vV079691LKio6MDtRWnol+/ftx5551s2LCBjh07cvjwYdLS0ujcuXOZyzxw4ECJ42bMmMGHH34YqGXcvHkzI0eO5OGHHy61vKysLM477zwiIyOZN28eW7ZsKXG6SZMmkZSURLNmzQLbZNOmTbRv356f/OQnbNq0iRUrVnDhhRcG5tmyZQstWrTgtttu49ChQyxbtowbb7zxuLJnzZrF5MmTmTVrViD2rKwsWrRoAcBLL70UmHbjxo3ExcURFxfHkiVLWLt2LaNGjeL3v/89EydOpH79+mzfvp3IyEiGDBnCpEmTmDx5Mvn5+bz77rv88Ic/PG75AwYMYObMmYGkd9CgQaVur7I0btyY8ePHM2XKFG655RbAuxc0JSWF8ePHM2fOHPLy8k663Ndff52bbrqJzZs3s2nTJrp06cKoUaP4xz/+wYUXXkhkZCTr168PbK/S9O3bl5/+9Kfs2bOHRo0aMWPGDO6+++5TWtchQ4Ywffp0fv/73zN//nyaNGlS6jl0w4YNadSoEYsWLWLw4MG88sorgdrCIUOG8Lvf/Y4hQ4YQFhZG48aNef/993n00UcBuPjii3n66acD9zYuX768xJrmE+2LFUG/5lVcYWEhGzduZPGSr1i7eRsNm7UkukkzGnfozaABl1G3fnSJVy0OZx9kz84drN2dztKNy9i/8x3Ob9uSQf2T6NixI2FhqhwWEalpik5cF3yRTA6RNIyJpcF5zWnTP4ELYpoSERl53DwFBQXsz8wgc1c6n2/cwcEvV5CfvZ9BfS6gb1IfGjVqFII1kZJkZ2dz9913s3//fiIiIujYsSMvvPACUVFRzJ49m58XjbbyAAAgAElEQVT85CdkZWWRn5/Pz372szITwuHDh/PYY4+RkJDAr3/965OOJSYmhqlTpzJhwgSOHj0KwMMPP1xmQjhmzBiuuuoq5syZw1NPPRVoWpeamsrWrVvp169fYNp27drRoEGDMh+rMXHiRMaMGUNiYiIJCQmcf/75JU7XtGlTunbtekzzwlmzZjFt2jQiIyNp1qwZ999//zHzzJ8/n8cff5zIyEjq169fag3h0aNH6du3L4WFhcyYMQPwOg25+uqradGiBf369WPz5s0A/O1vf2PevHmEh4fTrVs3Lr30UmrVqsWaNWsCyWT9+vWZNm0avXr14pprriEhIYE2bdoEtlVxTz75JLfccguPP/44MTExvPjii6VurxO55557ePrppwOfb7vtNsaOHUtSUhIjRowotfauLF26dGHo0KHs2rWL5557jtq1a3PrrbeSmppKr169cM4RExPD22+/XWY5zZs359FHH2X48OE45xg9ejRjx4496XjA+35uvvlm4uPjqVu37jFJe0leeukl7rjjDg4fPkz79u0D27ht27YAgRrBQYMGkZaWFvjNfPLJJ7nzzjuJj48nPz+fIUOG8Nxzzx1X/on2xYpgZ1vTwsTERJecnBzqME5bTk4OycnJLPgimaNhtWnTI5H25/co8Z91eeTn5bF53Sq2rEwmMv8wQ/ol0icxsdxtwUVEpPrasWMHi5d8QcrKdZzbpgsd4xOJaV72FfeyHNi3l+9WJLNj/QrOb9OCwQP60rFjx1NqViWnbs2aNXTt2jXUYVR7hw8fJi4ujmXLltGwYcNQhyNy0kr6LTCzFOdcYnnmVw1hFfTdd98x4813iIppQ9cLrzitf9pFIiIj6dQjgU49EtizcwdLln/Fp4ufYcIVY+jSpUsFRC0iIlVNbm4uc//7MYu/Xk2b+L5cdP1IavudUJyOBo0a03voxfQcMJzN61Yx9a2P6NIimSvGjjnlB36LhMLHH3/MLbfcwi9+8Qslg1JjqYawCsnJyeHd9z8gZW0qF4wYQ2zrM/vA1fRtqXz9ybtc0Lk1Y0ZfqtpCEZGzyJYtW3h19ttYoxYkDruEWmfwNz4/P5+VXy5k97qvueqyUcTHx6u2sBKohlBE4PRrCHUjWRWxefNm/vz3Z9h6OJyLJ95xxpNBgOat2jLyuh+y/WgU//e3Z9i0adMZX6aIiJxZhYWFvP/Bhzz7yuu0ThrJwEu/f0aTQfB6G0wYeCG9Rk/gtbmLeeXVmSX25igiIlWPEsIqYPXq1Tw/7XU6DxlD0ojvERkVVWnLjoyKInH4pXS9cBwvTJ/NypUrK23ZIiJSsfLz85k2cxbJm3Yx8ro7aN2xcm8JaNIslouuvZXdrh7/+NeLx3RRLyIiVZMSwhBbsWIFL73xH/qOuY4WbTuELI7Y1u3od/lEXnn7w+Me0CkiIlVffn4+L017lbRDxpCxE854rWBpIiIiSLpwNBHNO/HMC1PIzs4OSRwiIlI+SghDaP369Uyf8yEDx11Pk6bNQx0O557XjEHjrmfme/9l7dq1oQ5HRETKqbCwkFdfe51deVEMHH0l4eHhIY3HzEgYMJy6bbrzwosvc+TIkZDGIyIipVNCGCK7d+9m6qy3SBp9DY2anBfqcALOOTeGvt+7lqmvz2HXrl2hDkdERMrho7n/JXVfLv0v+X6Ves5sfL+h2LltmDbjNc62TuykZjMz7rnnnsDnJ554ggcffLBCyp40aRKzZ8+ukLLK8vrrr9O1a1eGDx9+ymX86U9/qsCIjjd16lR27NhxRpchSghDorCwkJmz36J9n2GcF9sy1OEcp0mzWDr3HcGM2W9RUFAQ6nBERKQMW7duZUHyt/S/5AoiIqrW06TMjF5DL2ZblvdsXZFQOHr0KMuWLeO/H3/MsmXLOHr06GmXWatWLd5880327NlTARFWnJM5b5syZQrPPvss8+bNO+XylBCeHZQQhsDizz5jX2EtOsf3DnUoperYI4GDYfVYsGhRqEMREZFS5OXl8erst+k+5JIKeb7gmRAWFkafkWN568NP2b9/f6jDkRpm69atPPLE3/kweR1rD4bzYfI6Hnni72zduvW0yo2IiOD222/nr3/963HjitfwFT2bc/78+QwdOpTx48fTuXNnJk+ezPTp00lKSiIuLo6NGzcG5vn4448ZPHgwnTt35r333gO85Ozee++lT58+xMfH8/zzzwfKHT58ONdddx1xcXHHxTNjxgzi4uLo0aMH9913HwAPPfQQixcv5o477uDee+89ZvqSyps2bRpJSUkkJCTwwx/+kIKCAiZPnsyRI0dISEhg4sSJ/PnPf+bJJ58E4Oc//zkXXnghAJ988gnXX389AHPnzqV///706tWLq6++OnCPcUpKCkOHDqV3796MGjWK9PR0Zs+eTXJyMhMnTiQhIYEjR44wefJkunXrRnx8PL/85S9P9muTUighrGS7d+/m/Xmf0+eiMVX6GU1mRp8Rl/HRwi/VdFREpIr678ef4Bo2o22nqv0sunPOjaFlfD9ef3OOmo5KpTl69Cj/emUm3S4cx+Ax40noN4TBY8bT7cJx/OuVmeTm5p5W+XfeeSfTp08nKyur3PN88803/P3vf+fbb7/llVdeYf369Xz11VfceuutPPXUU4HpUlNTWbBgAf/5z3+44447yMnJYcqUKTRs2JClS5eydOlS/vnPf7J582YAvvrqKx555BFWr159zPJ27NjBfffdx6effsry5ctZunQpb7/9Nvfffz+JiYlMnz6dxx9//Lg4g8tbs2YNs2bN4rPPPmP58uWEh4czffp0HnvsMerUqcPy5cuZPn06Q4YMYZFfkZCcnEx2djZ5eXksXryYwYMHs2fPHh5++GE+9mtqExMT+ctf/kJeXh533303s2fPJiUlhVtuuYXf/va3XHXVVYEYly9fzpEjR3jrrbdYtWoVK1as4He/+92pfG1SAiWElWz2nHfpmDSM6IbnhDqUE6oX3YAu/Ubw2lvv6B+4iEgVs3PnThamfEvisEtDHUq5dE8cwLasHFasWBHqUKSGWLVqFbVjWh3Xi3uLth2oHdPqtB+11aBBA2688cZArVh59OnTh+bNm1OrVi06dOjAxRdfDEBcXBypqamB6caPH09YWBidOnWiffv2rF27lrlz5/Lyyy+TkJBA3759yczM5LvvvgMgKSmJdu2Of4b10qVLGTZsGDExMURERDBx4kQWLlx4wjiDy/vkk09ISUmhT58+JCQk8Mknn5T47OrevXuTkpLCwYMHqVWrFv379yc5OZlFixYxePBgvvjiC1avXs3AgQNJSEjgpZdeYsuWLaxbt46VK1cycuRIEhISePjhh0lLSzuu/AYNGlC7dm1uvfVW3nzzTepW0VYR1VHVutngLLdjxw627s7i0tG9Qh1KuXXskcCHKYvZvn07LVtWvfsdRURqqsVLvqB1XFKVbSpaXFhYGOcnDeXTRfOJj4+v0q1k5OyQuXcv0THNShwXHdOMvXv3nvYyfvazn9GrVy9uvvnmwLCIiAgKCwsBcM4dUxNZq1atwPuwsLDA57CwMPLz8wPjih8fZoZzjqeeeopRo0YdM27+/PnUq1evxPhO9YJ+cHnOOW666SYeffTRMueJjIykbdu2vPjiiwwYMID4+HjmzZvHxo0b6dq1Kxs3bmTkyJHMmDHjmPm+/fZbunfvzpIlS8osPyIigq+++opPPvmEmTNn8vTTT/Ppp5+e0vrJsVRDWImWfLWU1t17Vake4E7EzGjVvTeff/lVqEMRERHfkSNHSF6xho49Lgh1KCelZbuOZBzMUScRUinObdyYgxk7Sxx3MGMnjRs3Pu1lNG7cmPHjxzNlypTAsLZt25KSkgLAnDlzyMvLO+lyX3/9dQoLC9m4cSObNm2iS5cujBo1in/84x+B8tavX8+hQ4fKLKdv374sWLCAPXv2UFBQwIwZMxg6dOhJxTJixAhmz57N7t27Adi7dy9btmwBvCQweP2GDBnCE088wZAhQxg8eDDPPfccCQkJmBn9+vXjs88+Y8OGDQAcPnyY9evX06VLFzIyMgIJYV5eHqtWrQIgOjqagwcPApCdnU1WVhajR4/mb3/7m56bXYGqT2ZSzR05coSl36ymY1z1qR0s0rF7Aikr13H48OFQhyIiIsDXX39No9adqFO35FqBqsrMaNmtly4ySqXo3r07ORnb2J668Zjh21M3kpOxjR49elTIcu65555jehu97bbbWLBgAUlJSXz55Zel1t6VpUuXLgwdOpRLL72U5557LtBUslu3bvTq1YsePXrwwx/+8JhaxZI0b96cRx99lOHDh9OzZ0969erF2LFjTyqWbt268fDDD3PxxRcTHx/PyJEjSU9PB+D2228nPj6eiRMnAjB48GDS09Pp378/TZs2pXbt2gwePBiAmJgYpk6dyoQJE4iPj6dfv36sXbuWqKgoZs+ezX333UfPnj1JSEjg888/B7wOeu644w4SEhI4ePAgl112GfHx8QwdOrTEDn3k1NjZdm9YYmKiq4pdWy9ZsoQFa9IYeOkVoQ7llCz5aA4DOzVl4MCBoQ5FRKRGc87xf399io5DLqdpi1ahDuek5Rw+zMfTnuaBe3+qe4BO05o1a+jatWp3KBRqW7du5V+vzKR2TCuiY5pxMGMnORnbuPWGa2ndunWowxOpECX9FphZinMusTzz6x7CSrJs5RradK++yVSbrvGkLJunhFBEJMQyMjI4cLSwSj7Htjxq163LObFt2bBhA/Hx8aEOR85yrVu35nf3/oyVK1eyd+9eGrfpQo8eVxIVFRXq0ESqDCWElcA5R9qOnXQZ0SLUoZyyJk1jSdm5i8LCwmp1D6SIyNlmx44dnNO0RbXulKVhTCzb0rYrIZRKERUVRa9e1e+WHZHKojP7SpCZmUlYrbrUqlMn1KGcsqhatYiq24CMjIxQhyIiUqNtS9tO/SYl95xYXZzbLJbU7emhDuOscLbd+iMiJ6cifgOUEFaCHTt2EF3N/3kDRMc0V89wIiIhlpqWTpNmsaEO47Sce15ztm1PD3TNL6emdu3aZGZmKikUqaGcc2RmZlK7du3TKkdNRivBtrTtNGjSPNRhnLYGMc3Ztn0HF1xQvbo5FxE5WxQWFpKWvotu51Xv/ym16tQhrHY9MjMziYmJCXU41VbLli1JS0tT6x2RGqx27dqn/axwJYSVIHP/AerHVt/7B4tEN2xE5patoQ5DRKTGOnz4MEREEhX0cOvqqm6Dczhw4IASwtMQGRlJu3btQh2GiFRzajJaCXLz8oiIiAx1GKctPCKCvBM870ZERM6c/Px8wsPPjmu54RGRp/TAbhERqVhKCCtBfkEBYeHhoQ7jtIVHRJCXp4RQRCRU8vPzCYs4OxJCCwunoKAg1GGIiNR4SggrQUR4OIVnwT+9woICIiKqf2IrIlJdhZ8l/08AXGEB4WfBxVIRkepOCWEliIyIoKCg+tesFeTnExVZ/Zu+iohUV5GRkRTknx3NLAsL8ok4S2o7RUSqMyWElaBRw2iyD2SFOozTln0wi4bR9UMdhohIjVWnTh0K83PJy80NdSinLefgAaKjo0MdhohIjaeEsBK0ahHLgYzq/wDeA7vTadOq+veWKiJSXYWHhxN7Xgx7M3aFOpTTknv0KEcPZamHURGRKkAJYSWIjY0le8/OUIdx2g7sSad58+r97CsRkequTYvmZO7aEeowTsvejJ20bNaUsDCdhoiIhJp+iStBTEwMRw9lkXv0aKhDOWX5eXnkHNzHeeedF+pQRERqtDatWnAgo3pfZNyzcwdtWuoCo4hIVaCEsBKEhYXRsllTMndX32ajmbt30jymiToAEBEJsdjYWLIyqncN4YGMdFq31C0IIiJVgRLCShLfrTNb130b6jBO2dZ139KzW+dQh1Gq1NRUZs5+g61bt4Y6FBGRM6pp06ZEFR4lc3f1rCXMPXqUvds20qFDh1CHIiIiKCGsNIm9e5OxcQ1Hc3JCHcpJyz16lF0bVtEnMTHUoZTqtbffY+MBmP3Of0IdiojIGRUWFsbgvr3ZuCI51KGckk1rVhDXuR0NGjQIdSgiIoISwkpTv359enbtyMbV34Q6lJO2ee239OjUtkr/8+7epSN7NnxLt84dQx2KiMgZl9i7N7s3rq52Fxmdc2xZmcLAfkmhDkVERHxKCCvRwH5JbF2ZgnMu1KGUm/fPO7nK//P+3qWX8Oc//JZLLh4Z6lBERM646Oho4s/vwKY1K0IdyknZtX0r0RGFtG3bNtShiIiITwlhJWrdujWN64aTun51qEMpt60b1tEg0tGuXbtQh3JCkZGRoQ5BRKTSDB7Qj83Lv6g2D6l3zrHmq0UMG5CEmYU6HBER8SkhrERmxvhxY1i9+COOHD4U6nBO6OiRI6xc+AHjx43RP28RkSqmdevW9OrShuWLPw51KOXy3bdf09By6NOnT6hDERGRIEoIK1mrVq0YmhhPyrwPQh3KCSXP/5BBF3SjTZs2oQ5FRERKcNnoS8lOW0/6ttRQh1Km7ANZfPflp1x75Tg9jF5EpIrRr3IIXDTiQsKzd1fppqNbvluL27edi0deFOpQRESkFHXq1OHa74/h60/erbJNR51zLP34XS4Z2o+mTZuGOhwRESlGCWEIREZGMuHKcaxa9CFZezNDHc5xDuzby8qF73PdVeOIiooKdTgiIlKGzp0706tza7765D9VstOyVcmf09ByGDJ4cKhDERGREighDJFWrVpx9aUX8tmc6WQfyAp1OAGHsw+yeM50rhw1TE1FRUSqiXGXj6FhQRYp8z+sUknh+hXL2LsuhZuvn6CmoiIiVZR+nUOod+/eXDasLwvffIWDWftDHQ7ZB7KY/8bLXDqot276FxGpRiIjI7n5honYvjRS5n9UJZLC9StSSPt6AXfccmOVfo6tiEhNp4QwxAYOGMDYC/uxcPZU9mbsClkc+/bsZsHsqYwZ2kfNekREqqHatWtzxw8mUevQTr6Y+w75+fkhicM5x7dfLWbnis+4+/ZbOPfcc0MSh4iIlI9VhauIFSkxMdElJyeHOoyTtmLFCmbN+YAWcX3p3mdgpTWtKSwsZHXKErZ9s4TxY0aRkJBQKcsVEZEzIzc3l9feeIs12zLofdHlxDRvUWnLPpi1n6Ufv0vj8FxumnitagZFRELEzFKcc4nlmlYJYdWxf/9+Xn9zDlv3H6HPyLE0anLemV1e5h6W/ncOLRtEcfUVY2nUqNEZXZ6IiFQO5xwrV67ktXc+oEmnnsT3H0ZERMQZXd76FSls+Go+o4cPYNDAyruwKSIix1NCWE0TQvD+qaakpPDWB59wXpcEOvfsQ/0GDSt0GYcOHmD9imR2rlnGuFHD6dOnjx48LyJyFsrOzuatd95jbdoeOvcZTJtOXQkPD6+w8p1zpG/dzNqli2kckce1V32fmJiYCitfREROjRLCapwQFsnKymLh4s9YsmwF9Zu2pn1cIrFt2p9y4lb0T3vjimSyd26hX684hgwayDnnnFPBkYuISFXinGP9+vXMW7yEzTsyaNntAjrF9aZe9Kk35zyak8PGVcvZumoZjeuGM7R/Er169VKtoIhIFaGE8CxICIvk5uayYsUKFiz5ir2H82kU24Zzzovl3KbNadTkvFKv9BYUFLA/M4M9O3eQlZHO3u2pNKrj/dOOj4+nVq1albwmIiISahkZGSz58iu++Ppb6p7bnIZNW9AopjlNmsVSt350qRcdcw4fJnN3Ont3pXNgTzr7tm8moWsnBvZLolWrVmplIiJSxSghPIsSwiLOOdLT09m2bRupadvZkpbO7sx91G3YmMhatQkL9+4NKSzIJz/3KIf2ZxLT6BzatoqlTctYWrVqRWxsrP5pi4gIubm5bNq0ibTt29m8bQdbt6eTWwh1GzQiPDKSsLBwCgsLKMzPJ+fQQVzuEVq1aE7bFs1p1bIF7dq1o379+qFeDRERKYUSwrMwISxJbm4uGRkZ5ObmBroXj4iIICoqipiYGKKiokIcoYiIVAfOOQ4cOMD+/fvJz8+noKCA8PBwIiIiqF+/Po0bN9YFRRGRauRkEsIz1+WYnHFRUVG0aFF53YmLiMjZycxo2LAhDRtWbCdmIiJS9enubxERERERkRpKCaGIiIiIiEgNFdKE0MwuMbN1ZrbBzCaXML61mc0zs6/NbIWZjQ5FnCIiIiIiImejkCWEZhYOPANcCnQDJphZt2KT/Q54zTl3AXAt8GzlRikiIiIiInL2CmUNYRKwwTm3yTmXC8wExhabxgFFT85tCOyoxPhERERERETOaqFMCFsA24I+p/nDgj0IXG9macD7wN0lFWRmt5tZspklZ2RknIlYRUREREREzjqhTAhLeqBR8YciTgCmOudaAqOBV8zsuJidcy845xKdc4kxMTFnIFQREREREZGzTygTwjSgVdDnlhzfJPQHwGsAzrklQG2gSaVEJyIiIiIicpYL5YPplwKdzKwdsB2v05jrik2zFRgBTDWzrngJodqEioiIiEiVd+TIEb755hsy9+6jXt06xMXFce6554Y6LJFjhCwhdM7lm9ldwEdAOPBv59wqM3sISHbOvQPcA/zTzH6O15x0knOueLNSEREREZEqZdmyZbz27kec06ojDWOak5N+gA8WTaFv3PmMu/wywsL0OHCpGuxsy68SExNdcnJyqMMQERERkRpqw4YN/GvWHAaNu4GGjf9XI5iXm8uid2fRt1Msl4y6OIQRytnOzFKcc4nlmVaXJkREREREKtDceQvpNnDkMckgQGRUFP0u+T7zv0ghJycnRNGJHEsJoYiIiIhIBcnJyWHTtnRadzy/xPF169UnumlLNm/eXMmRiZRMCaGIiIiISAXJz88nLCKC8PDwUqeJiKpFfn5+JUYlUjolhCIiIiIiFaRu3brUrx3Jnl3pJY4vKChg344tNG/evJIjEymZEkIRERERkQoSFhbGsP59+PbzTykoKDhu/Orkz+kQex5NmujR2lI1hPI5hCIiIiIiZ52BAwawecs25s1+iY69+tOkaSyHDh5gw4pk3N40fnzbzaEOUSRACaGIiIiISAUKDw/nhuuuZeXKlSz+8is2fr6P+nXrMOCCOPokfo86deqEOkSRACWEIiIiIiIVLCwsjPj4eOLj40MdikiZdA+hiIiIiIhIDaWEUEREREREpIZSQigiFSotLY09e/aEOgwRERERKQclhCJSYbZv385TU6bxl2de4OjRo6EOR0REREROQJ3KiEiFqVu3LpHmaBBdn4gI/byIiIiIVHU6YxORCtOoUSMe+PUvCQsLIzw8PNThiIiIiMgJKCEUkQoVGRkZ6hBEREREpJx0D6GIiIiIiEgNpYRQRERERESkhlJCKCIiIiIiUkMpIRQREREREamhlBCKiIiIiIjUUEoIRUREREREaiglhCIiIiIiIjWUEkIREREREZEaSgmhiIiIiIhIDaWEUEREREREpIZSQigiIiIiIlJDKSEUERERERGpoZQQioiIiIiI1FBKCEVERERERGooJYQiIiIiIiI1lBJCERERERGRGkoJoYiIiIiISA2lhFBERERERKSGUkIoIiIiIiJSQykhFBERERERqaGUEIqIiIiIiNRQSghFRERERERqKCWEIiIiIiIiNZQSQhERERERkRpKCaGIiIiIiEgNpYRQRERERESkhlJCKCIiIiIiUkMpIRQREREREamhlBCKiIiIiIjUUEoIRUREREREaiglhCIiIiIiIjWUEkIREREREZEaSgmhiIiIiIhIDaWEUEREREREpIZSQigiIiIiIlJDKSEUERERERGpoZQQioiIiFSSZcuWsfizz3DOhToUEREAIkIdgIiIiEhNkJ2dzStvvoeFR9G6VStat24d6pBERJQQioiIiFSGunXr0jehO4eyD9O0adNQhyMiAighFBEREakUYWFhXHvVlaEOQ0TkGLqHUEREREREpIZSQigiIiIiIlJDKSEUERERERGpoZQQioiIiIiI1FBKCEVERERERGooJYQiIiIiIiI1lBJCERERERGRGkoJoYiIiIiISA0V0oTQzC4xs3VmtsHMJpcyzXgzW21mq8zs1cqOUURERERE5GwVEaoFm1k48AwwEkgDlprZO8651UHTdAJ+DQx0zu0zs/NCE62IiIiIiMjZJ5Q1hEnABufcJudcLjATGFtsmtuAZ5xz+wCcc7srOUYREREREZGzVigTwhbAtqDPaf6wYJ2Bzmb2mZl9YWaXlFSQmd1uZslmlpyRkXGGwhURERERETm7hDIhtBKGuWKfI4BOwDBgAvAvMzvnuJmce8E5l+icS4yJianwQEVERERERM5GoUwI04BWQZ9bAjtKmGaOcy7PObcZWIeXIIqIiIiIiMhpCmVCuBToZGbtzCwKuBZ4p9g0bwPDAcysCV4T0k2VGqWIiIiIiMhZKmQJoXMuH7gL+AhYA7zmnFtlZg+Z2eX+ZB8BmWa2GpgH3OucywxNxCIiIiIiImcXc674bXvVW2JioktOTg51GCIiIiIiIiFhZinOucTyTBvSB9OLiIiIiIhI6ITswfQiIjWRc460tDQKCwtp1aoVYWG6LiciIiKho4RQRKSSOOd44+05fL1+KxYWTsdm53DjxAlKCkVERCRkdBYiIlJJsrKyWLpyPRdNuJ2R193OhvR9bN++PdRhiYiISA2mGkIRkUoSHh4OhYXk5eUSXhhBQX4eERH6GRYREZHQ0ZmIiEgliY6O5pKh/fnglWfAjEG942jWrFmowxIREZEaTAmhiEglGj5sKEl9EiksLCQ6OjrU4YiIiEgNp4Swhjlw4ACvzHiN9IxM+vfuyehLRmFmoQ5LpEapV69eqEMQERERAdSpTI3znw/nkteoFYPG386SlRv57rvvQh2SiIiIiIiEiBLCGubwkRwaNo6hbv1oateL5ujRo6EOScANjeQAACAASURBVEREREREQkQJYQ1z0bDBbPziv3z48jM0DMuhS5cuoQ5JRERERERCRPcQ1jBt2rTht/f8hAMHDtCkSROvG3wREREREamRlBDWQHXq1KFOnTqhDkNEREREREJMTUZFRERERERqKCWEIiIiIiIiNZQSQhERERERkRpKCaGIiIiIiEgNpYRQRERERESkhlJCKCIiIiIiUkMpIRQREREREamhlBCKiIiIiIjUUHowfQgcPXqUrKwscnNzqVWrFo0aNSIiQl+FiIiIiIhULmUh/5+9+46O67zPff99ZwaDwaD3SgDsvYOdoiiqV1rNliwprnGKneYk9yYnyblnJbnJTT3Hibsty5ItyZJIyaIKqU6JpNjA3kmwk+i9DDD1vX+AotgJkBgMCDyftbiI2bNn7weDtn/7bf3EWktlZSWfbtzEll37ifMm43S5CAUCEOxkQdk05syeRUZGRqyjioiIiIjIEKGCsB/4/X5eeOkVDp2up2jCDG598jt4vN6zz7c1N3FgZzmrf/BzFs6YxL1334XDMXh789bU1PDRmrUE/EHKpk9hwoQJsY4kIiIiIjIkDd6qY4Dw+/386OfP0OhI4c7f+TaTZy84rxgESE5LZ+ai27n9yW+z9Wgtv3llGdbaGCWOrqamJr7/82dpjs8lkjeW515bxZ49e2IdS0RERERkSFJBGGUvvryMcGoBs5bcc9VWv3iPh0VLH+dgTRsffPhRPyXsX/v37ye1eCwTy+YxcsIUJiy4jY1btsc6loiIiIjIkKSCMIoqKyvZf6KGslvuxhjTo9e4XC7m3vUQH67bhN/vj3LC/udyuQj6u84+9nd14o5Tz2URERERkVhQQRhF6zdtpnjijF6PB0xMTiEpv5QdO3ZEKVnsTJ48GWdbDWvffpXNq9/h2ObV3LJoYaxjiYiIiIgMSSoIoyQQCLB5x15GTZ5xTa8fOaWMtZu29HGq2PN4PPzR7/8ut0wcxqyiZP70979OYWFhrGOJiIiIiAxJ6qsXJa2trTg9XhK8idf0+qzcArbUNfRxqoEhISGBuXPnxjqGiIiIiMiQpxbCKAkGgzivY7F5V1wcoWBo0M42KiIiIiIisaeCMEri4+O7F52/RkG/n/h4d48noxEREREREektFYRRkpqaSpwN0dxQd02vP3WsguHDNLZORERERESiRwVhlDidThbOmcGhHeXX9Prju8q5ad7sPk4lIiIiIiLyORWEUTS7rIyait10+Xy9el1d1WlMVwtjx46NUjIREREREREVhFGVmprKknkzWfvmS4SCwR69pr21hU0rl/HQvXf2ev1CERERERGR3lDFEWV33H4bk4uz+Gj5s7Q1N11x39rKU3y87Jc8sGQekyZN6qeEIiIiIiIyVGkdwigzxvDwF5aSvXYt7y1/moSsQoZPLiM7rxCX200w4Of00QqO7S7HFWjnyaV3qBgUEREREZF+YQbbOndlZWW2vPzaJnKJtmAwyO7du1mzoZya+gb8gQCe+HiGFxWwcN5sRo8erW6iIiIiIiJyXYwxW6y1ZT3ZVy2E/SguLo7p06czffr0WEcRERERERHRGEIREREREZGhSgWhiIiIiIjIEKWCUEREREREZIhSQSgiIiIiIjJEqSAUEREREREZolQQioiIiIiIDFEqCEVERERERIYoFYQiIiIiIiJDlApCERERERGRIUoFoYiIiAwIgUCAw4cPEwgEYh1FRGTIcMU6gIiIiAjAiy8vY+/JOsbkZ/CNrz4V6zgiIkOCWghFRERkQOj0+4nzeOny+2MdRURkyFALoYiIiAwIT37pUQ4cOMCYMWNiHUVEZMhQQSgiIiIDQlJSEjNnzox1DBGRIUVdRkVERERERIYoFYQiIiIiIiJDlLqMDhFNTU08//JyAsEgjz20lIKCglhHEhERERGRGFML4RDx4cefEEwtwls6hTdWvRfrOCIiIiIiMgCohXCISE1Opun4UTpaEhibnRLrOCIiIiIiMgCoIBwibll8M94ED8FgkLlz58Y6joiIiIiIDAAqCIcIp9PJ/PnzYx1DREREREQGEI0hFBERERERGaJUEIqIiIiIiAxRMS0IjTF3GWMOGGMqjDF/dYX9HjHGWGNMWX/mExERERERGcxiVhAaY5zAD4C7gQnA48aYCZfYLxn4Y2Bj/yYUEREREREZ3GLZQjgbqLDWHrHWBoDfAEsvsd8/AP8KdPVnOBERERERkcEulgVhIXDynMenzmw7yxgzHRhmrX3zSgcyxnzLGFNujCmvq6vr+6QiIiIiIiKDUCwLQnOJbfbsk8Y4gP8N/PnVDmSt/am1tsxaW5adnd2HEUVERERERAavWBaEp4Bh5zwuAirPeZwMTAJWG2OOAXOBFZpYRkREREREpG/EsiDcDIw2xgw3xriBx4AVnz1prW2x1mZZa0uttaXABuABa215bOKKiIiIiIgMLjErCK21IeA7wDvAPuBla+0eY8zfG2MeiFUuERERERGRocIVy5Nba98G3r5g2/+8zL6L+yOTiIiIiIjIUBHThelFREREREQkdlQQioiIiIiIDFEqCEVERERERIYoFYQiIiIiIiJDlApCERERERGRIUoFoYiIiIiIyBClglBERERERGSIUkEoIiIiIiIyRKkgFBERERERGaJUEIqIiIiIiAxRKghFRERERESGKBWEIiIiIiIiQ5QKQhERERERkSFKBaGIiIiIiMgQpYJQRERERERkiLpqQWiM+Y0x5k5jjOmPQCIiIiIiItI/etJC+Evg68BBY8w/GmNGRTeSiIiIiIiI9IerFoTW2lXW2i8Bs4Fq4CNjzCfGmKeMMa6oJxQREREREZGo6NEYQmNMOvBl4ClgJ/ATYD6wKnrRREREREREJJqu2sJnjHkZmAy8ADxsrT115qnnjTHbohlOREREREREoqcnXT5/DrxnrbWfbTDGuKy1IWvt9OhFExERERERkWjqSZfR/+/cYvCMTdEIM5g1NzfT1dUV6xgiIiIiIiJnXbaF0BiTA+QDCcaYycBny06kAN5+yDZotLa28sCXnqK4qIBfP/2TWMcREREREREBrtxl9F66l5soAn54zvY24O+iGWqw8Xg8jBpeTOmwolhHEREREREROctc3Bv0gh2M+aK19uV+ynPdysrKbHl5eaxjiIiIiIiIxIQxZou1tqwn+16py+jj1toXgXxjzB9f+Ly19r+uI6OIiIiIiIjE2JW6jKaf+T+rP4KIiIiIiIhI/7psQWit/aExxgnUqTVQRERERERk8LnishPW2jDwUD9lERERERERkX7Uk4Xp1xpjvgf8Buj4bKO1dmfUUomIiIiIiEjU9aQgvPnM/zPO2WaBRX0fR0RERERERPrLVQtCa+1N/RFERERERERE+ldPWggxxtwJTAQ8n22z1v5TtEKJiIiIiIhI9F21IDTG/BBIo7uL6DPAw8CGKOcSERERERGRKLviLKNnLLTWfhlosNb+HTAHKIpuLBEREREREYm2nhSEnWf+7zLG5AFdQGnUEomIiIiIiEi/6MkYwpXGmDTg34HtQBh4LqqpREREREREJOp6Msvo/zrz4SvGmDeBBGttY1RTiYiIiIiISNRdtiA0xjxwheew1q6ITiQRERERERHpD1dqIXz0Cs9ZQAWhiIiIiIjIDeyyBaG19qn+DCIiIiIiIiL966qzjBpjko0x/2qM2XDm378YY5L7I5yIiIiIiIhET0+WnfgFEAR+58y/AN0L1IuIiIiIiMgNrCfLToy21p47nvDvjDHboxVIRERERERE+kdPWgi7jDHzPntgjJlL9+L0IiIiIiIicgPrSQvhHwK/MsbEn3ncCWjCGRERERERkRtcTxam3wpMNMZkAMZa2xD9WCIiIiIiIhJtl+0yaoyZZYzZYoxpNsasAbJVDIqIiIiIiAweVxpD+EPgb4HCMx9/r18SiYiIiIiISL+4UkHotNautNZ2WGtfBHL6K5SIiIiIiIhE35XGEKYZYx643GNr7YroxRIREREREZFou1JBuA549DKPLaCCUERERERE5AZ22YLQWqulJURERERERAaxnixMLyIiIiIiIoOQCkIREREREZEh6qoFoTHmom6ll9omIiIiIiIiN5aetBBu6uE2ERERERERuYFctqXPGJMD5AMJxpjJgDnzVArg7YdsIiIiIiIiEkVX6vp5L/B1oAj44TnbW4G/i2YoERERERERib4rLTvxDPCMMeaL1tqX+zGTiIiIiIiI9IOejCFcbYz5iTHmTQBjzARjzFejG0tERERERESirScF4TPAx8CwM48PAX8etUQiIiIiIiLSL3pSEOZYa18AIgDW2iAQ7ouTG2PuMsYcMMZUGGP+6hLPf9cYs9cYs9MY84ExpqQvzisiIiIiIiI9Kwg7jDEZgAUwxswC2q73xMYYJ/AD4G5gAvC4MWbCBbttA8qstVOAZcC/Xu95RUREREREpFtPCsK/AN4ARhhjPgZeBP6oD849G6iw1h6x1gaA3wBLz93BWvuRtdZ35uEGumc8FRERERERkT5wpWUnALDWlhtjbgHG070W4d4zBdz1KgROnvP4FDDnCvt/A1h5qSeMMd8CvgVQXFzcB9FEREREREQGv6u2EBpjEoDvAn9grd0OFBtj7u6Dc5tLbLOXyfAkUAb826Wet9b+1FpbZq0ty87O7oNoIiIiIiIig19Puoz+4sx+C888rgT+qQ/OfYrPZy6F7u6glRfuZIy5Dfgb4AFrrb8PzisiIiIiIiL0rCAcba39JyAIcGZM36Va93prMzDaGDPcGOMGHgNWnLuDMWY68BO6i8HaPjiniIiIiIiInNGTgjBgjPHw+Syjw4HrHkNorQ0B3wHeAfYBL1tr9xhj/t4Y88CZ3f4NSAJeMcZsN8asuMzhREREREREpJeuOqkM8PfAKqDIGPMscDPdE7xcN2vt28DbF2z7n+d8fFtfnEdEREREREQu1pNZRlcZY7YA8+nuKvqX6r4pIiIiIiJy47tqQWiMeQb4BFhjra2IfiQRERERERHpDz0ZQ/giMBz4mTGmwhjzkjHm21HOJSIiIiIiIlHWky6j7xpj3gdmALcC3wZmAj+IcjYRERERERGJop50GX0HSKV7mYg1wFxr7UXrBYqIiIiIiMiNpSddRg8CIWA0MAYYZYyJj2oqERERERERibqedBn9IwBjTCrwO8CvgBwgIbrRREREREREJJouWxAaY1zW2pAx5veBm4BZQBXwHN1dR0VEREREROQGdqUWwk10TySTDvwQ2GytDfRLKhEREREREYm6KxWEBsBa+8/9lEVERERERET60ZUKwmxjzHcv96S19j+jkEdERERERET6yZUKQieQxJmWQhGJPWstxuhHUkRERET6xpUKwipr7d/3WxIRuaItW7bwwqsr+M43v8rw4cNjHUdEREREBoErrUOoZgiRAcTlcpHg8eB0OmMdRUREREQGiSu1EN7abylE5KqmTp3K1KlTYx1DRERERAaRy7YQWmsb+zOIiIiIiIiI9K8rdRkVERERERGRQUwFoYiIiIiIyBClglBERERERGSIUkEoIiIiIiIyRKkgFBERERERGaJUEIqIiIiIiAxRKghFRERERESGKBWEIiIiIiIiQ5Qr1gFERERERGLJWktrayuVlZWcrqykvrGZptY2WlvbaWlrwx8IEAlHMMbgcDrwxMeTmpJManISaanJ5GZmUFBQQEFBAYmJibH+dER6RQWhiIiIiAw57e3tHDx4kJ17D3D4+EkCEUjJzic5K4+ktFLSi5IpTEomwZtEXHw8Dkd3x7pwOEww4MfX3oavvY3W9jYqqxv4ZPdaWuuqSfK4GTOihMkTxjFq1Cg8Hk+MP1ORK1NBKCIiIiJDQmdnJ9u2baN8xx5O1dSTMWwkeaXjWDD7LrxJyRhjrnoMl8uFy+UiwZtIZk7eec9Za2lrbqLq5FFeX7udlmUrGDGsgDkzpjJp0iTi4uKi9amJXDNjrY11hj5VVlZmy8vLYx1DRERERAaIyspKPt24ifKd+0gvHk3p+KnkFpXgdDqjet5gIMDp44c5sXc7nfWnmT9zKnNmzyIzMzOq5xUxxmyx1pb1aF8VhCIiIiIyGFVWVvL2O+9zuKqBYRNnMGrSdBK8sRnj19bSzKGd5VQe2MH0cSO449YlZGRkxCSLDH4qCFUQioiIiAxZDQ0NrHr/A3YdOsGospsYNWl61FsDeyoYCLB3y3pO7d7MvOkTufWWxSQlJcU6lgwyKghVEIqIiIgMOZFIhDVr17Jy9XqKp8xh3PQ5xLndsY51SZ2+DvZsXEPD0T08fM/tTJs2rUdjGEV6ojcFoSaVEREREZEbXm1tLS8ue43mSDyLvvhNklPTYh3pihK8iZTdchcNE6ex/L3X2bF7Lw8tvZ+UlJRYR5MhRgvTi4iIiMgNrby8nP/88TMkjZzOLQ89OeCLwXNl5uRx22PfpD0xj3/77x9z6NChWEeSIUYthCIiIiJyQwqHw7z59ko27j3Kwoe/RmrGjTl7p9PpZOq8xdQMG8HTLy3n3sVzWbhggbqQSr9QC6GIiIiI3HB8Ph8//+Vz7DzZxJIvfv2GLQbPlVtUzM2Pfp13N+7ileWvEgqFYh1JhgAVhCIiIiJyQ2lvb+dHP38GnzeXRUsfI97jiXWkPpOUksqSR79GRVOQZ3/9AsFgMNaRZJBTQSgiIiIiN4z29nZ++PNn8BSNZ+bNd+BwDL7LWVdcHAvueZh6m8gvnvu1ikKJqsH3EyQiIiIig5LP5+Mnv3iWxOKJTJl386AeY+dwOJh7xwM0mWSee/5FdR+VqFFBKCIiIiIDXjgc5tcvvowjeziT5y6KdZx+4XA4mHfnUqr9Ll5/8y0G2/rhMjCoIBQRERGRAe+tlauo8TuZsej2Qd0yeCGHw8G8ux5k26FTbNi4MdZxZBBSQSgiIiIiA1p5eTkb9hxh3t0PDcoxg1cT53Yz/74v8fr7azhy5Eis48ggM/R+okRERETkhlFXV8eylR8w/74vDarZRHsrOS2d6bc/yHMvvYrP54t1HBlEVBCKiIiIyIAUiUT4zbLXGDVr8aBYZ/B6FRQPJ7V0AiveejvWUWQQUUEoIiIiIgPS2nXraAy7GTNlZqyjDBjTFixh5+FK9u3bF+soMkioIBQRERGRAaexsZG3V3/KrNvuH1KTyFyNKy6OGbfez0u/fQu/3x/rODIIqCAUERERkQFn1fsfMGzSbJJT02IdZcDJLSrGk1vKmnXrYh1FBgEVhCIiIiIyoFRVVbHz4HHGz5gb6ygD1pR5i/lg7SY6OjpiHUVucCoIRURERGRAeWvVe4ycuZA4tzvWUQas5LR0skdO4sPVH8c6itzgVBBGWSQSoauri/b2dlpaWmhra6Ozs5NwOBzraINKJBLBWhvrGCIiInKdqqqqqKiqZ/TkGbGOMuBNmruIteU7tAyFXBdXrAMMNqFQiP3793Pk6DG27tzN/gOHaO8K0NHlJ2LB6XLh9cTjjY+juDCfmVMnMbK0hIkTJ5KYmBjr+DcMay2nTp1i3YaN7Nh7kC5/AIfDkJedxaK5ZUybNo34+PhYxxQREZFe+nTjJoonzMDpdMY6yoCX4E0ko3gMW7duZeHChbGOIzcoFYR9pLm5mQ0bN/HxhnIa2rtoauvElZhK/vz7Sc3OJyUrl4SkFLCWSChIZ0cb9SeP8PGRE6w/WI3zt28ze/okFs6dw7Bhw2L96Qxo7e3tPPfiS5xqaKd44kxuefIOPAleIpEItZUn+XBnOa+/8xGP3n8n06dPj3VcERER6aHOzk4279jLLU/8Yayj3DBGTSnj449eY8GCBZqNVa6JCsLrFIlEWPfpp7z90TocSZkcb/YTn1lIybQJpOYU4nLHY5wugsYQ7AwSCYcIBwOAk7wxUymZOJP25gaaq09wsLWNHb96hRljS7n/nrtJSEiI9ac34LS3t/P9nz5NUukk7rr35vN+8TmdTvKHlZI/rJTmhjpeWvEigWCQObNnxzBx/wkGg9TU1FBdXX12GmqPx0NeXh65ubm4XPpxF5GBx1pLa2srVVVVNDU1EQ6HcTqdpKWlUVBQQEpKii5yh5Dt27eTNmwU3sSkWEe5YWTnF7LdxFNRUcHo0aNjHUduQLpCvA6NjY288MpyanwQSMjg0KGjjJ53F7mjxpPgTbpiV4dwOEyXr532lnbi3AkMGz+D+tPHSM/I43BzFf/yf37AE48s1Q/2BV54aRmJJROZOm/xFfdLy8xm0YNP8dryX1JYUEBRUVH/BOxn4XCYffv2sXbDZg6fOI03LZOkzDxc8R4AQl01tK3eSGdLI6NKirhp3mzGjh2rbjgiEnNNTU1s3LSZDVt30hmKkJqdjyc5HYfLRSQUorOtgrb6auIdMHfGFObMnkVGRkasY0uUle/YQ8mUm2Ido980N9Rz7OBeQsEguUXFFJaOxOHo3RQfxhiKxk1lx+49um6Ua6KC8BpVVVXx42d+TcboGZw4upGAO5UFX/5jklIzuPBGZvdcJxYwZ59zOp0kJqfiTUqlq7ODuuZG0vKGEery0R4MUzpnNE+/9DpfvGcJM2Zc36Bqay2hUAhjDE6n84a901pVVcWR6gbuvuuJHu2fnJbO8Gnz+GTder78pUejnK5/WWvZs2cPy99chUnKZPjkMu6588uXbQUMBYOcOHyAV95fj3ljJV9cei/jxo3r59QiIuDz+Xjj7ZVs3VtB/pgpzLz/KVIzMi/5t8laS2tTIwd2b+Wj7/+MaeNGsPTeezTmfpDq6OjgZHUdk+4tjXWUqLPWsv7DVezbu5fckROJi/ewf/VHeBwfcM8jT+BNSu7V8YaNHMv65Wt5aGmk1wWliArCa1BbW8uPnvk1w2bczHsr3yShYDTz7nzk7MW4tZauLh9+n49AIHCmGOsuDF0uF263m3ivF4/HizGGBG8i7ngP7c0NuIyT9GEjOXnyMDPufISX316Ow+Fg2rRpvcpYV1fHlq3bqDh2klNV1QRC3bOaJsS7KS7MZ/TwYmbOmEFqamqfvz/Rsn7jZoZNmNGrX3QjJ07jvec+4YH2dpKSBkf3E5/Px6uvv8HeE7XMvP1Rcgqu3vrpiotjxLhJjBg3iepTx3n2tTeYOmo3X7j/PjweTz+kFhGBAwcO8OKrb5BaOoE7v/LHV11SwBhDakYmMxfdztR5i9m5fjX/+r0f8tiD9zF+/Ph+Si395eDBg2QUjRgSQxz2bd/MkeOnuPnxP8B9plfPuFk3sX/zGt5fsYwHvvy1Xh0vOTUN4hM5ffq05qKQXhv8P3F9zO/387Nnn6d01hJWf/g+ntzhzLrnSziMwQK+9jbaW1swThfGGILBAMGuLsKhIAAOlwu/O57Ori4cpomklBS8SSk4nU5SMnNoa27AFwiSVjicihPHmXvfY/zmjefJzs6msLDwqvnq6ur47RtvU3G6lsJxU8mduohxt+cTf2Y8oq+jnYaaKrYfO8Q7n/yIKWNHcP89d5GSkhLNt61P7D5QwYz7nuzVa+I9HtIKSjl69CiTJ0+OUrL+09bWxo9/8SzOrFJu//K3rumPZl5RCXc88XuUf7yKH/38Gb71td/R3XYRibpNmzfz6rufUHbHw+QWFff69a64OGYsup3aUeN59tXlLL21hXlztWj5YLJr3wFyS8fEOka/2LllExNuuu9sMQjdN0DGli3ko19vo6G2msycvF4dM7t0DHv371dBKL2mNuVeWvnOu7hzh3P0+AmaO/yU3d1dDIbDYRprq+lob8cR56alroq6k0cJBkPEp6SRkltEck4h7sRUgoEADZUnaGtuoLmxkcbaasLhMAZITssk4nARxIkzMY265hbGL7iDF5a9RigUumwuay1r163jP370C8gfy91f+xOmL7yVgpIRZ4tBAG9iEsNGjGbWknu486t/QpM7k3/77x+za9eufnj3rk9nVxceb+8LF7fHS1dXVxQS9a/Ozk5+8sxzeIsnMmvJ3dd1B9UVF8ecW+/DmTuSn/3yV2cnoRERiYZt27bx6rtrWPTQV66pGDxXTkERix7+Cis+2sCWLVv6KKEMBIePnSRvWGmsY0RdOBymuamJzPyLCzeHw0F6fglNdTW9Pm5OYQkVx072RUQZYlQQ9sKRI0fYsOsQ2aVj2LhuDbPvfxJXXBzhUIiG2ipwuenqaKPu5BFScgoZNmUOWcWjSc7MJyElA29qJqk5heQMH0/xlDkkJGfQXHOa9tYWGmqrCIdCZ4tCX1eAlOw8Ttc2kpZTSDAhkw8+/OiSuay1rFz1DqvW72DRF7/JuGmzejRpSJzbzdR5i5lx75d5fsV7bNi4sY/fsb4VFxd3tqW1N8LhEHFxcVFI1L9ef/MtyBjGlLmL+uR4xhimLVhCMCmXN1eu6pNjiohcqL6+npfffJcFS58gOS29T46ZnJrGwqVP8Mpb71NbW9snx5TYamtrozMUITF54PdYul4Oh4O4ODed7a2XfN7X2kR8grfXx83MyedUZTW2e/IKkR5TQdgLb733IWPnLuHj99+jdOpcMvKHYa2lsb4GV0ISzdWnCAaDFE0oIzE9BxuJ0NXeTEtdJc01J2muOUVrfTWBzjYcDgepecMoGD+dzo42OlpbaKyvwVqLMYak9Ewam1rJLBxOxbFjzFxyDx+tL8fn812U69P16/l0zxEWP/yV7j7kvZSVm8+ih7/Cb99fx/79+/virYqKorwcqk4e69VrIpEITZUnyM3NjU6ofrJv3z52Hq5k5qI7+vS4xhhm3Hwn5XuPUFFR0afHFhGJRCK89OpvGT5zEWmZWX167JT0DEbPuYUXl71GJBLp02NL/6usrCQ1O/+GnfiuN4wxjJs0mUNb11/0XP3p44Q6WigoGdHr43q8Xow7gYaGhr6IKUOICsIeqqqq4nRDK05PIjVVlYycsRCAtpYmjMtNW30NOJzkjJyA8T8F2wAAIABJREFUw+nE19JAS+1pwqEw3tQMkrPySc7Kw5OUgr/TR1P1afwdrcTFeykYM5WuTh8dbW20tTQB4HbH44z34HDH0+bzE4lARskYtm3bdl6uuro63vhgDfPv/SLx1zE5SHJqGmV3PMhvXnvzkkXnQLBw7iyO7yrv1WtOH60gLy2R/Pz8KKWKvkgkwvI3VzFtyb24otDS6Y6PZ/LNd7P8jZW6qygifWr37t3U+izjps2KyvFHT55BUziOnTt3RuX40n8qKytJyurdmLkb2cz5i+msOcqW935LfeUJWhvrOLhlHdvfXc4td99/zctDpWTnU1VV1cdpZbBTQdhD6zdupmj8dLZs3khG0XCSM7IJBYP4OjoAQ0drM9nDx2KAtoYawuEwqTlFJKRl4nR7uieZcbrA4eLUvm0cWP8eW1e+SP3JChyuOHKHj6O9uYG2lmZCwe5ukZ7EZFrb2knOzufk6dOMnFzG6vWbz7tof/3NlYyYuajH3XA6fR0c2r2dvds2cfLwQcLh8NnncouKSSkex3sffNiXbx3Q3a31+PHjbN68mS1bttDY2NjrY4wdOxbT1ULliaM92j8cDnOgfC03z7/2henr6+vZsmULmzdv5sSJE4RCIfbv38+mTZvYsWNHvxTPhw4dIhSXSP4lxlX4OnxUVlZSWVlJa2vrZ2uc9FrR8FG0hRwcO3bssvu0tLSwdetWNm3axOHDh1U8ishVfbJ+E6NnzI9aq48xhjHT5/Hxp5uicnzpP3WNzSSlDp11Jj1eL0uf+AbDC7I5/Okqdr7zMnGdjXzh8acYNuLa1xL0JKfR3Nzch0llKNAsoz20Y+8Bxi95mLUbNlM6czEAvo423InJ1J88QuawETgcLnwtDWAcJGZkA+f/Adz21gvsW/MWGYXDScsvpquthbe/9zdkl4zm1m/+D5Kz8ujsaMfX0UZKWgZx7ng6MHiTUqk5uo9xY8ewJdhdpGRnZ1NfX8+hU9XcdduXrpo/GAjw6QcrOXRgPxlFI4iL99LeuJvgqjeZs2gxYyd3r3U4cfZCPnrhR9x1x+3Ex8f3yXt39OhRlq14ixY/pOcPIxIOU//2B4wtLuCRBx/o8QynTqeTJx99kJ8+v4y4ex8jO//ys66Gw2HWr/otI7ISmTJlSq8zNzc3s+y1FRw6VU3WsFE4nE52P/sydbVVTJg+h9xhJQS6fDT/9m3mTpvEfffcFbVxius2bKZkUtl52zo7O9m7/wBNbT68qRlgoOvISRLcTiaOHUNKau/GYBhjKJk0k3UbNjF8+PDznvtsmYtdB4+SWTwKV5yb5potxFs/D95zBxMmTLjuz1FEBp+amhpO1bcweWR0Z40sHD6KXZ+sorKykoKCgqieS6KnubWN5Pzerb13o4v3eJg29yamzb2pz47pSUymqUUFofSOCsIe+Gygcwjo6vSRmpOPtd1LOMQnJhMKBvGmZRGJhPB3dpCaW8SFxeDGZT+jumI3d37nH8gs+rxfuK+1ic2vPs2b/+f/5p7v/CPV9VV0tLWRfGaBe5fbQwQIRSzBQJDU3AIqKyvJzs5my7Zt5I+ZctXZJkOhECuXPU/Ym87iJ76D2/P5rKNNtVV8+u5yQoEAE2fOxZuUTEp+KXv37mX69OnX/d4dOXKE7z/zPOMX3M3sSVNwnOkCEQqF2PLJe/zjv/wH/+Mv/4y0tJ6NfRwxYgRf++JSnn35RXLHTmP05JnntY6Gw2GOH9pHxbb1jM5N5fEvPtrrBVpbW1v5/k9/Qea4Mu667Uu4XC52bFyDM2sYC+/5Cl1tjYydMonUtFS6fD7KP1pJ4/Mv8tWnnrjmLh6XE4lEOHDkOLcvevDstq6uLjZv3U5idhGjRk7GcebOuwVaGusp37GLsqmTe10UFo8ax5qXPj47jhW6l1n58dO/xGSVcudX/+TsmmHWWmpOn+DZV1/lyXB4UCzpISJ969ixY2QVj4r6ItkOh4PsktEcPXpUBeENrLm1jZzEwbFecCx5k5JprjwV6xhyg4lpl1FjzF3GmAPGmApjzF9d4vl4Y8xLZ57faIwp7f+U3f3aU7LyaGhsIuj3k5yeTSgUxDicdLW3kZiWicHg72jHnZAI5vy3tbWukiNbVnPr7/3tecUggDcljfGLH6CrrYU1z38PYxwEA12EQgEAXG43/kCAeG8SbW1tJGfmcfLUaQAOHz9FXvHVBx0f2r0NX8TJjCX3n1cMAqTn5DP3gSdZv+Zjus50f8wsKuXo8eufttjv9/M3//DPhLJGUe0L8cmnG2lqbCIUDLL6rVfZvXsPh5uDfPvP/4qDBw/2+Lhjx47lL779u4xOtqxb9nM+fOUZ1r31CmtWvMjKZ75H55GtPHbnTTz5+JeuqdXu3Q8+JKl0IpNmLcDlctHR1kr5hvXMeeAJho0aS07pGPYcOADW4vF6mX/3g5xoCbB79+5en+tqGhoacHmTzhsfWnHkCJ6MPLLzC88Wg9B9CyItI4vM4lHsPXCw191HvUnJhHDQ0tJydtu6Tz8lkJjDzJvvOG8BaWMMeUUlzL3vMV5ZsfKKS6KIyNB07NRp0nL6p0BLy8nn+KnKfjmXREdrWzvepKHVQhgNCYlJtLS29eo1XV1dbNmyha1bt2oZqiEqZi2Exhgn8APgduAUsNkYs8Jau/ec3b4BNFlrRxljHgP+Bbh6/8g+1tDQQGJaFrU11SRl5uBwOvH7O3HGufG11ZGQmglAoLMDb/rFs6jtfv81SqffRFJ69kXPNZ4+xr7VrzPxlqWc3LOZis2rmXTzvQSDAeLi3Lji3HR2tOLyePF1+kjLzKaq4jgAJ09XMfqWq0+WsnvbFkbNue2yYzgSU9LIKh3Lwd1bmTJ7IVm5BRzf0LsB+uFwGGvtea2Vv37+eTrj0ym78yGcDgftbS1s270Hb9hHs9+y5Kk/JhKJsPPjt3n6hVf4f/6vP8Pr7dk0yxkZGdxz913cftutnDhxgs7OTlwuF1lZWWRlXftMdl1dXZTv3MeSJ799dtuBnVvJGTERb1J3i1tKeib1J4/S3NJCWloaDoeD0dPn8cmG9UydOvWaz30pNTU1JGfknH0cDASprmtkxJTLj4tMy8ym4dRR2traSU7p3R/X5MxcampqSEtLIxKJ8MmGLUy/98uX/d7Jys3HnZ7H3r17r6lrbk/V19dz5MgRJk2a1OPvEehuyQwGg7jPKWZjKRAIEBcXNyRm0YuFS/0ektg5VVnD8AVlV9/xHJFIhJaWFlJTUnE4e37POiMnjwO7L56xUW4c/kD3dY9cnzh3PF2BQI/39/v9/Olf/hU7TzVjrWXu6Hz+9Z/+YVAs19VfWltbezz8aaCKZQvhbKDCWnvEWhsAfgMsvWCfpcCzZz5eBtxqYnAlFQqFMK44ggE/Llf3L6tIJILD4SQcDOCKiz+zLYzTefGFSHPNSfJGTbzksU/v28rI2bcw/ub7KBg3nTiPl5a6KiLh7im0jXEQiVgcTieRSARnXByBQJBIJEKXP4DnKhfH1loa6mrJKiy94n6ZhSXU1XQvgprgTaS9o3eTpfzwZ0/zj//y7+dNUrN+8zZGTJ2L80x3oaTkVNyJKezZsZ0xZTfhdLmIc7tJzx+GJ6OAQ4cO9eqc0L024ciRI5k0aRLjxo27rmIQuot/T0o6Cd7Es9vqaqrJOmdCFwN4UtJob28/u62gZAQnK6uv69yXEggEcLo/bx30+Xy4Pd4rXvAaugeVt7X37g4hgCvec/buoM/nozMUISP7ykt2ZBSWcup0dO/M/+SZX/HG+t28tuLNXr3ugw8/4q//1//L6dOno5Ss51pbW/nbv/8nXlr+aqyjDFr/+79/yL/85/c04dEA0RUI4I7v3ezXhyoOs2nHHg708u+BO97Tq4tgGXgikQgmyt2LhwKHw0E43PNlWA4dOsT2E/XMeuw7zHz0D/h03zGOHu3Z5H0CP/7pT7n7kSdYvXp1rKNcl1jeRi0Ezu2XeAqYc7l9rLUhY0wLkAnUn7uTMeZbwLcAiouLoxLWGC66q2/P/v/ZRwbLhaMHux9HzimUzuVwugh0dZ69gAn5/TicTs49lTFgI59f4BjH50+eO97rSuFtJAJX+EVrI5Gz4zx6dMwLZGdm4r6g5SMuzkU4fH5XwnA4jCvORSj4+R9uG7GEgv4BcVffGHPx1+pS2y54jyLh8NnCN7oB6dnF7jV8DS98nTnzfXO174eIjeDsxZ38a5GU6KW1uYVEb87Vdz5HWloq2VkZeK5jSZa+4nK5yMvNITO9bxbmlovl5mQTODNLs9yY4t1uiISJj+9lS5G153WhFxnKevOz4HK5sKEg/vY2wpEQJhwaENdjN4rszCzSU5J7PBfGQBXLr/ilvlsvvNLtyT5Ya38K/BSgrKysz28Nu91uwoEW4uM9BPydAN0tduEu4tweQv4uSO6eBTMcDOCKP3+cXvbICZzcs5mRsxZfdOySafPZ8vqzVO7fRs2h3eSNmkhKdsHZyVcikTDG4cCGwjid8QQ7O/G43TgcDpITvfja20hMvnwztTGGwmHFVB7Zz7Axky67X82RA0yZOA6A9rYWUpN7N7D7sUcfvmjbHUtu5ifL32HKTXfh9nhoqKnCEexixpz57Fj3HjPveAjjiqOqYg+5to0xY6I7E11P5OTkEOlqp7WpkZT07umvi4pLOHD04Nn3L2ItHc0NpI0oOvu6Y4f2MWZ4SZ/nSUhIINjVcfZxUlIS4UAnAb8f92VmgY1ELL7WRtLGlPb6fIEuHwkJ3d+/Xq+XzJREqk8dv+SSF5+pPbKfO+5b0utz9cbvff0r1NTUMGzYsF69rmzmTMpmzoxSqt7xer1894/+MNYxBrWnvvxYrCPIORITEujydZCakdnj15SWFFNYUEBcXO8uT7o6fSQkxP7Gj1w7h8PRffO6jydnG2rC4XCvuluPHj2apTfPYsWy72OwPHbPrRfNNi6X9/DDD/Hwww/FOsZ1i2Xb/Cng3Ku7IuDCfmdn9zHGuIBUoPcL2F2nnJwc2htrySsooKOpnnAwSFxcPOFggPjEJPwd3V3z4r1JBHztF71+0i1foHLfNuqOXzxxSlJ6FlPueJQTOzZSMmUupVPm4nLFEXemG2ooGMDjdhPs7CAxMZGm+hqK8rtbSYqLCqivvnpXvckzZnF46zpCl+lO01B9ivb604wcP/nM40qGD7v+iQCWPvAAY3JS2PTWbzhYvhbbVsfMaVOZNHMOE8aNYf3yn/PSP38Xd0MFf/D13xkQ/dVdLhcLZ01n5/rVZ1viRk2cRvPpIzTVdi/02lBTRVpSAolJ3d1KA34/R7dvYOG8a1/v8HLy8vJorfu8K6rT6aQoP5fa08cvvjNyRn3NaTJSkkjwJlxmj0uz1tJaV01+fve4VGMMi+fPZt/GT87rCnyuExUH8ES6GDVqVK/O1Vsej4eSkpKoz1YoIn2nuCCPhtpeLpBtDHHuOOhla19DbRWlRVcfUy8DV4LHQ8DfFesYN7yAv4uEXiwb5nQ6+au/+C7LfvY9lv38v/mT7/yhxrkPQbG8utoMjDbGDDfGuIHHgBUX7LMC+MqZjx8BPrQxGBySn59PW30N6WlpxHu9tDbU4HS5usdqJabQ0VyPjYRxe5MI+juxF3ST9CSlMOO+p/jwZ//MkfLVhM90aYpEItRU7GXdi98nd8Q4Jt/+MJFIGLcnAeeZ5vpQMEB8vBu/r53kpGTa6qooKuxef2/08GKqj199nEXJ6PGUFBWw/o3naar5vIAMh0Ic37+DrStf5rZ7v4DrTEFWf/IwI4aXXvf75nA4+J9//Zfk2mZyEgyTJ4zHm+jFGMOo8ZMZNWIES2+Zy7//0z+Qm3vlcWr9ackti0kKNrH+nddpa24i3uPhlrvuZdOKX7N97fu0Vh1l4vhxZ5ZeOMnqV59jzsQRUSmK0tLScNoQvnPGA44cPgJHoJ1TRw4SOGc2sFAwRPWpY/jqTjNh3Nhen6utuYkkj5vExM/HT86aNYvS9HjWrHiJpvras9uDgQD7tm1i38dv8juPPaJCTUQuUjKskJa6XhaE16i5toriQi05cSNLTUk+72+dXJvOjnbSU3s3oZzD4aCoqIjCwkIVg0NUzLqMnhkT+B3gHcAJ/MJau8cY8/dAubV2BfA08CtjTAXdLYMx6Q+UkJBAWrIXGwrgiffQXHOa9LwivElJBIJBPIlJtDXUkJJdQEJSKu2NdSRn5Z63/MS4m+7Gk5zK9pUvUv76syRn5dPV0YqvuZHRc25h9oPfoP74ARKSUkhMTsbQvWpAyN+FjXficcfhcDporaskP/8eAGZMn87bH34f/8Lbz1uW4ELGGBbd9QB7tmxgx/vLCBkX7gQvvuZGcnNzuO+hL5Jb1D32srmhjnBrPWPH9r6guJSsrCz+9A++yar3PuC95/6re73GcIiwr5WFs6Zz65KHB0TL4Lncbje/9/Wv8sGHH7Fu+dO4ElMxDifeQDMt294llJbJhpoK/J0+El2W+2+ax6xZs6LyS9QYw+Txozm6fzcTy+YB4HQ5mTV9OkeOHuXE3i043B4cxkGgy0d+TiZTZ84g3tPzu4OfOXZgN5PHjT5vm8Ph4MnHv8Qna9bw8ZvPE4lLwOWOp6OpnvEji/mj3/3KgCrmRWTgGDlyJC+9+R7BQOC8ZWv6WigYpO7YAUbdtyhq55DoS01OUkHYB3ztbeT0coZxETPYZmMrKyuz5eXlfX7cd959j70NQWrb/VRUHGbxk91LJtRVVxKfmExlxV6KJszsXoqipZFgwE9iWiaOuIsvzBtPH6Hp1FHC4RClU+fhSUzB19JA/fGDpOXkk1swDKfTSVdXJ8GOZhwBH9kJTtwmTO32j/nTb//e2WO9tGw51eFEZiy6vUefRyQSobGuhlAwQGJyKsmpnw+Ctday9s1XmDsmnyWLF1/3e3ahjo4O6uvrcTqd5ObmDrhC8FKCwSA1NTVEIhGysrLwer00NTXR2tpKfHw8ubm5Ub+bdvLkSX78wmvc+dTF3TjC4TAd7R1YLF6v95rf00gkwspf/hd/+o0nyMvLu+Q+4XCY6upqQqEQGRkZJCfrD46IXNkzv3qecM4Yxk6ZEbVzVOzZQeTUHr7x1aeidg6JvuW/fZ1GTx7jpvZuqRI5X/nqd5hTksb8+fNjHUVizBizxVrbox8o9fPqoTmzZ1F9aBeTp0yjs6WBpuqTOJ1OklNTCfq7SM8tpPrwHiLhMN7UDDyJybQ31tFeX0Wgo41Ql49Qlw9/ewsul5vckRMYVbYIT2IKga4O6o4dICk9i9T0DJxnBlR3tbeSkphIe0MthQUFHN1Vzs3zzx+ndu9dd9JweBe1lad69Hk4HA6ycvPJKyo5rxgEOHpgD3GdDSxauLBv3rQLJCYmUlJSQlFR0Q1RDEL3shZFRUUUFxefXf8uPT2dkpIS8vLy+qVrRVFREdlJbo7uv3jhe6fTSUpqCqmpqdf1nlbs3k5xTtpli8HPzlVYWEhJSYmKQRHpkUXz53Jk23pCUZr9NRQKUbH1U26af+Ek5XKjycnMoL2pIdYxbni+lgbSNZu19JIKwh5KS0tj3PAi2uqqKC4dwYGNHwHgTUrB5TC4ExJJSEym8sAOgl2dxHuTScstJCE5lXDQj9/XRsDXhg2HSM7IJiUrH5c7gc7WRqoO7CApPYuk5JSzi593dnbgsGH8HW1kpaXQ5Wujs/40kyadP1NoUlISjz94H5tXLaOl8dp/kdacOsGBde/wxKMPabrhAcYYw6NfuJ99n76Hr+PiSYuuV3trCwc3fsjDD9zX58cWkaFt5MiRTCjNZef61VE5/q4NHzO2MJPRo0dffWcZ0AoKCmir758xp4OVtZa2+moKCjSeVnpHBWEv3Hvn7RzduoaFi2+h4dh+Th3cjQHSMrMxkRAJyamkZuVQeWA7TZVHCQcDxMV7SUzLIjkjl6SMXLypmTjj4gl0tlN7dB91xw6QkpVLUnJK93Ho7prX2dJEWkoyzVUnGDmilM3vvc7SO5dcshVo/PjxPHrXYta+9hyVJ3q3mKi1liP7drFl1ct84/GH9UtkgCosLOSW2dPY9O4KIpGeLzh7NeFwmE3vvs6di+ZoLKCIRMWD999H4+FdnD52uE+PW3XyGHUHt/PQ0vs1EcYg0F0Q1vRsrV25JF97Gy4ipKRcfjkykUtRQdgLOTk53L14HhVb1nHr3fezbeVv6Opox+FwkJGdS3ycC2MMecPHYENBTu4pp/LAdhpOVtBcfZLm6hPUHT/Aqb3lVB/ahcMY0nIKSE1LJyM7t3sNHmtpa6wjNTmRhtPHGFVaxLF9OxiW6qGs7PLdgGfOnMk3H/sCB1a/zsb336S9teWqn09TfS1r3niZut3r+KNvPMXIkSP78u2SPnbbrUsoTIRPV/32sstA9EYoFGLd28sZnuFh8SJNxiAi0ZGYmMjXn/giOz74LdWnjvfJMWtOn2TbO8v52uOPkJTUu3VzZWBKSEggNdl7Xb2dhrqGmipKigp0g0R6TZPK9FIkEuGHP3samzWcQ4ePcrq+hUWP/WH3uklAINBFW0szwUAQp9tDOBggFPQTDnWPn3A4nLjiumdbc8e7SU5Nw+32nDm2pbWxlgS3k0hXO3Q0UZCZyt6PXufPv/0t0tLSLh3qHF1dXXz40WrWlm8nMbuIjMJSsvIKSPAmYa2lo62Fxpoq6k8eJtLeyM3zZ3HTggXqJnqDCAaD/PrFlzjZFmb27Q+QmHxtdwHbWprZ9O5vGZmdyOOPPqKvv4hE3ZEjR3j6hWUML7uZMVNmXtNFq7WWQ7u2cXjTh3z98Yejvgaq9K+Xl79Ks7eA8dNmxTrKDWnzhyspG5bCIt3kFXo3qYwKwmvQ0dHBD372CxKGTWDXrp00dkaY99DXSUj8/C5lKBikq8tHMBAgFAxircUYgysujji3G4/He3bdP4BAwE97UwNJCfFE/B0Emmspykpj7+oV/P5XHqe4uLhXGQOBAPv37+fYiZMcO1lJm8+HMYbU5CSGFxUwvLSEMWPGnJ3ARm4c4XCYj9es4Z1PNjJmzi2MnDitx1/HUCjEoV1bOVL+CffcMp+FCxZoDUER6Te1tbW8uOw1miPxzFh8N2mZWT1+bUtjA9s+XkWy9fH4Iw+qm/sgtHfvXl79uJybv/BErKPccKy1rPzlf/Nn33yCnJycWMeRAUAFYZQLQoC2tjZ++sxzhJLzqK6r51hlHVPufJSsgpJeFVnhcBhfeyuhznYy0lJpra+GzlaSnSEqd63nd5/8EiUlJVH8TORGVV1dzetvreJIZR1FE6YzbNR40jKzL/r+C4fDNNXXcuLgHioP7GB0UR5L77ub7OzsGCUXkaEsEomw7tNPee/jT4lLy6Fk4gxyi0rwJl7c9bPT10HNqeMc37MNf1M1t900l4ULFuhm5iDl9/v5u3/+D+786p/iju/9erpDWWNdDbvefZm/+fM/UZdRAVQQ9ktBCN3dM99a9Q6b9xwmPrOAHTu2kzO+jOFT5xOfmIQ7Lh6H8+LWl0g4QjDox+/rIOTvJCnJS5wD6o4fJsVjaDq8h1wvPPbwg2Rl9fzuqQxNtbW1bNi0mb0Hj1Df3EJSehZx8QkABLp8dDQ3kJ2RxqQxI5kze5a+p0RkQAiFQuzdu5eNW7Zz7FQlEUcc3tR0HE4XkXAIX0sTJhygpKiAuTOnMXHiRHVvHwJ+/stf4S6dyvCxE2Md5Yayc8MnlLg7ue/ee2IdRQYIFYT9VBB+pqKighdfXYHPuqmub6ILJ1kjJpFRPIo4jxeH09l9t8ZCOByCSBh3fDyJCR5sMEBLfRWtVSeI87cQbq7mniULWTB/vrrySa/5/X5qa2vx+/0AeDwecnJycLvdMU4mInJ51lqam5tpamoiHA7jdDpJS0sjPT1drR1DzI4dO3hj3Q5uflDdRnvKWsuqZ7/PHz71CEVFRbGOIwNEbwpC3WrrA6NGjeKvv/vH7N27l0/Wb2LPoaM07lnL8fL/v707j9KqvvM8/v5Sxb4jBUIBIpuJCyKUCoqCBmlj3I1romTpk9hZOslMZsZ05nQ76XP6ZDmZ6U53T6ftxI7maBtNULFbE42iJG5YKgEclV0RCixk36HqN3/UJanQVUjhU3Wr6r5f5zznuc99fs99vs/vuVzup3733ucpKk6YQP+hI+g/ZBi9+g6gW5cu7N+/i23vrmXVutXU7dxC97o9DOnXgwvOPZvJZ1xL79698/5I6qC6d+/OyJEj8y5DklokIhg4cKA/qC1OOeUUfv7vv2L7ls30Gzgo73I6hHdWr2BIv55UVlbmXYo6KANhiZSXlzNx4kQmTpxIbW0tb7/9Nm8uX8miJUvZWL2EVTt3s/9gHWVdutC/X18GDxrA5AnjOHX6VCorKxk5cqQjgpIkqdDKy8s5t2oSbyyuZsqM2XmX0yGsXlLNJeec5Wi6jpmBsBVUVFRQUVHBlClTuOmG6/IuR5IkqcM4+6wzmf/3d7Dv7PPp3qNH3uW0a9s2v8eeTes49dTr8y5FHZhDUpIkSWo3Bg4cyJRTxvP6K8/nXUq7t+T5+Vx0/jS6NvopM6mlDISSJElqV2Z/5ELWvVbN7l078y6l3dq0YT37atcyberUvEtRB2cglCRJUrsyYMAAzqs6nddeXJB3Ke1SSoklzz7Jx2bN8Eri+sAMhJIkSWp3Zs44ny1rXmfThvV5l9LurH7zNXrW7WTy5Ml5l6JOwEAoSZKkdqd3795ce9nFVP96HgcPHsy7nHZjz+5dvP7s49z08asoKyvLuxx1AgZCSZIktUunnXYaJw0fxJIXnsm7lHYhpUT1U49ywVmT/N1BlYyBUJIkSe1SRHD1FZfx3vLfUbN2Td7l5G7F0kV03b2Jj1x4Qd6lqBMxEEqSJKnd6tOnD7dcfzWvPD6XHdu25l1ObjauW8uqhU/xqZuup7zcnxJX6bg2iZqaGlavXs3b62rsx11TAAAYV0lEQVTYuXsP5WVlHD/kOEZWVjJ+/HivXiVJknI1duxYLv/IdB595D4uvO4zdC3YvsmuHdt56Zc/57PXXUlFRUXe5aiTMRAW2LJly3js10+zYesuKk4YR/+KE+g1rDd19XWseK+W6gUvs3vuI0yvmsSFF8ykR48eeZcsSZIKatrUqazfsJHnHpvL9EuvLcwFVfbt3cuzj9zHpTOnMmHChLzLUScUKaW8ayipqqqqVF1dnXcZ7dqBAwd4cN4jvLrsbU6dPpsRY8bTpUvTRw/v3L6NpQsXsLdmFTdfdzWjR49u22IlSZIydXV1/PTe+6jZ35VzLr6q2f2XzmL/vn0seOgepowbzmUfu4SIyLskdRAR8XJKqepo2nbuf0X6Tw4cOMCP7/opq7bVc9FNn2fUuJOOuDHt068/U2ddxrjpH+Off3o/y5cvb8NqJUmS/qCsrIxP3ng9Q8r28txjc6mrq8u7pFazb+9eFjx0D5NOHGoYVKsyEBbMQ4/8O1uiL+dcfGWLjr8fceI4qi65nn+9by6bN29uxQolSZKaV15ezpxP3sSw7gf5zbyfsW/v3rxLKrmd27fxzNy7mTJuOFdefplhUK3KQFggy5cv55U33+LsWZce04ZlyPARjJp0Dg88+DCd7VBjSZLUcZSXl3PzTTcwceRAnrr/TrZtfi/vkkpm47q1PP3Ancw++zRHBtUmDIQF8ssnn+aUcy/6QFfm+vDkqby9aSdvvfVWCSuTJElqmbKyMq647FKuunAqv537E95ZvSLvkj6QlBLLFr/Col/ez59efwXnTZ9uGFSb8CqjBbFhwwbWbd7BxLEf7OpUXbp0YdSpU3juxZe8wIwkScrdmWeeSUVFBXfd93NqVp/EpOmzOtzPUuzetZOXn3qUrnve46u3fobBgwfnXZIKxBHCglizZg0Vo8aV5GpcI8eexLJVjhBKkqT2YfTo0fz3r3yRkT0O8MS9/0zN2jV5l3RUUkqsfmMp8++7gymjB/O1L95qGFSbc4SwIN5at57+FSNLsqw+/fqz+0AdO3fupE+fPiVZpiRJ0gfRs2dPrr3mak5ftoz7HnyIlYNHMnHaBfQbOCjv0ppUW7OOpc89Rc+6nXz50zdRWVmZd0kqKANhQezevZceFb1KsqyIoHuPXuzZs8dAKEmS2pUJEyZw29e+zHPPP88Tc+9k4Akf4rSpM+jVp2/epQGw9b1NLHl+Pvs3vcPHZs1g8uTJlJWV5V2WCsxAWBBdunShvr50v9VTX1/nxkuSJLVL3bp1Y+aMGZx15pk8/cwC5t/7TwwYOY5xp1UxpHJkm1+spb6+nnWrV7BqSTV731vP7BnnMG3qNXTt2rVN65CaYiAsiGFDjuPN92pLsqwD+/dzYM9O+vfvX5LlSZIktYZevXpxyUcv5oKZM1i0aBHP/OYRfldfxvAJExk17kOtejhpSonNtRtZu/IN1r+xmOMH9ObSc87ilFNuMAiqXTEQFsTIESNYOH9hSZZVW/MOlUOHOEIoSZI6hJ49ezJt2jSmTp3K6tWrWbR4KQsf+gl1XXsyeNQ4howYzXFDh9Gr97GfCpNSYteO7WzauJ7ataupfWs5fbp1YdLJJ3H1nOs8R1DtloGwIMaNG8feX8xjx7at9O0/4AMta/VrrzJz8sQSVSZJktQ2IoIxY8YwZswYrroisX79el5/4w1WvvkiS59cTyrrRt/Bx9Oz30C69+5Lrz596dm7D926dSeyK7XX19Wxf99e9uzaye6dO9i3awd7tm9mW20NPcu7MKpyGGeOOYEPzb6ZwYMH+1uCavcMhAXRtWtXpp95BkteXMDU2Zcf83I2125kZ81qJn3i2JchSZKUt4igsrKSyspKZtEwwrdlyxZqamrYunUr27bvYGvtBjat2MG+/fupq68nIijr0oUePbozoF9fhvXvS/+hxzFw4DiGDx9O3759DYDqcAyEBXLBzBlU/+D/snblMkYeww/UHzx4kOonHuaqj86iR48erVChJElSPiKCQYMGMWhQ+/yZCqm1+MP0BdK9e3duuf4aljz9CBvfebtFrz148CDP/sfP+fCI45g8eXIrVShJkiSpLRkIC2bUqFH86Y3X8Oqv7mfJwt9SX1//vq/ZXLuRp+6/k7GDunH9x6/xUAhJkiSpk4iUUt41lFRVVVWqrq7Ou4x2b+vWrTww92HW1G5j1ClTGDn2JPr0H/D7sLd/3z5qa95h9WuvsmvDGq6+5CLOOOMMw6AkSZLUzkXEyymlqqNqayAsrpQSa9eu5bmFL/HmijXs3Luf7r16U3/wIAf37WbE8UM5e/JETj/9dM8ZlCRJkjqIlgRCLypTYBHBqFGjGDVqFAC7du1iz549lJWV0b9/f7p08YhiSZIkqTMzEOr3evfuTe/evfMuQ5IkSVIbcQhIkiRJkgrKQChJkiRJBWUglCRJkqSCMhBKkiRJUkEZCCVJkiSpoAyEkiRJklRQBkJJkiRJKigDoSRJkiQVlIFQkiRJkgrKQChJkiRJBWUglCRJkqSCMhBKkiRJUkEZCCVJkiSpoAyEkiRJklRQBkJJkiRJKigDoSRJkiQVlIFQkiRJkgrKQChJkiRJBWUglCRJkqSCMhBKkiRJUkHlEggjYlBEPBERy7P7gU20mRQRz0fEaxGxOCKuz6NWSZIkSeqs8hohvA14MqU0Hngye3y43cAtKaVTgIuBv42IAW1YoyRJkiR1ankFwiuAu7Lpu4ArD2+QUlqWUlqeTa8H3gUq2qxCSZIkSerk8gqEQ1NKNQDZ/ZAjNY6Is4BuwMpmnv9cRFRHRHVtbW3Ji5UkSZKkzqi8tRYcEb8Gjm/iqW+2cDnDgJ8Cc1JK9U21SSndAdwBUFVVlVpYqiRJkiQVUqsFwpTSrOaei4iNETEspVSTBb53m2nXD/gP4H+mlF5opVIlSZIkqZDyOmR0HjAnm54DPHx4g4joBjwI3J1SeqANa5MkSZKkQsgrEH4buCgilgMXZY+JiKqI+FHW5jrgfOBTEbEou03Kp1xJkiRJ6nwipc51yl1VVVWqrq7OuwxJkiRJykVEvJxSqjqatnmNEEqSJEmScmYglCRJkqSCMhBKkiRJUkEZCCVJkiSpoAyEkiRJklRQBkJJkiRJKigDoSRJkiQVlIFQkiRJkgrKQChJkiRJBWUglCRJkqSCMhBKkiRJUkEZCCVJkiSpoAyEkiRJklRQBkJJkiRJKigDoSRJkiQVlIFQkiRJkgrKQChJkiRJBWUglCRJkqSCMhBKkiRJUkEZCCVJkiSpoAyEkiRJklRQBkJJkiRJKigDoSRJkiQVlIFQkiRJkgrKQChJkiRJBWUglCRJkqSCMhBKkiRJUkEZCCVJkiSpoAyEkiRJklRQBkJJkiRJKigDoSRJkiQVlIFQkiRJkgrKQChJkiRJBWUglCRJkqSCMhBKkiRJUkEZCCVJkiSpoAyEkiRJklRQBkJJkiRJKigDoSRJkiQVlIFQkiRJkgrKQChJkiRJBWUglCRJkqSCMhBKkiRJBZBS4sUXX2T+009TV1eXdzlqJ8rzLkCSJElS61u7di0P/vpZynv0YkD//pxxxhl5l6R2wBFCSZIkqQAGDBhA9zhI3a4tDBkyJO9y1E44QihJkiQVQL9+/fiL//oV6uvr6dmzZ97lqJ0wEEqSJEkF0b1797xLUDvjIaOSJEmSVFAGQkmSJEkqKAOhJEmSJBWUgVCSJEmSCspAKEmSJEkFZSCUJEmSpIIyEEqSJElSQRkIJUmSJKmgDISSJEmSVFAGQkmSJEkqKAOhJEmSJBWUgVCSJEmSCspAKEmSJEkFZSCUJEmSpIIyEEqSJElSQeUSCCNiUEQ8ERHLs/uBR2jbLyLWRcQ/tGWNkiRJktTZ5TVCeBvwZEppPPBk9rg5fw080yZVSZIkSVKB5BUIrwDuyqbvAq5sqlFETAGGAo+3UV2SJEmSVBh5BcKhKaUagOx+yOENIqIL8H3gv73fwiLicxFRHRHVtbW1JS9WkiRJkjqj8tZacET8Gji+iae+eZSL+ALwaEppbUQcsWFK6Q7gDoCqqqrUkjolSZIkqahaLRCmlGY191xEbIyIYSmlmogYBrzbRLNpwHkR8QWgD9AtInamlI50vqEkSZIk6Si1WiB8H/OAOcC3s/uHD2+QUvrEoemI+BRQZRiUJEmSpNLJ6xzCbwMXRcRy4KLsMRFRFRE/yqkmSZIkSSqUSKlznXJXVVWVqqur8y5DkiRJknIRES+nlKqOpm1eI4SSJEmSpJwZCCVJkiSpoAyEkiRJklRQBkJJkiRJKigDoSRJkiQVlIFQkiRJkgrKQChJkiRJBWUglCRJagUpJWpqaqivr8+7FElqloFQkiSpFSxevJi/+bsf8txzz+VdiiQ1y0AoSZLUCoYPH86kD41j9OjReZciSc0qz7sASZKkzqiiooLPfurmvMuQpCNyhFCSJEmSCspAKEmSJEkFZSCUJEmSpIIyEEqSJElSQRkIJUmSJKmgDISSJEmSVFAGQkmSJEkqKAOhJEmSJBWUgVCSJEmSCspAKEmSJEkFZSCUJEmSpIIyEEqSJElSQRkIJUmSJKmgDISSJEmSVFAGQkmSJEkqKAOhJEmSJBWUgVCSJEmSCspAKEmSJEkFZSCUJEmSpIIyEEqSJElSQRkIJUmSJKmgDISSJEmSVFAGQkmSJEkqqEgp5V1DSUVELfBW3nU0YzCwKe8iCsh+z4f9ng/7PT/2fT7s93zY7/mw3/PT0fr+hJRSxdE07HSBsD2LiOqUUlXedRSN/Z4P+z0f9nt+7Pt82O/5sN/zYb/npzP3vYeMSpIkSVJBGQglSZIkqaAMhG3rjrwLKCj7PR/2ez7s9/zY9/mw3/Nhv+fDfs9Pp+17zyGUJEmSpIJyhFCSJEmSCspAKEmSJEkFZSBsAxFxcUS8GRErIuK2vOvpTCJiZETMj4jXI+K1iPhKNv/2iFgXEYuy2yWNXvON7Lt4MyL+JL/qO7aIWBMRS7L+rc7mDYqIJyJieXY/MJsfEfGDrN8XR8TkfKvvuCLipEbr9aKI2B4RX3WdL72IuDMi3o2IpY3mtXgdj4g5WfvlETEnj8/SkTTT79+LiDeyvn0wIgZk80dHxJ5G6/0PG71mSraNWpF9N5HH5+lImun7Fm9b3O9pmWb6/WeN+nxNRCzK5rvOl8gR9iGLt51PKXlrxRtQBqwExgDdgN8BJ+ddV2e5AcOAydl0X2AZcDJwO/D1JtqfnH0H3YETs++mLO/P0RFvwBpg8GHzvgvclk3fBnwnm74EeAwIYCrwYt71d4Zbtn3ZAJzgOt8q/Xs+MBlY2mhei9ZxYBCwKrsfmE0PzPuztedbM/0+GyjPpr/TqN9HN2532HIWAtOy7+Qx4KN5f7b2fmum71u0bXG/pzT9ftjz3wf+Mpt2nS9dvze3D1m47bwjhK3vLGBFSmlVSmk/cB9wRc41dRoppZqU0ivZ9A7gdaDyCC+5ArgvpbQvpbQaWEHDd6TSuAK4K5u+C7iy0fy7U4MXgAERMSyPAjuZjwArU0pvHaGN6/wxSiktADYfNrul6/ifAE+klDanlLYATwAXt371HVdT/Z5SejyldDB7+AIw4kjLyPq+X0rp+dSwx3Y3f/iu1Ixm1vnmNLdtcb+nhY7U79ko33XAvx1pGa7zLXeEfcjCbecNhK2vEljb6PE7HDmw6BhFxGjgDODFbNaXsiH9Ow8N9+P3UUoJeDwiXo6Iz2XzhqaUaqBhQwsMyebb763jBv54J8F1vvW1dB23/0vvMzT8lf6QEyPi1Yh4JiLOy+ZV0tDXh9jvH0xLti2u86V1HrAxpbS80TzX+RI7bB+ycNt5A2Hra+r4bX/ro8Qiog/wC+CrKaXtwD8BY4FJQA0Nh1uA30cpnZtSmgx8FPhiRJx/hLb2e4lFRDfgcuCBbJbrfL6a62f7v4Qi4pvAQeCebFYNMCqldAbwX4B7I6If9nsptXTbYt+X1o388R/+XOdLrIl9yGabNjGvU6zzBsLW9w4wstHjEcD6nGrplCKiKw3/kO9JKc0FSCltTCnVpZTqgX/hD4fI+X2USEppfXb/LvAgDX288dChoNn9u1lz+730Pgq8klLaCK7zbail67j9XyLZhRouBT6RHRJHdrjie9n0yzScuzaBhn5vfFip/X6MjmHb4jpfIhFRDlwN/OzQPNf50mpqH5ICbucNhK3vJWB8RJyY/UX/BmBezjV1Gtmx9T8GXk8p/e9G8xufn3YVcOjKXfOAGyKie0ScCIyn4SRstUBE9I6Ivoemabjgw1Ia+vfQ1bXmAA9n0/OAW7IrdE0Fth06HEPH7I/+auw632Zauo7/CpgdEQOzQ+1mZ/PUAhFxMfA/gMtTSrsbza+IiLJsegwN6/eqrO93RMTU7P+JW/jDd6UWOIZti/s9pTMLeCOl9PtDQV3nS6e5fUgKuJ0vz7uAzi6ldDAivkTDilEG3JlSei3nsjqTc4GbgSWRXZIZ+AvgxoiYRMOQ/Rrg8wAppdci4n7g/9Fw2NEXU0p1bV51xzcUeLBhW0o5cG9K6ZcR8RJwf0R8FngbuDZr/ygNV+daAewGPt32JXceEdELuIhsvc5813W+tCLi34CZwOCIeAf4K+DbtGAdTyltjoi/pmEnGeBbKaWjvWhHITXT79+g4WqWT2TbnRdSSrfScHXGb0XEQaAOuLVR//4Z8BOgJw3nHDY+71BNaKbvZ7Z02+J+T8s01e8ppR/zn88TB9f5UmpuH7Jw2/nIjrqQJEmSJBWMh4xKkiRJUkEZCCVJkiSpoAyEkiRJklRQBkJJkiRJKigDoSRJkiQVlIFQktQuRESKiO83evz1iLi9RMv+SUR8vBTLep/3uTYiXo+I+YfNHx0ReyJiUaNbtyMs51MR8Q/Z9O0R8fXWrl2SVEwGQklSe7EPuDoiBuddSGOHfgT6KH0W+EJK6YImnluZUprU6La/RCWWRET428SSVEAGQklSe3EQuAP42uFPHD7CFxE7s/uZEfFMRNwfEcsi4tsR8YmIWBgRSyJibKPFzIqI32TtLs1eXxYR34uIlyJicUR8vtFy50fEvcCSJuq5MVv+0oj4TjbvL4HpwA8j4ntH84EjYlBEPJS99wsRMfF92k/K2i2OiAcjYmBEDImIl7PnT89GWkdlj1dGRK+IqIiIX2Sf86WIODd7/vaIuCMiHgfujohTsr5blL3H+KP5HJKkjsu/BkqS2pN/BBZHxHdb8JrTgQ8Dm4FVwI9SSmdFxFeALwNfzdqNBmYAY4H5ETEOuAXYllI6MyK6A89m4QjgLODUlNLqxm8WEcOB7wBTgC3A4xFxZUrpWxFxIfD1lFJ1E3WOjYhF2fSzKaUvAv8LeDWldGX22ruBSUf4rHcDX04pPRMR3wL+KqX01YjoERH9gPOAauC8iPgt8G5KaXdE/Aj4Pyml32Zh8VdZn5F9jukppT0R8ffA36WU7skOaW3J6KgkqQMyEEqS2o2U0vaIuBv4c2DPUb7spZRSDTSMiAGHAt0SoPGhm/enlOqB5RGxCvgQMBuY2Gj0sT8wHtgPLDw8DGbOBJ5OKdVm73kPcD7w0PvUuTKldHjYmw5cA5BSeioijouI/k29OJs/IKX0TDbrLuCBbPo54Nysjr8BLgYC+E32/Czg5Ig4tLh+EdE3m56XUjrU188D34yIEcDclNLy9/lMkqQOzkNGJUntzd/ScC5e70bzDpL9nxUNqabxBVn2NZqub/S4nj/+w2c67H0SDaHpy43O6zsxpXQoUO5qpr5oZv6xaGpZh9d5NH5Dw+jgCcDDNIyaTgcWZM93AaY1+pyVKaUd2XO//5wppXuBy2kI47/KRi0lSZ2YgVCS1K6klDYD99MQCg9ZQ8OhjQBXAF2PYdHXRkSX7LzCMcCbNBw6+WcR0RUgIiZERO8jLQR4EZgREYOzC87cCDzzPq9pzgLgE9l7zwQ2pZS2N9UwpbQN2BIR52Wzbm70vguATwLLs1HQzcAlwLPZ848DXzq0rIho8rDUiBgDrEop/QCYBxzxnEZJUsfnIaOSpPbo+zQKMMC/AA9HxELgSZofvTuSN2kIUEOBW1NKe7Nz60YDr2Qjj7XAlUdaSEqpJiK+AcynYYTv0ZTSw8dQD8DtwL9GxGJgNzDnfdrPoeGiNb1oOF/y01lNa7LDQQ+NCP4WGJFS2pI9/nPgH7P3Kc/a3drE8q8HPhkRB4ANwLeO8XNJkjqISOlYjkyRJEmSJHV0HjIqSZIkSQVlIJQkSZKkgjIQSpIkSVJBGQglSZIkqaAMhJIkSZJUUAZCSZIkSSooA6EkSZIkFdT/B8bizHI8hpT3AAAAAElFTkSuQmCC\n", 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Based on the analysis of \"Overal Quantity of Articles per News Source\" chart, we can notice that Daily Mail published the maximum number of articles (610).\n", - "New York Magazine published the minimal quantity of articles (6) related to the given keywords.\n", - " year_month name \\\n", - "0 2018-07 Fox News \n", - "1 2018-07 Associated Press \n", - "2 2018-07 Daily Mail \n", - "3 2018-07 Associated Press \n", - "4 2018-07 Daily Mail \n", - "\n", - " description score \n", - "0 Fox News China plans 'megarocket' that could o... 0.00 \n", - "1 NEW CASTLE, Pa. (AP) — Lt. Col. Andrew Morgan ... 0.25 \n", - "2 China is working on a super-powerful rocket th... 0.13 \n", - "3 LACEY TOWNSHIP, N.J. (AP) — Federal regulators... 0.00 \n", - "4 SpaceX's capsule reached the station three day... 0.10 \n" + "Average overall sentiment is 0.375\n", + "Sentiment of top 10 influential people is 0.518\n", + "Sentiment of top 10 retweeted tweets is 0.645\n", + "Top 10 influential people have more positive sentiments than general public about fifa\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -692,15 +637,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "2018-07-03, : attempt 1, 100 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n" + "2018-07-04, : attempt 1, 100 tweets gathered.\n", + "there was an error translating sample tweet: RT @tdn_twit: #VamoConTodo \n", + "\n", + "@Miguel_layun envía mensaje a la afición brasileña 😱\n", + "\n", + "Los insultos hacía él y su familia continúan... \n", + "\n", + "https:…\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -711,837 +662,941 @@ "output_type": "stream", "text": [ "New Jersey , Guttenberg : 40.7920454,-74.0037505,5mi\n", - "2018-07-03, New Jersey , Guttenberg: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , Guttenberg: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , Guttenberg: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , Guttenberg: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , Guttenberg: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , Guttenberg: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , Guttenberg: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", + "2018-07-04, New Jersey , Guttenberg: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Guttenberg: attempt 2, 31 tweets gathered.\n", + "2018-07-03, New Jersey , Guttenberg: attempt 1, 46 tweets gathered.\n", + "2018-07-02, New Jersey , Guttenberg: attempt 1, 62 tweets gathered.\n", + "2018-07-01, New Jersey , Guttenberg: attempt 1, 78 tweets gathered.\n", + "2018-06-30, New Jersey , Guttenberg: attempt 1, 92 tweets gathered.\n", + "2018-06-29, New Jersey , Guttenberg: attempt 1, 108 tweets gathered.\n", + "Sample Tweet: Southgate mastermind behind shootout victory https://t.co/yqwd2GxVGd\n", "\n", "\n", "New Jersey , Union City : 40.7795455,-74.02375119999999,5mi\n", - "2018-07-03, New Jersey , Union City: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , Union City: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , Union City: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , Union City: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , Union City: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , Union City: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , Union City: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", + "2018-07-04, New Jersey , Union City: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Union City: attempt 2, 31 tweets gathered.\n", + "2018-07-03, New Jersey , Union City: attempt 1, 47 tweets gathered.\n", + "2018-07-02, New Jersey , Union City: attempt 1, 63 tweets gathered.\n", + "2018-07-01, New Jersey , Union City: attempt 1, 79 tweets gathered.\n", + "2018-06-30, New Jersey , Union City: attempt 1, 93 tweets gathered.\n", + "2018-06-29, New Jersey , Union City: attempt 1, 109 tweets gathered.\n", + "Sample Tweet: Southgate mastermind behind shootout victory https://t.co/yqwd2GxVGd\n", "\n", "\n", "New Jersey , West New York : 40.7878788,-74.0143064,5mi\n", - "2018-07-03, New Jersey , West New York: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , West New York: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , West New York: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , West New York: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , West New York: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , West New York: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , West New York: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", + "2018-07-04, New Jersey , West New York: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , West New York: attempt 2, 31 tweets gathered.\n", + "2018-07-03, New Jersey , West New York: attempt 1, 46 tweets gathered.\n", + "2018-07-02, New Jersey , West New York: attempt 1, 62 tweets gathered.\n", + "2018-07-01, New Jersey , West New York: attempt 1, 78 tweets gathered.\n", + "2018-06-30, New Jersey , West New York: attempt 1, 92 tweets gathered.\n", + "2018-06-29, New Jersey , West New York: attempt 1, 108 tweets gathered.\n", + "Sample Tweet: Southgate mastermind behind shootout victory https://t.co/yqwd2GxVGd\n", "\n", "\n", "New Jersey , Hoboken : 40.7439905,-74.0323626,5mi\n", - "2018-07-03, New Jersey , Hoboken: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , Hoboken: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , Hoboken: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , Hoboken: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , Hoboken: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , Hoboken: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , Hoboken: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", + "2018-07-04, New Jersey , Hoboken: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Hoboken: attempt 2, 31 tweets gathered.\n", + "2018-07-03, New Jersey , Hoboken: attempt 1, 47 tweets gathered.\n", + "2018-07-02, New Jersey , Hoboken: attempt 1, 63 tweets gathered.\n", + "2018-07-01, New Jersey , Hoboken: attempt 1, 79 tweets gathered.\n", + "2018-06-30, New Jersey , Hoboken: attempt 1, 93 tweets gathered.\n", + "2018-06-29, New Jersey , Hoboken: attempt 1, 109 tweets gathered.\n", + "Sample Tweet: Southgate mastermind behind shootout victory https://t.co/yqwd2GxVGd\n", "\n", "\n", "New York , Kaser : 41.1212068,-74.06708619999999,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, New York , Kaser: attempt 1, 11 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 11 2018-07-04\n", "\n", "\n", "New York , New York City : 40.7127753,-74.0059728,302.6mi\n", - "2018-07-03, New York , New York City: attempt 1, 16 tweets gathered.\n", - "2018-07-03, New York , New York City: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New York , New York City: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New York , New York City: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New York , New York City: attempt 1, 77 tweets gathered.\n", - "2018-06-29, New York , New York City: attempt 1, 93 tweets gathered.\n", - "2018-06-28, New York , New York City: attempt 1, 108 tweets gathered.\n", - "Sample Tweet: The @SpaceX cargo craft safely docked with the @Space_Station today, delivering an experiment designed by Wellsvill… https://t.co/3X7GUEmBHC\n", + "2018-07-04, New York , New York City: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New York , New York City: attempt 2, 32 tweets gathered.\n", + "2018-07-03, New York , New York City: attempt 1, 48 tweets gathered.\n", + "2018-07-02, New York , New York City: attempt 1, 64 tweets gathered.\n", + "2018-07-01, New York , New York City: attempt 1, 80 tweets gathered.\n", + "2018-06-30, New York , New York City: attempt 1, 96 tweets gathered.\n", + "2018-06-29, New York , New York City: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: RT @_ia23: Son: Dad, why is my sister’s name Rose? \n", + "Me: Because your mom loves roses.\n", + "Son: What about me? \n", + "Me: It's a long story, FIFA Worl…\n", "\n", "\n", "New Jersey , Cliffside Park : 40.8214894,-73.9876388,5mi\n", - "2018-07-03, New Jersey , Cliffside Park: attempt 1, 16 tweets gathered.\n", - "2018-07-03, New Jersey , Cliffside Park: attempt 2, 32 tweets gathered.\n", - "2018-07-02, New Jersey , Cliffside Park: attempt 1, 48 tweets gathered.\n", - "2018-07-01, New Jersey , Cliffside Park: attempt 1, 64 tweets gathered.\n", - "2018-06-30, New Jersey , Cliffside Park: attempt 1, 80 tweets gathered.\n", - "2018-06-29, New Jersey , Cliffside Park: attempt 1, 96 tweets gathered.\n", - "2018-06-28, New Jersey , Cliffside Park: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @CNBC: SpaceX launched fresh space supplies for the crew of the International Space Station, including the A.I. robot bound for space, “…\n", + "2018-07-04, New Jersey , Cliffside Park: attempt 1, 15 tweets gathered.\n", + "2018-07-04, New Jersey , Cliffside Park: attempt 2, 31 tweets gathered.\n", + "2018-07-03, New Jersey , Cliffside Park: attempt 1, 47 tweets gathered.\n", + "2018-07-02, New Jersey , Cliffside Park: attempt 1, 63 tweets gathered.\n", + "2018-07-01, New Jersey , Cliffside Park: attempt 1, 79 tweets gathered.\n", + "2018-06-30, New Jersey , Cliffside Park: attempt 1, 88 tweets gathered.\n", + "2018-06-29, New Jersey , Cliffside Park: attempt 1, 92 tweets gathered.\n", + "2018-06-29, New Jersey , Cliffside Park: attempt 2, 106 tweets gathered.\n", + "Sample Tweet: @Alusa__ Oiii Paulette. Happy Fifa day.\n", "\n", "\n", "New Jersey , East Newark : 40.7497019,-74.16363129999999,5mi\n", - "2018-07-03, New Jersey , East Newark: attempt 1, 9 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 9 2018-07-03\n", + "2018-07-04, New Jersey , East Newark: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , East Newark: attempt 2, 32 tweets gathered.\n", + "2018-07-03, New Jersey , East Newark: attempt 1, 46 tweets gathered.\n", + "2018-07-02, New Jersey , East Newark: attempt 1, 62 tweets gathered.\n", + "2018-07-01, New Jersey , East Newark: attempt 1, 64 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 64 2018-07-01\n", "\n", "\n", "California , Maywood : 33.9866807,-118.185349,5mi\n", - "2018-07-03, California , Maywood: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, California , Maywood: attempt 1, 14 tweets gathered.\n", + "2018-07-04, California , Maywood: attempt 2, 26 tweets gathered.\n", + "2018-07-03, California , Maywood: attempt 1, 34 tweets gathered.\n", + "2018-07-02, California , Maywood: attempt 1, 48 tweets gathered.\n", + "2018-07-02, California , Maywood: attempt 2, 62 tweets gathered.\n", + "2018-07-01, California , Maywood: attempt 1, 78 tweets gathered.\n", + "2018-06-30, California , Maywood: attempt 1, 79 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 79 2018-06-30\n", "\n", "\n", "New Jersey , Passaic : 40.8567662,-74.1284764,5mi\n", - "2018-07-03, New Jersey , Passaic: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, New Jersey , Passaic: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Passaic: attempt 2, 32 tweets gathered.\n", + "2018-07-03, New Jersey , Passaic: attempt 1, 35 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 35 2018-07-02\n", "\n", "\n", "New York , Great Neck Plaza : 40.7867681,-73.7265202,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, New York , Great Neck Plaza: attempt 1, 16 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 16 2018-07-04\n", "\n", "\n", + "Encountered an error:Error OVER_QUERY_LIMIT\n", + "Query: https://maps.google.com/maps/api/geocode/json?address=Florida+%2C+North+Bay+Village&sensor=false&bounds=®ion=&language=&components=\n", + "Waiting 20 seconds and trying again.\n", "Florida , North Bay Village : 25.8462074,-80.1539351,5mi\n", - "2018-07-03, Florida , North Bay Village: attempt 1, 8 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 8 2018-07-03\n", + "2018-07-04, Florida , North Bay Village: attempt 1, 9 tweets gathered.\n", + "2018-07-04, Florida , North Bay Village: attempt 2, 25 tweets gathered.\n", + "2018-07-03, Florida , North Bay Village: attempt 1, 41 tweets gathered.\n", + "2018-07-02, Florida , North Bay Village: attempt 1, 57 tweets gathered.\n", + "2018-07-01, Florida , North Bay Village: attempt 1, 73 tweets gathered.\n", + "2018-06-30, Florida , North Bay Village: attempt 1, 89 tweets gathered.\n", + "2018-06-29, Florida , North Bay Village: attempt 1, 102 tweets gathered.\n", + "there was an error translating sample tweet: The people that talk the most shit about the fifa teams, their country ain’t even on the fifa 😂😂\n", "\n", "\n", "California , Cudahy : 33.9605701,-118.1853486,5mi\n", - "2018-07-03, California , Cudahy: attempt 1, 2 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 2 2018-07-03\n", + "2018-07-04, California , Cudahy: attempt 1, 14 tweets gathered.\n", + "2018-07-04, California , Cudahy: attempt 2, 30 tweets gathered.\n", + "2018-07-03, California , Cudahy: attempt 1, 46 tweets gathered.\n", + "2018-07-02, California , Cudahy: attempt 1, 62 tweets gathered.\n", + "2018-07-01, California , Cudahy: attempt 1, 78 tweets gathered.\n", + "2018-06-30, California , Cudahy: attempt 1, 94 tweets gathered.\n", + "2018-06-29, California , Cudahy: attempt 1, 104 tweets gathered.\n", + "Sample Tweet: Anyone but Brazil\n", + "\n", + "Anyone but Brazil\n", + "\n", + "Anywhere except Brazil\n", + "\n", + "Tout le monde sauf le Brésil\n", + "\n", + "Любой, кром ... https://t.co/urQ8Kx1o6X\n", "\n", "\n", "Florida , Sunny Isles Beach : 25.9428707,-80.1233802,5mi\n", - "2018-07-03, Florida , Sunny Isles Beach: attempt 1, 13 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 13 2018-07-03\n", + "2018-07-04, Florida , Sunny Isles Beach: attempt 1, 14 tweets gathered.\n", + "2018-07-04, Florida , Sunny Isles Beach: attempt 2, 16 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 16 2018-07-04\n", "\n", "\n", "California , Huntington Park : 33.9816812,-118.2250725,5mi\n", - "2018-07-03, California , Huntington Park: attempt 1, 14 tweets gathered.\n", - "2018-07-03, California , Huntington Park: attempt 2, 23 tweets gathered.\n", - "2018-07-02, California , Huntington Park: attempt 1, 33 tweets gathered.\n", - "2018-07-02, California , Huntington Park: attempt 2, 45 tweets gathered.\n", - "2018-07-01, California , Huntington Park: attempt 1, 58 tweets gathered.\n", - "2018-06-30, California , Huntington Park: attempt 1, 74 tweets gathered.\n", - "2018-06-29, California , Huntington Park: attempt 1, 87 tweets gathered.\n", - "2018-06-28, California , Huntington Park: attempt 1, 102 tweets gathered.\n", - "Sample Tweet: Here’s everything you need to know about the SpaceX Falcon Heavy rocket https://t.co/cngeUcUhhY\n", - "\n", - "\n", - "Massachusetts , Somerville : 42.3875968,-71.0994968,5mi\n", - "2018-07-03, Massachusetts , Somerville: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Massachusetts , Somerville: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Massachusetts , Somerville: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Massachusetts , Somerville: attempt 1, 64 tweets gathered.\n", - "2018-06-30, Massachusetts , Somerville: attempt 1, 80 tweets gathered.\n", - "2018-06-29, Massachusetts , Somerville: attempt 1, 96 tweets gathered.\n", - "2018-06-28, Massachusetts , Somerville: attempt 1, 112 tweets gathered.\n", - "there was an error translating sample tweet: RT @ValaAfshar: U.S. technology companies founded by 1st and 2nd generation immigrants: 🇺🇸\n", - "\n", - "Apple\n", - "Google\n", - "Amazon\n", - "Facebook\n", - "Oracle\n", - "IBM\n", - "Uber\n", - "Ai…\n", + "2018-07-04, California , Huntington Park: attempt 1, 13 tweets gathered.\n", + "2018-07-04, California , Huntington Park: attempt 2, 27 tweets gathered.\n", + "2018-07-03, California , Huntington Park: attempt 1, 43 tweets gathered.\n", + "2018-07-02, California , Huntington Park: attempt 1, 59 tweets gathered.\n", + "2018-07-01, California , Huntington Park: attempt 1, 75 tweets gathered.\n", + "2018-06-30, California , Huntington Park: attempt 1, 91 tweets gathered.\n", + "2018-06-29, California , Huntington Park: attempt 1, 107 tweets gathered.\n", + "Sample Tweet: What's up @FIFAcom #worldcup Ref in the #ENGCOL game let so much time go by from the #ENG players it got boring ,… https://t.co/B708RVREGK\n", + "\n", + "\n", + "Massachusetts , Somerville : 42.3875968,-71.0994968,5mi\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2018-07-04, Massachusetts , Somerville: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Massachusetts , Somerville: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Massachusetts , Somerville: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Massachusetts , Somerville: attempt 1, 64 tweets gathered.\n", + "2018-07-01, Massachusetts , Somerville: attempt 1, 80 tweets gathered.\n", + "2018-06-30, Massachusetts , Somerville: attempt 1, 96 tweets gathered.\n", + "2018-06-29, Massachusetts , Somerville: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: What drug is FIFA smoking. How is Paulinho a higher rating than Casemito in FIFA 18? How is Paulinho not the co-wor… https://t.co/Q5WlKzBi2G\n", "\n", "\n", "California , West Hollywood : 34.0900091,-118.3617443,5mi\n", - "2018-07-03, California , West Hollywood: attempt 1, 15 tweets gathered.\n", - "2018-07-03, California , West Hollywood: attempt 2, 31 tweets gathered.\n", - "2018-07-02, California , West Hollywood: attempt 1, 47 tweets gathered.\n", - "2018-07-01, California , West Hollywood: attempt 1, 57 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 57 2018-06-30\n", + "2018-07-04, California , West Hollywood: attempt 1, 16 tweets gathered.\n", + "2018-07-04, California , West Hollywood: attempt 2, 32 tweets gathered.\n", + "2018-07-03, California , West Hollywood: attempt 1, 45 tweets gathered.\n", + "2018-07-02, California , West Hollywood: attempt 1, 61 tweets gathered.\n", + "2018-07-01, California , West Hollywood: attempt 1, 77 tweets gathered.\n", + "2018-06-30, California , West Hollywood: attempt 1, 86 tweets gathered.\n", + "2018-06-29, California , West Hollywood: attempt 1, 102 tweets gathered.\n", + "Sample Tweet: Bafuda kkk - fifa cretino kkkkkkk https://t.co/j77H0JVnxh\n", "\n", "\n", "New Jersey , Irvington[b] : 40.737706,-74.214479,5mi\n", - "2018-07-03, New Jersey , Irvington[b]: attempt 1, 6 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 6 2018-07-03\n", + "2018-07-04, New Jersey , Irvington[b]: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Irvington[b]: attempt 2, 32 tweets gathered.\n", + "2018-07-03, New Jersey , Irvington[b]: attempt 1, 48 tweets gathered.\n", + "2018-07-02, New Jersey , Irvington[b]: attempt 1, 55 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 55 2018-07-01\n", "\n", "\n", "Kentucky , Poplar Hills : 38.1775695,-85.6930163,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, Kentucky , Poplar Hills: attempt 1, 5 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 5 2018-07-04\n", "\n", "\n", "New Jersey , Paterson : 40.9167654,-74.17181099999999,8.44mi\n", - "2018-07-03, New Jersey , Paterson: attempt 1, 5 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 5 2018-07-03\n", + "2018-07-04, New Jersey , Paterson: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Paterson: attempt 2, 32 tweets gathered.\n", + "2018-07-03, New Jersey , Paterson: attempt 1, 43 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 43 2018-07-02\n", "\n", "\n", "California , San Francisco : 37.7749295,-122.4194155,46.69mi\n", - "2018-07-03, California , San Francisco: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , San Francisco: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , San Francisco: attempt 1, 48 tweets gathered.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2018-07-01, California , San Francisco: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , San Francisco: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , San Francisco: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , San Francisco: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: So that the astronauts do not fall asleep\n", - "https://t.co/84DDUS3ToW\n", + "2018-07-04, California , San Francisco: attempt 1, 16 tweets gathered.\n", + "2018-07-04, California , San Francisco: attempt 2, 31 tweets gathered.\n", + "2018-07-03, California , San Francisco: attempt 1, 47 tweets gathered.\n", + "2018-07-02, California , San Francisco: attempt 1, 63 tweets gathered.\n", + "2018-07-01, California , San Francisco: attempt 1, 75 tweets gathered.\n", + "2018-06-30, California , San Francisco: attempt 1, 91 tweets gathered.\n", + "2018-06-29, California , San Francisco: attempt 1, 107 tweets gathered.\n", + "Sample Tweet: RT @EFF: At the same time that FIFA wants all eyes on the World Cup, it also insists Twitter take down a video of kid celebrating in front…\n", "\n", "\n", "Florida , Sweetwater : 25.7634334,-80.3731086,5mi\n", - "2018-07-03, Florida , Sweetwater: attempt 1, 2 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 2 2018-07-03\n", + "No tweets returned while searching for 'fifa' 0 2018-07-04\n", "\n", "\n", "California , Bell Gardens : 33.9652918,-118.1514588,5mi\n", - "2018-07-03, California , Bell Gardens: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, California , Bell Gardens: attempt 1, 16 tweets gathered.\n", + "2018-07-04, California , Bell Gardens: attempt 2, 32 tweets gathered.\n", + "2018-07-03, California , Bell Gardens: attempt 1, 48 tweets gathered.\n", + "2018-07-02, California , Bell Gardens: attempt 1, 64 tweets gathered.\n", + "2018-07-01, California , Bell Gardens: attempt 1, 77 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 77 2018-06-30\n", "\n", "\n", "Pennsylvania , Millbourne : 39.9634461,-75.2501821,5mi\n", - "2018-07-03, Pennsylvania , Millbourne: attempt 1, 15 tweets gathered.\n", - "2018-07-03, Pennsylvania , Millbourne: attempt 2, 30 tweets gathered.\n", - "2018-07-02, Pennsylvania , Millbourne: attempt 1, 46 tweets gathered.\n", - "2018-07-01, Pennsylvania , Millbourne: attempt 1, 55 tweets gathered.\n", - "2018-06-30, Pennsylvania , Millbourne: attempt 1, 59 tweets gathered.\n", - "2018-06-30, Pennsylvania , Millbourne: attempt 2, 75 tweets gathered.\n", - "2018-06-29, Pennsylvania , Millbourne: attempt 1, 81 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 81 2018-06-29\n", + "2018-07-04, Pennsylvania , Millbourne: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Pennsylvania , Millbourne: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Pennsylvania , Millbourne: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Pennsylvania , Millbourne: attempt 1, 64 tweets gathered.\n", + "2018-07-01, Pennsylvania , Millbourne: attempt 1, 80 tweets gathered.\n", + "2018-06-30, Pennsylvania , Millbourne: attempt 1, 96 tweets gathered.\n", + "2018-06-29, Pennsylvania , Millbourne: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: @patlopezz Not today though bruh. Play me on fifa so we can recreate the game today\n", "\n", "\n", "New Jersey , East Orange : 40.767323,-74.2048677,5mi\n", - "2018-07-03, New Jersey , East Orange: attempt 1, 5 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 5 2018-07-03\n", + "2018-07-04, New Jersey , East Orange: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , East Orange: attempt 2, 32 tweets gathered.\n", + "2018-07-03, New Jersey , East Orange: attempt 1, 48 tweets gathered.\n", + "2018-07-02, New Jersey , East Orange: attempt 1, 53 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 53 2018-07-01\n", "\n", "\n", "Massachusetts , Cambridge : 42.3736158,-71.10973349999999,6.43mi\n", - "2018-07-03, Massachusetts , Cambridge: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Massachusetts , Cambridge: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Massachusetts , Cambridge: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Massachusetts , Cambridge: attempt 1, 64 tweets gathered.\n", - "2018-06-30, Massachusetts , Cambridge: attempt 1, 80 tweets gathered.\n", - "2018-06-29, Massachusetts , Cambridge: attempt 1, 96 tweets gathered.\n", - "2018-06-28, Massachusetts , Cambridge: attempt 1, 112 tweets gathered.\n", - "there was an error translating sample tweet: RT @ValaAfshar: U.S. technology companies founded by 1st and 2nd generation immigrants: 🇺🇸\n", - "\n", - "Apple\n", - "Google\n", - "Amazon\n", - "Facebook\n", - "Oracle\n", - "IBM\n", - "Uber\n", - "Ai…\n", + "2018-07-04, Massachusetts , Cambridge: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Massachusetts , Cambridge: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Massachusetts , Cambridge: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Massachusetts , Cambridge: attempt 1, 64 tweets gathered.\n", + "2018-07-01, Massachusetts , Cambridge: attempt 1, 80 tweets gathered.\n", + "2018-06-30, Massachusetts , Cambridge: attempt 1, 96 tweets gathered.\n", + "2018-06-29, Massachusetts , Cambridge: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: What drug is FIFA smoking. How is Paulinho a higher rating than Casemito in FIFA 18? How is Paulinho not the co-wor… https://t.co/Q5WlKzBi2G\n", "\n", "\n", "Rhode Island , Central Falls : 41.8906553,-71.3922785,5mi\n", - "2018-07-03, Rhode Island , Central Falls: attempt 1, 3 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 3 2018-07-03\n", + "2018-07-04, Rhode Island , Central Falls: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Rhode Island , Central Falls: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Rhode Island , Central Falls: attempt 1, 35 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 35 2018-07-02\n", "\n", "\n", "New Jersey , Jersey City : 40.72815749999999,-74.0776417,14.92mi\n", - "2018-07-03, New Jersey , Jersey City: attempt 1, 14 tweets gathered.\n", - "2018-07-03, New Jersey , Jersey City: attempt 2, 30 tweets gathered.\n", - "2018-07-02, New Jersey , Jersey City: attempt 1, 46 tweets gathered.\n", - "2018-07-01, New Jersey , Jersey City: attempt 1, 62 tweets gathered.\n", - "2018-06-30, New Jersey , Jersey City: attempt 1, 75 tweets gathered.\n", - "2018-06-29, New Jersey , Jersey City: attempt 1, 91 tweets gathered.\n", - "2018-06-28, New Jersey , Jersey City: attempt 1, 106 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", + "2018-07-04, New Jersey , Jersey City: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Jersey City: attempt 2, 30 tweets gathered.\n", + "2018-07-03, New Jersey , Jersey City: attempt 1, 46 tweets gathered.\n", + "2018-07-02, New Jersey , Jersey City: attempt 1, 62 tweets gathered.\n", + "2018-07-01, New Jersey , Jersey City: attempt 1, 78 tweets gathered.\n", + "2018-06-30, New Jersey , Jersey City: attempt 1, 93 tweets gathered.\n", + "2018-06-29, New Jersey , Jersey City: attempt 1, 109 tweets gathered.\n", + "Sample Tweet: I liked a @YouTube video https://t.co/0vilz2qTeq 90 in 90: Colombia vs. England | 2018 FIFA World Cupâ„¢ Highlights\n", "\n", "\n", "Massachusetts , Chelsea : 42.3917638,-71.0328284,5mi\n", - "2018-07-03, Massachusetts , Chelsea: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Massachusetts , Chelsea: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Massachusetts , Chelsea: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Massachusetts , Chelsea: attempt 1, 64 tweets gathered.\n", - "2018-06-30, Massachusetts , Chelsea: attempt 1, 80 tweets gathered.\n", - "2018-06-29, Massachusetts , Chelsea: attempt 1, 96 tweets gathered.\n", - "2018-06-28, Massachusetts , Chelsea: attempt 1, 112 tweets gathered.\n", - "there was an error translating sample tweet: RT @ValaAfshar: U.S. technology companies founded by 1st and 2nd generation immigrants: 🇺🇸\n", - "\n", - "Apple\n", - "Google\n", - "Amazon\n", - "Facebook\n", - "Oracle\n", - "IBM\n", - "Uber\n", - "Ai…\n", + "2018-07-04, Massachusetts , Chelsea: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Massachusetts , Chelsea: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Massachusetts , Chelsea: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Massachusetts , Chelsea: attempt 1, 64 tweets gathered.\n", + "2018-07-01, Massachusetts , Chelsea: attempt 1, 80 tweets gathered.\n", + "2018-06-30, Massachusetts , Chelsea: attempt 1, 96 tweets gathered.\n", + "2018-06-29, Massachusetts , Chelsea: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: What drug is FIFA smoking. How is Paulinho a higher rating than Casemito in FIFA 18? How is Paulinho not the co-wor… https://t.co/Q5WlKzBi2G\n", "\n", "\n", "California , Lawndale : 33.887237,-118.3525744,5mi\n", - "2018-07-03, California , Lawndale: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , Lawndale: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , Lawndale: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Lawndale: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , Lawndale: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , Lawndale: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , Lawndale: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n", + "2018-07-04, California , Lawndale: attempt 1, 15 tweets gathered.\n", + "2018-07-04, California , Lawndale: attempt 2, 28 tweets gathered.\n", + "2018-07-03, California , Lawndale: attempt 1, 37 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 37 2018-07-02\n", "\n", "\n", "New Jersey , Weehawken[b] : 40.7663711,-74.02537149999999,5mi\n", - "2018-07-03, New Jersey , Weehawken[b]: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , Weehawken[b]: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , Weehawken[b]: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , Weehawken[b]: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , Weehawken[b]: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , Weehawken[b]: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , Weehawken[b]: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", + "2018-07-04, New Jersey , Weehawken[b]: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Weehawken[b]: attempt 2, 31 tweets gathered.\n", + "2018-07-03, New Jersey , Weehawken[b]: attempt 1, 47 tweets gathered.\n", + "2018-07-02, New Jersey , Weehawken[b]: attempt 1, 63 tweets gathered.\n", + "2018-07-01, New Jersey , Weehawken[b]: attempt 1, 79 tweets gathered.\n", + "2018-06-30, New Jersey , Weehawken[b]: attempt 1, 93 tweets gathered.\n", + "2018-06-29, New Jersey , Weehawken[b]: attempt 1, 109 tweets gathered.\n", + "Sample Tweet: Southgate mastermind behind shootout victory https://t.co/yqwd2GxVGd\n", "\n", "\n", "New York , South Floral Park : 40.714269,-73.70013089999999,5mi\n", - "2018-07-03, New York , South Floral Park: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, New York , South Floral Park: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New York , South Floral Park: attempt 2, 23 tweets gathered.\n", + "[{'message': 'Rate limit exceeded', 'code': 88}] Trying again after 1 minute.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'message': 'Rate limit exceeded', 'code': 88}] Trying again after 1 minute.\n", + "[{'message': 'Rate limit exceeded', 'code': 88}] Trying again after 1 minute.\n", + "[{'message': 'Rate limit exceeded', 'code': 88}] Trying again after 1 minute.\n", + "[{'message': 'Rate limit exceeded', 'code': 88}] Trying again after 1 minute.\n", + "No tweets returned while searching for 'fifa' 23 2018-07-03\n", "\n", "\n", - "Could not convert geo. returning empty list\n", - "Could not convert geo. returning empty list\n", + "New York , Mount Vernon : 40.9125992,-73.8370786,5mi\n", + "2018-07-04, New York , Mount Vernon: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New York , Mount Vernon: attempt 2, 32 tweets gathered.\n", + "2018-07-03, New York , Mount Vernon: attempt 1, 48 tweets gathered.\n", + "2018-07-02, New York , Mount Vernon: attempt 1, 64 tweets gathered.\n", + "2018-07-01, New York , Mount Vernon: attempt 1, 80 tweets gathered.\n", + "2018-06-30, New York , Mount Vernon: attempt 1, 96 tweets gathered.\n", + "2018-06-29, New York , Mount Vernon: attempt 1, 107 tweets gathered.\n", + "Sample Tweet: @oldmanebro They won on racism, the English fucks got every call..... FIFA is racist\n", "\n", "\n", "New Jersey , Fairview : 40.8126006,-73.999028,5mi\n", - "2018-07-03, New Jersey , Fairview: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , Fairview: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , Fairview: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , Fairview: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , Fairview: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , Fairview: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , Fairview: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", - "New Jersey , Fairview : 40.8126006,-73.999028,5mi\n", - "2018-07-03, New Jersey , Fairview: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , Fairview: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , Fairview: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , Fairview: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , Fairview: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , Fairview: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , Fairview: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", + "2018-07-04, New Jersey , Fairview: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Fairview: attempt 2, 31 tweets gathered.\n", + "2018-07-03, New Jersey , Fairview: attempt 1, 46 tweets gathered.\n", + "2018-07-02, New Jersey , Fairview: attempt 1, 62 tweets gathered.\n", + "2018-07-01, New Jersey , Fairview: attempt 1, 78 tweets gathered.\n", + "2018-06-30, New Jersey , Fairview: attempt 1, 92 tweets gathered.\n", + "2018-06-29, New Jersey , Fairview: attempt 1, 108 tweets gathered.\n", + "Sample Tweet: Southgate mastermind behind shootout victory https://t.co/yqwd2GxVGd\n", "\n", "\n", "New York , Long Beach : 40.5884373,-73.65790799999999,5mi\n", - "2018-07-03, New York , Long Beach: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, New York , Long Beach: attempt 1, 6 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 6 2018-07-04\n", "\n", "\n", "California , Hawaiian Gardens : 33.8314045,-118.0728424,5mi\n", - "2018-07-03, California , Hawaiian Gardens: attempt 1, 3 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 3 2018-07-03\n", + "2018-07-04, California , Hawaiian Gardens: attempt 1, 16 tweets gathered.\n", + "2018-07-04, California , Hawaiian Gardens: attempt 2, 22 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 22 2018-07-03\n", "\n", "\n", "Illinois , Stone Park : 41.90558619999999,-87.88367319999999,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, Illinois , Stone Park: attempt 1, 3 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 3 2018-07-04\n", "\n", "\n", "New York , Hempstead : 40.7062128,-73.6187397,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, New York , Hempstead: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New York , Hempstead: attempt 2, 32 tweets gathered.\n", + "2018-07-03, New York , Hempstead: attempt 1, 35 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 35 2018-07-02\n", "\n", "\n", "New Jersey , Orange[b] : 40.7505371,-74.2038635,5mi\n", - "2018-07-03, New Jersey , Orange[b]: attempt 1, 6 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 6 2018-07-03\n", + "2018-07-04, New Jersey , Orange[b]: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Orange[b]: attempt 2, 32 tweets gathered.\n", + "2018-07-03, New Jersey , Orange[b]: attempt 1, 48 tweets gathered.\n", + "2018-07-02, New Jersey , Orange[b]: attempt 1, 57 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 57 2018-07-01\n", "\n", "\n", "California , Bell : 33.9775142,-118.1870156,5mi\n", - "2018-07-03, California , Bell: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, California , Bell: attempt 1, 14 tweets gathered.\n", + "2018-07-04, California , Bell: attempt 2, 25 tweets gathered.\n", + "2018-07-03, California , Bell: attempt 1, 33 tweets gathered.\n", + "2018-07-03, California , Bell: attempt 2, 46 tweets gathered.\n", + "2018-07-02, California , Bell: attempt 1, 60 tweets gathered.\n", + "2018-07-01, California , Bell: attempt 1, 75 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 75 2018-06-30\n", "\n", "\n", "Illinois , Cicero : 41.8455877,-87.7539448,5.85mi\n", - "2018-07-03, Illinois , Cicero: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Illinois , Cicero: attempt 2, 31 tweets gathered.\n", - "2018-07-02, Illinois , Cicero: attempt 1, 47 tweets gathered.\n", - "2018-07-01, Illinois , Cicero: attempt 1, 63 tweets gathered.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2018-06-30, Illinois , Cicero: attempt 1, 79 tweets gathered.\n", - "2018-06-29, Illinois , Cicero: attempt 1, 95 tweets gathered.\n", - "2018-06-28, Illinois , Cicero: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: Namaste Technologies to Add Directors from Google, Seagram and SpaceX https://t.co/4IpWhzy5dr https://t.co/UqtaAEXpIf\n", + "2018-07-04, Illinois , Cicero: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Illinois , Cicero: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Illinois , Cicero: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Illinois , Cicero: attempt 1, 64 tweets gathered.\n", + "2018-07-01, Illinois , Cicero: attempt 1, 80 tweets gathered.\n", + "2018-06-30, Illinois , Cicero: attempt 1, 96 tweets gathered.\n", + "2018-06-29, Illinois , Cicero: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: 90 in 90: Colombia vs. England | 2018 FIFA World Cupâ„¢ Highlights https://t.co/YFD6Tlr97t\n", "\n", "\n", "California , Lynwood : 33.930293,-118.2114603,5mi\n", - "2018-07-03, California , Lynwood: attempt 1, 6 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 6 2018-07-03\n", + "2018-07-04, California , Lynwood: attempt 1, 14 tweets gathered.\n", + "2018-07-04, California , Lynwood: attempt 2, 30 tweets gathered.\n", + "2018-07-03, California , Lynwood: attempt 1, 46 tweets gathered.\n", + "2018-07-02, California , Lynwood: attempt 1, 62 tweets gathered.\n", + "2018-07-01, California , Lynwood: attempt 1, 78 tweets gathered.\n", + "2018-06-30, California , Lynwood: attempt 1, 94 tweets gathered.\n", + "2018-06-29, California , Lynwood: attempt 1, 98 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 98 2018-06-29\n", "\n", "\n", "Florida , Bay Harbor Islands : 25.8875948,-80.1311564,5mi\n", - "2018-07-03, Florida , Bay Harbor Islands: attempt 1, 2 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 2 2018-07-03\n", + "2018-07-04, Florida , Bay Harbor Islands: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Florida , Bay Harbor Islands: attempt 2, 30 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 30 2018-07-03\n", "\n", "\n", "New Jersey , Palisades Park : 40.8481556,-73.99763899999999,5mi\n", - "2018-07-03, New Jersey , Palisades Park: attempt 1, 16 tweets gathered.\n", - "2018-07-03, New Jersey , Palisades Park: attempt 2, 32 tweets gathered.\n", - "2018-07-02, New Jersey , Palisades Park: attempt 1, 48 tweets gathered.\n", - "2018-07-01, New Jersey , Palisades Park: attempt 1, 64 tweets gathered.\n", - "2018-06-30, New Jersey , Palisades Park: attempt 1, 80 tweets gathered.\n", - "2018-06-29, New Jersey , Palisades Park: attempt 1, 96 tweets gathered.\n", - "2018-06-28, New Jersey , Palisades Park: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @CNBC: SpaceX launched fresh space supplies for the crew of the International Space Station, including the A.I. robot bound for space, “…\n", + "2018-07-04, New Jersey , Palisades Park: attempt 1, 15 tweets gathered.\n", + "2018-07-04, New Jersey , Palisades Park: attempt 2, 31 tweets gathered.\n", + "2018-07-03, New Jersey , Palisades Park: attempt 1, 47 tweets gathered.\n", + "2018-07-02, New Jersey , Palisades Park: attempt 1, 62 tweets gathered.\n", + "2018-07-01, New Jersey , Palisades Park: attempt 1, 68 tweets gathered.\n", + "2018-06-30, New Jersey , Palisades Park: attempt 1, 79 tweets gathered.\n", + "2018-06-30, New Jersey , Palisades Park: attempt 2, 93 tweets gathered.\n", + "2018-06-29, New Jersey , Palisades Park: attempt 1, 108 tweets gathered.\n", + "Sample Tweet: @FIFAcom The Fifa It's a shit.\n", "\n", "\n", "New Jersey , Fort Lee : 40.8509333,-73.9701381,5mi\n", - "2018-07-03, New Jersey , Fort Lee: attempt 1, 16 tweets gathered.\n", - "2018-07-03, New Jersey , Fort Lee: attempt 2, 32 tweets gathered.\n", - "2018-07-02, New Jersey , Fort Lee: attempt 1, 48 tweets gathered.\n", - "2018-07-01, New Jersey , Fort Lee: attempt 1, 64 tweets gathered.\n", - "2018-06-30, New Jersey , Fort Lee: attempt 1, 80 tweets gathered.\n", - "2018-06-29, New Jersey , Fort Lee: attempt 1, 96 tweets gathered.\n", - "2018-06-28, New Jersey , Fort Lee: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @CNBC: SpaceX launched fresh space supplies for the crew of the International Space Station, including the A.I. robot bound for space, “…\n", + "2018-07-04, New Jersey , Fort Lee: attempt 1, 15 tweets gathered.\n", + "2018-07-04, New Jersey , Fort Lee: attempt 2, 31 tweets gathered.\n", + "2018-07-03, New Jersey , Fort Lee: attempt 1, 47 tweets gathered.\n", + "2018-07-02, New Jersey , Fort Lee: attempt 1, 60 tweets gathered.\n", + "2018-07-01, New Jersey , Fort Lee: attempt 1, 66 tweets gathered.\n", + "2018-07-01, New Jersey , Fort Lee: attempt 2, 77 tweets gathered.\n", + "2018-06-30, New Jersey , Fort Lee: attempt 1, 90 tweets gathered.\n", + "2018-06-29, New Jersey , Fort Lee: attempt 1, 106 tweets gathered.\n", + "Sample Tweet: @FIFAcom The Fifa It's a shit.\n", "\n", "\n", "New Jersey , Garfield : 40.8814882,-74.113198,5mi\n", - "2018-07-03, New Jersey , Garfield: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, New Jersey , Garfield: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Garfield: attempt 2, 32 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 32 2018-07-03\n", "\n", "\n", "California , Hawthorne : 33.9164032,-118.3525748,6.06mi\n", - "2018-07-03, California , Hawthorne: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , Hawthorne: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , Hawthorne: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Hawthorne: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , Hawthorne: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , Hawthorne: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , Hawthorne: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n", + "2018-07-04, California , Hawthorne: attempt 1, 12 tweets gathered.\n", + "2018-07-04, California , Hawthorne: attempt 2, 28 tweets gathered.\n", + "2018-07-03, California , Hawthorne: attempt 1, 41 tweets gathered.\n", + "2018-07-02, California , Hawthorne: attempt 1, 55 tweets gathered.\n", + "2018-07-01, California , Hawthorne: attempt 1, 61 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 61 2018-07-01\n", "\n", "\n", "Illinois , Berwyn : 41.85058739999999,-87.7936685,5mi\n", - "2018-07-03, Illinois , Berwyn: attempt 1, 5 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 5 2018-07-03\n", + "2018-07-04, Illinois , Berwyn: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Illinois , Berwyn: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Illinois , Berwyn: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Illinois , Berwyn: attempt 1, 53 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 53 2018-07-01\n", "\n", "\n", "California , Daly City : 37.6879241,-122.4702079,7.56mi\n", - "2018-07-03, California , Daly City: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , Daly City: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , Daly City: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Daly City: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , Daly City: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , Daly City: attempt 1, 95 tweets gathered.\n", - "2018-06-28, California , Daly City: attempt 1, 111 tweets gathered.\n", - "Sample Tweet: So that the astronauts do not fall asleep\n", - "https://t.co/84DDUS3ToW\n", + "2018-07-04, California , Daly City: attempt 1, 16 tweets gathered.\n", + "2018-07-04, California , Daly City: attempt 2, 32 tweets gathered.\n", + "2018-07-03, California , Daly City: attempt 1, 48 tweets gathered.\n", + "2018-07-02, California , Daly City: attempt 1, 61 tweets gathered.\n", + "2018-07-01, California , Daly City: attempt 1, 77 tweets gathered.\n", + "2018-06-30, California , Daly City: attempt 1, 93 tweets gathered.\n", + "2018-06-29, California , Daly City: attempt 1, 107 tweets gathered.\n", + "Sample Tweet: RT @EFF: At the same time that FIFA wants all eyes on the World Cup, it also insists Twitter take down a video of kid celebrating in front…\n", "\n", "\n", "Illinois , Elmwood Park : 41.9211423,-87.8092266,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, Illinois , Elmwood Park: attempt 1, 5 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 5 2018-07-04\n", "\n", "\n", "Massachusetts , Boston : 42.3600825,-71.0588801,48.43mi\n", - "2018-07-03, Massachusetts , Boston: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Massachusetts , Boston: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Massachusetts , Boston: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Massachusetts , Boston: attempt 1, 64 tweets gathered.\n", - "2018-06-30, Massachusetts , Boston: attempt 1, 80 tweets gathered.\n", - "2018-06-29, Massachusetts , Boston: attempt 1, 96 tweets gathered.\n", - "2018-06-28, Massachusetts , Boston: attempt 1, 112 tweets gathered.\n", - "there was an error translating sample tweet: RT @ValaAfshar: U.S. technology companies founded by 1st and 2nd generation immigrants: 🇺🇸\n", - "\n", - "Apple\n", - "Google\n", - "Amazon\n", - "Facebook\n", - "Oracle\n", - "IBM\n", - "Uber\n", - "Ai…\n", + "2018-07-04, Massachusetts , Boston: attempt 1, 16 tweets gathered.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2018-07-04, Massachusetts , Boston: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Massachusetts , Boston: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Massachusetts , Boston: attempt 1, 64 tweets gathered.\n", + "2018-07-01, Massachusetts , Boston: attempt 1, 80 tweets gathered.\n", + "2018-06-30, Massachusetts , Boston: attempt 1, 96 tweets gathered.\n", + "2018-06-29, Massachusetts , Boston: attempt 1, 109 tweets gathered.\n", + "Sample Tweet: What drug is FIFA smoking. How is Paulinho a higher rating than Casemito in FIFA 18? How is Paulinho not the co-wor… https://t.co/Q5WlKzBi2G\n", "\n", "\n", "Pennsylvania , Conshohocken : 40.0792766,-75.3015714,5mi\n", - "2018-07-03, Pennsylvania , Conshohocken: attempt 1, 2 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 2 2018-07-03\n", + "2018-07-04, Pennsylvania , Conshohocken: attempt 1, 16 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 16 2018-07-04\n", "\n", "\n", "California , South Gate : 33.954737,-118.2120161,7.37mi\n", - "2018-07-03, California , South Gate: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , South Gate: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , South Gate: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , South Gate: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , South Gate: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , South Gate: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , South Gate: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n", + "2018-07-04, California , South Gate: attempt 1, 13 tweets gathered.\n", + "2018-07-04, California , South Gate: attempt 2, 27 tweets gathered.\n", + "2018-07-03, California , South Gate: attempt 1, 43 tweets gathered.\n", + "2018-07-02, California , South Gate: attempt 1, 59 tweets gathered.\n", + "2018-07-01, California , South Gate: attempt 1, 75 tweets gathered.\n", + "2018-06-30, California , South Gate: attempt 1, 91 tweets gathered.\n", + "2018-06-29, California , South Gate: attempt 1, 107 tweets gathered.\n", + "Sample Tweet: What's up @FIFAcom #worldcup Ref in the #ENGCOL game let so much time go by from the #ENG players it got boring ,… https://t.co/B708RVREGK\n", "\n", "\n", "New York , Manorhaven : 40.8431559,-73.71485299999999,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, New York , Manorhaven: attempt 1, 9 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 9 2018-07-04\n", "\n", "\n", "Maryland , Mount Rainier : 38.9415,-76.9649751,5mi\n", - "2018-07-03, Maryland , Mount Rainier: attempt 1, 10 tweets gathered.\n", - "2018-07-03, Maryland , Mount Rainier: attempt 2, 15 tweets gathered.\n", - "2018-07-03, Maryland , Mount Rainier: attempt 3, 18 tweets gathered.\n", - "2018-07-02, Maryland , Mount Rainier: attempt 1, 34 tweets gathered.\n", - "2018-07-01, Maryland , Mount Rainier: attempt 1, 50 tweets gathered.\n", - "2018-06-30, Maryland , Mount Rainier: attempt 1, 66 tweets gathered.\n", - "2018-06-30, Maryland , Mount Rainier: attempt 2, 82 tweets gathered.\n", - "2018-06-29, Maryland , Mount Rainier: attempt 1, 98 tweets gathered.\n", - "2018-06-28, Maryland , Mount Rainier: attempt 1, 114 tweets gathered.\n", - "Sample Tweet: @Space_Station @Astro_Wakata @SpaceX @NASA @roscosmos @esaspaceflight @JAXA_en @csa_asc @northropgrumman… https://t.co/3ptsEzg678\n", + "2018-07-04, Maryland , Mount Rainier: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Maryland , Mount Rainier: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Maryland , Mount Rainier: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Maryland , Mount Rainier: attempt 1, 64 tweets gathered.\n", + "2018-07-01, Maryland , Mount Rainier: attempt 1, 80 tweets gathered.\n", + "2018-06-30, Maryland , Mount Rainier: attempt 1, 96 tweets gathered.\n", + "2018-06-29, Maryland , Mount Rainier: attempt 1, 111 tweets gathered.\n", + "Sample Tweet: MOST BEAUTIFUL METRO IN THE WORLD! | FIFA 2018 WORLD CUP VLOG | MOSCOW, ... https://t.co/VkgpEVy5Vm via @YouTube #Russia\n", "\n", "\n", "California , Hermosa Beach : 33.8622366,-118.3995194,5mi\n", - "2018-07-03, California , Hermosa Beach: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , Hermosa Beach: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , Hermosa Beach: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Hermosa Beach: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , Hermosa Beach: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , Hermosa Beach: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , Hermosa Beach: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n", + "2018-07-04, California , Hermosa Beach: attempt 1, 15 tweets gathered.\n", + "2018-07-04, California , Hermosa Beach: attempt 2, 24 tweets gathered.\n", + "2018-07-03, California , Hermosa Beach: attempt 1, 25 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 25 2018-07-03\n", "\n", "\n", "New Jersey , Woodlynne : 39.916311,-75.094695,5mi\n", - "2018-07-03, New Jersey , Woodlynne: attempt 1, 15 tweets gathered.\n", - "2018-07-03, New Jersey , Woodlynne: attempt 2, 30 tweets gathered.\n", - "2018-07-02, New Jersey , Woodlynne: attempt 1, 43 tweets gathered.\n", - "2018-07-01, New Jersey , Woodlynne: attempt 1, 55 tweets gathered.\n", - "Failed to send request: HTTPSConnectionPool(host='api.twitter.com', port=443): Max retries exceeded with url: /1.1/search/tweets.json?q=spacex&count=16.666666666666668&result_type=recent&max_id=1012303924177588223&geocode=39.916311%2C-75.094695%2C5mi&until=2018-06-30 (Caused by SSLError(SSLError(\"bad handshake: SysCallError(54, 'ECONNRESET')\",),)) Trying again after 1 minute.\n", - "2018-06-30, New Jersey , Woodlynne: attempt 1, 57 tweets gathered.\n", - "2018-06-30, New Jersey , Woodlynne: attempt 2, 70 tweets gathered.\n", - "2018-06-29, New Jersey , Woodlynne: attempt 1, 81 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 81 2018-06-29\n", + "2018-07-04, New Jersey , Woodlynne: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Woodlynne: attempt 2, 32 tweets gathered.\n", + "2018-07-03, New Jersey , Woodlynne: attempt 1, 48 tweets gathered.\n", + "2018-07-02, New Jersey , Woodlynne: attempt 1, 64 tweets gathered.\n", + "2018-07-01, New Jersey , Woodlynne: attempt 1, 80 tweets gathered.\n", + "2018-06-30, New Jersey , Woodlynne: attempt 1, 96 tweets gathered.\n", + "2018-06-29, New Jersey , Woodlynne: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: @patlopezz Not today though bruh. Play me on fifa so we can recreate the game today\n", "\n", "\n", "New York , Island Park : 40.6042705,-73.65540779999999,5mi\n", - "2018-07-03, New York , Island Park: attempt 1, 1 tweets gathered.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, New York , Island Park: attempt 1, 7 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 7 2018-07-04\n", "\n", "\n", - "Could not convert geo. returning empty list\n", + "Encountered an error:Error OVER_QUERY_LIMIT\n", + "Query: https://maps.google.com/maps/api/geocode/json?address=New+York+%2C+New+Square&sensor=false&bounds=®ion=&language=&components=\n", + "Waiting 20 seconds and trying again.\n", "New York , New Square : 41.139466,-74.02854339999999,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, New York , New Square: attempt 1, 10 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 10 2018-07-04\n", "\n", "\n", "Pennsylvania , Pennsbury Village : 40.4281245,-80.1006113,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, Pennsylvania , Pennsbury Village: attempt 1, 2 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 2 2018-07-04\n", "\n", "\n", - "Encountered an error:Error OVER_QUERY_LIMIT\n", - "Query: https://maps.google.com/maps/api/geocode/json?address=Pennsylvania+%2C+Darby&sensor=false&bounds=®ion=&language=&components=\n", - "Waiting 20 seconds and trying again.\n", "Pennsylvania , Darby : 39.9184461,-75.2590721,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, Pennsylvania , Darby: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Pennsylvania , Darby: attempt 2, 19 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 19 2018-07-03\n", "\n", "\n", "Pennsylvania , Dormont : 40.3959026,-80.0331092,5mi\n", - "2018-07-03, Pennsylvania , Dormont: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Pennsylvania , Dormont: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Pennsylvania , Dormont: attempt 1, 38 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 38 2018-07-01\n", + "2018-07-04, Pennsylvania , Dormont: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Pennsylvania , Dormont: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Pennsylvania , Dormont: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Pennsylvania , Dormont: attempt 1, 63 tweets gathered.\n", + "2018-07-01, Pennsylvania , Dormont: attempt 1, 79 tweets gathered.\n", + "2018-06-30, Pennsylvania , Dormont: attempt 1, 95 tweets gathered.\n", + "2018-06-29, Pennsylvania , Dormont: attempt 1, 111 tweets gathered.\n", + "Sample Tweet: @generaljay421 @TheOGMotion @EAAccess Lol cheap ass. I originally buy the majority of the new games they put out ye… https://t.co/FhCfCIhPtX\n", "\n", "\n", "Pennsylvania , East Lansdowne : 39.9456683,-75.2612943,5mi\n", - "2018-07-03, Pennsylvania , East Lansdowne: attempt 1, 15 tweets gathered.\n", - "2018-07-03, Pennsylvania , East Lansdowne: attempt 2, 30 tweets gathered.\n", - "2018-07-02, Pennsylvania , East Lansdowne: attempt 1, 46 tweets gathered.\n", - "2018-07-01, Pennsylvania , East Lansdowne: attempt 1, 55 tweets gathered.\n", - "2018-06-30, Pennsylvania , East Lansdowne: attempt 1, 59 tweets gathered.\n", - "2018-06-30, Pennsylvania , East Lansdowne: attempt 2, 75 tweets gathered.\n", - "2018-06-29, Pennsylvania , East Lansdowne: attempt 1, 81 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 81 2018-06-29\n", + "2018-07-04, Pennsylvania , East Lansdowne: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Pennsylvania , East Lansdowne: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Pennsylvania , East Lansdowne: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Pennsylvania , East Lansdowne: attempt 1, 64 tweets gathered.\n", + "2018-07-01, Pennsylvania , East Lansdowne: attempt 1, 80 tweets gathered.\n", + "2018-06-30, Pennsylvania , East Lansdowne: attempt 1, 96 tweets gathered.\n", + "2018-06-29, Pennsylvania , East Lansdowne: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: @patlopezz Not today though bruh. Play me on fifa so we can recreate the game today\n", "\n", "\n", "California , Santa Ana : 33.7454725,-117.867653,27.14mi\n", - "2018-07-03, California , Santa Ana: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , Santa Ana: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , Santa Ana: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Santa Ana: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , Santa Ana: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , Santa Ana: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , Santa Ana: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n", + "2018-07-04, California , Santa Ana: attempt 1, 14 tweets gathered.\n", + "2018-07-04, California , Santa Ana: attempt 2, 28 tweets gathered.\n", + "2018-07-03, California , Santa Ana: attempt 1, 44 tweets gathered.\n", + "2018-07-02, California , Santa Ana: attempt 1, 60 tweets gathered.\n", + "2018-07-01, California , Santa Ana: attempt 1, 76 tweets gathered.\n", + "2018-06-30, California , Santa Ana: attempt 1, 92 tweets gathered.\n", + "2018-06-29, California , Santa Ana: attempt 1, 108 tweets gathered.\n", + "Sample Tweet: What's up @FIFAcom #worldcup Ref in the #ENGCOL game let so much time go by from the #ENG players it got boring ,… https://t.co/B708RVREGK\n", "\n", "\n", "California , Bellflower : 33.8816818,-118.1170117,6.07mi\n", - "2018-07-03, California , Bellflower: attempt 1, 5 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 5 2018-07-03\n", + "2018-07-04, California , Bellflower: attempt 1, 13 tweets gathered.\n", + "2018-07-04, California , Bellflower: attempt 2, 26 tweets gathered.\n", + "2018-07-03, California , Bellflower: attempt 1, 42 tweets gathered.\n", + "2018-07-02, California , Bellflower: attempt 1, 58 tweets gathered.\n", + "2018-07-01, California , Bellflower: attempt 1, 74 tweets gathered.\n", + "2018-06-30, California , Bellflower: attempt 1, 90 tweets gathered.\n", + "2018-06-29, California , Bellflower: attempt 1, 106 tweets gathered.\n", + "there was an error translating sample tweet: Fucccccck #fifa #ENGCOL penalty kicks 😫😫😫 https://t.co/QOwqv2Wr5E\n", "\n", "\n", "California , Inglewood : 33.9616801,-118.3531311,9.14mi\n", - "2018-07-03, California , Inglewood: attempt 1, 16 tweets gathered.\n", - "2018-07-03, California , Inglewood: attempt 2, 32 tweets gathered.\n", - "2018-07-02, California , Inglewood: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Inglewood: attempt 1, 64 tweets gathered.\n", - "2018-06-30, California , Inglewood: attempt 1, 80 tweets gathered.\n", - "2018-06-29, California , Inglewood: attempt 1, 96 tweets gathered.\n", - "2018-06-28, California , Inglewood: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @SpaceX: At Naval Air Facility El Centro in Southern California, SpaceX recently completed its 16th test of Crew Dragon’s parachute syst…\n", + "2018-07-04, California , Inglewood: attempt 1, 13 tweets gathered.\n", + "2018-07-04, California , Inglewood: attempt 2, 27 tweets gathered.\n", + "2018-07-03, California , Inglewood: attempt 1, 43 tweets gathered.\n", + "2018-07-02, California , Inglewood: attempt 1, 59 tweets gathered.\n", + "2018-07-01, California , Inglewood: attempt 1, 75 tweets gathered.\n", + "2018-06-30, California , Inglewood: attempt 1, 91 tweets gathered.\n", + "2018-06-29, California , Inglewood: attempt 1, 107 tweets gathered.\n", + "Sample Tweet: What's up @FIFAcom #worldcup Ref in the #ENGCOL game let so much time go by from the #ENG players it got boring ,… https://t.co/B708RVREGK\n", "\n", "\n", "New Jersey , Edgewater : 40.8270448,-73.97569399999999,5mi\n", - "2018-07-03, New Jersey , Edgewater: attempt 1, 16 tweets gathered.\n", - "2018-07-03, New Jersey , Edgewater: attempt 2, 32 tweets gathered.\n", - "2018-07-02, New Jersey , Edgewater: attempt 1, 48 tweets gathered.\n", - "2018-07-01, New Jersey , Edgewater: attempt 1, 64 tweets gathered.\n", - "2018-06-30, New Jersey , Edgewater: attempt 1, 80 tweets gathered.\n", - "2018-06-29, New Jersey , Edgewater: attempt 1, 96 tweets gathered.\n", - "2018-06-28, New Jersey , Edgewater: attempt 1, 112 tweets gathered.\n", - "Sample Tweet: RT @CNBC: SpaceX launched fresh space supplies for the crew of the International Space Station, including the A.I. robot bound for space, “…\n", + "2018-07-04, New Jersey , Edgewater: attempt 1, 15 tweets gathered.\n", + "2018-07-04, New Jersey , Edgewater: attempt 2, 31 tweets gathered.\n", + "2018-07-03, New Jersey , Edgewater: attempt 1, 47 tweets gathered.\n", + "2018-07-02, New Jersey , Edgewater: attempt 1, 63 tweets gathered.\n", + "2018-07-01, New Jersey , Edgewater: attempt 1, 79 tweets gathered.\n", + "[{'message': 'Rate limit exceeded', 'code': 88}] Trying again after 1 minute.\n", + "[{'message': 'Rate limit exceeded', 'code': 88}] Trying again after 1 minute.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'message': 'Rate limit exceeded', 'code': 88}] Trying again after 1 minute.\n", + "[{'message': 'Rate limit exceeded', 'code': 88}] Trying again after 1 minute.\n", + "[{'message': 'Rate limit exceeded', 'code': 88}] Trying again after 1 minute.\n", + "2018-06-30, New Jersey , Edgewater: attempt 1, 89 tweets gathered.\n", + "2018-06-29, New Jersey , Edgewater: attempt 1, 93 tweets gathered.\n", + "2018-06-29, New Jersey , Edgewater: attempt 2, 107 tweets gathered.\n", + "Sample Tweet: @Alusa__ Oiii Paulette. Happy Fifa day.\n", "\n", "\n", "New York , Bellerose : 40.72437070000001,-73.71540139999999,5mi\n", - "2018-07-03, New York , Bellerose: attempt 1, 2 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 2 2018-07-03\n", + "2018-07-04, New York , Bellerose: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New York , Bellerose: attempt 2, 32 tweets gathered.\n", + "2018-07-03, New York , Bellerose: attempt 1, 48 tweets gathered.\n", + "2018-07-02, New York , Bellerose: attempt 1, 64 tweets gathered.\n", + "2018-07-01, New York , Bellerose: attempt 1, 80 tweets gathered.\n", + "2018-06-30, New York , Bellerose: attempt 1, 96 tweets gathered.\n", + "2018-06-29, New York , Bellerose: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: I liked a @YouTube video https://t.co/0vilz2qTeq 90 in 90: Colombia vs. England | 2018 FIFA World Cupâ„¢ Highlights\n", "\n", "\n", "California , El Monte : 34.0686206,-118.0275667,9.55mi\n", - "2018-07-03, California , El Monte: attempt 1, 14 tweets gathered.\n", - "2018-07-03, California , El Monte: attempt 2, 23 tweets gathered.\n", - "2018-07-02, California , El Monte: attempt 1, 35 tweets gathered.\n", - "2018-07-01, California , El Monte: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , El Monte: attempt 2, 59 tweets gathered.\n", - "2018-06-30, California , El Monte: attempt 1, 75 tweets gathered.\n", - "2018-06-29, California , El Monte: attempt 1, 88 tweets gathered.\n", - "2018-06-28, California , El Monte: attempt 1, 103 tweets gathered.\n", - "Sample Tweet: Here’s everything you need to know about the SpaceX Falcon Heavy rocket https://t.co/cngeUcUhhY\n", + "2018-07-04, California , El Monte: attempt 1, 13 tweets gathered.\n", + "2018-07-04, California , El Monte: attempt 2, 27 tweets gathered.\n", + "2018-07-03, California , El Monte: attempt 1, 43 tweets gathered.\n", + "2018-07-02, California , El Monte: attempt 1, 59 tweets gathered.\n", + "2018-07-01, California , El Monte: attempt 1, 75 tweets gathered.\n", + "2018-06-30, California , El Monte: attempt 1, 91 tweets gathered.\n", + "2018-06-29, California , El Monte: attempt 1, 107 tweets gathered.\n", + "Sample Tweet: What's up @FIFAcom #worldcup Ref in the #ENGCOL game let so much time go by from the #ENG players it got boring ,… https://t.co/B708RVREGK\n", "\n", "\n", "New York , Spring Valley : 41.1131514,-74.0437521,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, New York , Spring Valley: attempt 1, 12 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 12 2018-07-04\n", "\n", "\n", + "Encountered an error:Error OVER_QUERY_LIMIT\n", + "Query: https://maps.google.com/maps/api/geocode/json?address=New+Jersey+%2C+Prospect+Park&sensor=false&bounds=®ion=&language=&components=\n", + "Waiting 20 seconds and trying again.\n", "New Jersey , Prospect Park : 40.9370428,-74.1743111,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, New Jersey , Prospect Park: attempt 1, 8 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 8 2018-07-04\n", "\n", "\n", "California , Stanton : 33.8028875,-117.9931203,5mi\n", - "2018-07-03, California , Stanton: attempt 1, 9 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 9 2018-07-03\n", + "2018-07-04, California , Stanton: attempt 1, 15 tweets gathered.\n", + "2018-07-04, California , Stanton: attempt 2, 31 tweets gathered.\n", + "2018-07-03, California , Stanton: attempt 1, 37 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 37 2018-07-02\n", "\n", "\n", "New York , Kiryas Joel : 41.3420381,-74.167924,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, New York , Kiryas Joel: attempt 1, 1 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 1 2018-07-04\n", "\n", "\n", "Texas , Mobile City : 32.9226225,-96.41109589999999,5mi\n", - "2018-07-03, Texas , Mobile City: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, Texas , Mobile City: attempt 1, 6 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 6 2018-07-04\n", "\n", "\n", + "Encountered an error:Error OVER_QUERY_LIMIT\n", + "Query: https://maps.google.com/maps/api/geocode/json?address=Illinois+%2C+Chicago&sensor=false&bounds=®ion=&language=&components=\n", + "Waiting 20 seconds and trying again.\n", "Illinois , Chicago : 41.8781136,-87.6297982,227.13mi\n", - "2018-07-03, Illinois , Chicago: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Illinois , Chicago: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Illinois , Chicago: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Illinois , Chicago: attempt 1, 63 tweets gathered.\n", - "2018-06-30, Illinois , Chicago: attempt 1, 79 tweets gathered.\n", - "2018-06-29, Illinois , Chicago: attempt 1, 95 tweets gathered.\n", - "2018-06-28, Illinois , Chicago: attempt 1, 105 tweets gathered.\n", - "Sample Tweet: @PowderkegCo @FrankCatalano @BradyKalb Tech will never replace educators. When it’s done right, it can make educati… https://t.co/FLHduGXiYw\n", + "2018-07-04, Illinois , Chicago: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Illinois , Chicago: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Illinois , Chicago: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Illinois , Chicago: attempt 1, 64 tweets gathered.\n", + "2018-07-01, Illinois , Chicago: attempt 1, 80 tweets gathered.\n", + "2018-06-30, Illinois , Chicago: attempt 1, 95 tweets gathered.\n", + "2018-06-29, Illinois , Chicago: attempt 1, 110 tweets gathered.\n", + "Sample Tweet: 90 in 90: Colombia vs. England | 2018 FIFA World Cupâ„¢ Highlights https://t.co/YFD6Tlr97t\n", "\n", "\n", "New Jersey , Asbury Park : 40.2203907,-74.0120817,5mi\n", - "2018-07-03, New Jersey , Asbury Park: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, New Jersey , Asbury Park: attempt 1, 9 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 9 2018-07-04\n", "\n", "\n", "New York , Port Chester : 41.0017643,-73.66568339999999,5mi\n", - "2018-07-03, New York , Port Chester: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, New York , Port Chester: attempt 1, 4 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 4 2018-07-04\n", "\n", "\n", "New Jersey , Harrison : 40.7464901,-74.1562551,5mi\n", - "2018-07-03, New Jersey , Harrison: attempt 1, 9 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 9 2018-07-03\n", + "2018-07-04, New Jersey , Harrison: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Harrison: attempt 2, 32 tweets gathered.\n", + "2018-07-03, New Jersey , Harrison: attempt 1, 46 tweets gathered.\n", + "2018-07-02, New Jersey , Harrison: attempt 1, 62 tweets gathered.\n", + "2018-07-01, New Jersey , Harrison: attempt 1, 66 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 66 2018-07-01\n", "\n", "\n", "California , La Puente : 34.0200114,-117.9495083,5mi\n", - "2018-07-03, California , La Puente: attempt 1, 2 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 2 2018-07-03\n", + "2018-07-04, California , La Puente: attempt 1, 16 tweets gathered.\n", + "2018-07-04, California , La Puente: attempt 2, 32 tweets gathered.\n", + "2018-07-03, California , La Puente: attempt 1, 47 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 47 2018-07-02\n", "\n", "\n", "California , San Pablo : 37.9621457,-122.3455263,5mi\n", - "2018-07-03, California , San Pablo: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, California , San Pablo: attempt 1, 3 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 3 2018-07-04\n", "\n", "\n", "Pennsylvania , Mount Oliver : 40.4114802,-79.98500899999999,5mi\n", - "2018-07-03, Pennsylvania , Mount Oliver: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Pennsylvania , Mount Oliver: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Pennsylvania , Mount Oliver: attempt 1, 39 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 39 2018-07-01\n", + "2018-07-04, Pennsylvania , Mount Oliver: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Pennsylvania , Mount Oliver: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Pennsylvania , Mount Oliver: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Pennsylvania , Mount Oliver: attempt 1, 63 tweets gathered.\n", + "2018-07-01, Pennsylvania , Mount Oliver: attempt 1, 79 tweets gathered.\n", + "2018-06-30, Pennsylvania , Mount Oliver: attempt 1, 95 tweets gathered.\n", + "2018-06-29, Pennsylvania , Mount Oliver: attempt 1, 111 tweets gathered.\n", + "Sample Tweet: @generaljay421 @TheOGMotion @EAAccess Lol cheap ass. I originally buy the majority of the new games they put out ye… https://t.co/FhCfCIhPtX\n", "\n", "\n", "California , Paramount : 33.8894598,-118.1597911,5mi\n", - "2018-07-03, California , Paramount: attempt 1, 3 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 3 2018-07-03\n", + "2018-07-04, California , Paramount: attempt 1, 14 tweets gathered.\n", + "2018-07-04, California , Paramount: attempt 2, 26 tweets gathered.\n", + "2018-07-03, California , Paramount: attempt 1, 42 tweets gathered.\n", + "2018-07-02, California , Paramount: attempt 1, 58 tweets gathered.\n", + "2018-07-01, California , Paramount: attempt 1, 74 tweets gathered.\n", + "2018-06-30, California , Paramount: attempt 1, 90 tweets gathered.\n", + "2018-06-29, California , Paramount: attempt 1, 95 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 95 2018-06-29\n", "\n", "\n", + "Encountered an error:Error OVER_QUERY_LIMIT\n", + "Query: https://maps.google.com/maps/api/geocode/json?address=New+York+%2C+Floral+Park&sensor=false&bounds=®ion=&language=&components=\n", + "Waiting 20 seconds and trying again.\n", "New York , Floral Park : 40.7237133,-73.7048532,5mi\n", - "2018-07-03, New York , Floral Park: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, New York , Floral Park: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New York , Floral Park: attempt 2, 23 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 23 2018-07-03\n", "\n", "\n", "New Jersey , Wallington : 40.8531553,-74.11375370000002,5mi\n", - "2018-07-03, New Jersey , Wallington: attempt 1, 1 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 1 2018-07-03\n", + "2018-07-04, New Jersey , Wallington: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Wallington: attempt 2, 32 tweets gathered.\n", + "2018-07-03, New Jersey , Wallington: attempt 1, 33 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 33 2018-07-03\n", "\n", "\n", "New Jersey , Shrewsbury[b] : 40.3142563,-74.062725,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, New Jersey , Shrewsbury[b]: attempt 1, 5 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 5 2018-07-04\n", "\n", "\n", "California , East Palo Alto : 37.4688273,-122.1410751,5mi\n", - "2018-07-03, California , East Palo Alto: attempt 1, 10 tweets gathered.\n" + "2018-07-04, California , East Palo Alto: attempt 1, 13 tweets gathered.\n", + "2018-07-04, California , East Palo Alto: attempt 2, 29 tweets gathered.\n", + "2018-07-03, California , East Palo Alto: attempt 1, 44 tweets gathered.\n", + "2018-07-02, California , East Palo Alto: attempt 1, 60 tweets gathered.\n", + "2018-07-01, California , East Palo Alto: attempt 1, 67 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 67 2018-06-30\n", + "\n", + "\n", + "New York , Williston Park : 40.75649,-73.6448513,5mi\n", + "2018-07-04, New York , Williston Park: attempt 1, 15 tweets gathered.\n", + "2018-07-04, New York , Williston Park: attempt 2, 23 tweets gathered.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "2018-07-03, California , East Palo Alto: attempt 2, 21 tweets gathered.\n", - "2018-07-02, California , East Palo Alto: attempt 1, 33 tweets gathered.\n", - "2018-07-02, California , East Palo Alto: attempt 2, 48 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 48 2018-07-01\n", - "\n", - "\n", - "New York , Williston Park : 40.75649,-73.6448513,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "No tweets returned while searching for 'fifa' 23 2018-07-03\n", "\n", "\n", "Florida , Miami Beach : 25.790654,-80.1300455,7.03mi\n", - "2018-07-03, Florida , Miami Beach: attempt 1, 13 tweets gathered.\n", - "2018-07-03, Florida , Miami Beach: attempt 2, 25 tweets gathered.\n", - "2018-07-02, Florida , Miami Beach: attempt 1, 41 tweets gathered.\n", - "2018-07-01, Florida , Miami Beach: attempt 1, 56 tweets gathered.\n", - "2018-06-30, Florida , Miami Beach: attempt 1, 72 tweets gathered.\n", - "2018-06-29, Florida , Miami Beach: attempt 1, 85 tweets gathered.\n", - "2018-06-28, Florida , Miami Beach: attempt 1, 101 tweets gathered.\n", - "Sample Tweet: RT @cesarcaminero: @AntVenom @elonmusk @SpaceX @Space_Station Visible all the way from Kendall, Miami, FL. Almost 200 miles away. https://t…\n", + "2018-07-04, Florida , Miami Beach: attempt 1, 7 tweets gathered.\n", + "2018-07-04, Florida , Miami Beach: attempt 2, 14 tweets gathered.\n", + "2018-07-04, Florida , Miami Beach: attempt 3, 21 tweets gathered.\n", + "2018-07-03, Florida , Miami Beach: attempt 1, 37 tweets gathered.\n", + "2018-07-02, Florida , Miami Beach: attempt 1, 53 tweets gathered.\n", + "2018-07-01, Florida , Miami Beach: attempt 1, 69 tweets gathered.\n", + "2018-06-30, Florida , Miami Beach: attempt 1, 85 tweets gathered.\n", + "2018-06-29, Florida , Miami Beach: attempt 1, 101 tweets gathered.\n", + "Sample Tweet: @JoseNPekermanDT Thank you dear old man in Colombia we love him. Definitely FIFA has bought all the trees ... https://t.co/5CLMDMe4i0\n", "\n", "\n", "New Jersey , Newark : 40.735657,-74.1723667,23.8mi\n", - "2018-07-03, New Jersey , Newark: attempt 1, 14 tweets gathered.\n", - "2018-07-03, New Jersey , Newark: attempt 2, 30 tweets gathered.\n", - "2018-07-02, New Jersey , Newark: attempt 1, 46 tweets gathered.\n", - "2018-07-01, New Jersey , Newark: attempt 1, 62 tweets gathered.\n", - "2018-06-30, New Jersey , Newark: attempt 1, 75 tweets gathered.\n", - "2018-06-29, New Jersey , Newark: attempt 1, 91 tweets gathered.\n", - "2018-06-28, New Jersey , Newark: attempt 1, 106 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", + "2018-07-04, New Jersey , Newark: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , Newark: attempt 2, 30 tweets gathered.\n", + "2018-07-03, New Jersey , Newark: attempt 1, 46 tweets gathered.\n", + "2018-07-02, New Jersey , Newark: attempt 1, 62 tweets gathered.\n", + "2018-07-01, New Jersey , Newark: attempt 1, 78 tweets gathered.\n", + "2018-06-30, New Jersey , Newark: attempt 1, 93 tweets gathered.\n", + "2018-06-29, New Jersey , Newark: attempt 1, 109 tweets gathered.\n", + "Sample Tweet: I liked a @YouTube video https://t.co/0vilz2qTeq 90 in 90: Colombia vs. England | 2018 FIFA World Cupâ„¢ Highlights\n", "\n", "\n", "New York , Kenmore : 42.9658907,-78.870036,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, New York , Kenmore: attempt 1, 3 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 3 2018-07-04\n", "\n", "\n", "California , Baldwin Park : 34.0852868,-117.9608978,6.66mi\n", - "2018-07-03, California , Baldwin Park: attempt 1, 3 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 3 2018-07-03\n", + "2018-07-04, California , Baldwin Park: attempt 1, 16 tweets gathered.\n", + "2018-07-04, California , Baldwin Park: attempt 2, 31 tweets gathered.\n", + "2018-07-03, California , Baldwin Park: attempt 1, 47 tweets gathered.\n", + "2018-07-02, California , Baldwin Park: attempt 1, 63 tweets gathered.\n", + "2018-07-01, California , Baldwin Park: attempt 1, 76 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 76 2018-06-30\n", "\n", "\n", "New York , New Hyde Park : 40.7351018,-73.6879082,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, New York , New Hyde Park: attempt 1, 13 tweets gathered.\n", + "2018-07-04, New York , New Hyde Park: attempt 2, 24 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 24 2018-07-03\n", "\n", "\n", "California , Alhambra : 34.095287,-118.1270146,7.62mi\n", - "2018-07-03, California , Alhambra: attempt 1, 14 tweets gathered.\n", - "2018-07-03, California , Alhambra: attempt 2, 23 tweets gathered.\n", - "2018-07-02, California , Alhambra: attempt 1, 35 tweets gathered.\n", - "2018-07-01, California , Alhambra: attempt 1, 48 tweets gathered.\n", - "2018-07-01, California , Alhambra: attempt 2, 59 tweets gathered.\n", - "2018-06-30, California , Alhambra: attempt 1, 75 tweets gathered.\n", - "2018-06-29, California , Alhambra: attempt 1, 88 tweets gathered.\n", - "2018-06-28, California , Alhambra: attempt 1, 103 tweets gathered.\n", - "Sample Tweet: Here’s everything you need to know about the SpaceX Falcon Heavy rocket https://t.co/cngeUcUhhY\n", + "2018-07-04, California , Alhambra: attempt 1, 13 tweets gathered.\n", + "2018-07-04, California , Alhambra: attempt 2, 27 tweets gathered.\n", + "2018-07-03, California , Alhambra: attempt 1, 43 tweets gathered.\n", + "2018-07-02, California , Alhambra: attempt 1, 59 tweets gathered.\n", + "2018-07-01, California , Alhambra: attempt 1, 75 tweets gathered.\n", + "2018-06-30, California , Alhambra: attempt 1, 91 tweets gathered.\n", + "2018-06-29, California , Alhambra: attempt 1, 107 tweets gathered.\n", + "Sample Tweet: What's up @FIFAcom #worldcup Ref in the #ENGCOL game let so much time go by from the #ENG players it got boring ,… https://t.co/B708RVREGK\n", "\n", "\n", "Massachusetts , Everett : 42.40843,-71.0536625,5mi\n", - "2018-07-03, Massachusetts , Everett: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Massachusetts , Everett: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Massachusetts , Everett: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Massachusetts , Everett: attempt 1, 64 tweets gathered.\n", - "2018-06-30, Massachusetts , Everett: attempt 1, 80 tweets gathered.\n", - "2018-06-29, Massachusetts , Everett: attempt 1, 96 tweets gathered.\n", - "2018-06-28, Massachusetts , Everett: attempt 1, 112 tweets gathered.\n", - "there was an error translating sample tweet: RT @ValaAfshar: U.S. technology companies founded by 1st and 2nd generation immigrants: 🇺🇸\n", - "\n", - "Apple\n", - "Google\n", - "Amazon\n", - "Facebook\n", - "Oracle\n", - "IBM\n", - "Uber\n", - "Ai…\n", + "2018-07-04, Massachusetts , Everett: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Massachusetts , Everett: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Massachusetts , Everett: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Massachusetts , Everett: attempt 1, 64 tweets gathered.\n", + "2018-07-01, Massachusetts , Everett: attempt 1, 80 tweets gathered.\n", + "2018-06-30, Massachusetts , Everett: attempt 1, 96 tweets gathered.\n", + "2018-06-29, Massachusetts , Everett: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: What drug is FIFA smoking. How is Paulinho a higher rating than Casemito in FIFA 18? How is Paulinho not the co-wor… https://t.co/Q5WlKzBi2G\n", "\n", "\n", "Pennsylvania , Philadelphia : 39.9525839,-75.1652215,135.09mi\n", - "2018-07-03, Pennsylvania , Philadelphia: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Pennsylvania , Philadelphia: attempt 2, 28 tweets gathered.\n", - "2018-07-02, Pennsylvania , Philadelphia: attempt 1, 44 tweets gathered.\n", - "2018-07-01, Pennsylvania , Philadelphia: attempt 1, 60 tweets gathered.\n", - "2018-06-30, Pennsylvania , Philadelphia: attempt 1, 76 tweets gathered.\n", - "2018-06-29, Pennsylvania , Philadelphia: attempt 1, 92 tweets gathered.\n", - "2018-06-28, Pennsylvania , Philadelphia: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: @Space_Station @Astro_Wakata @SpaceX @NASA @roscosmos @esaspaceflight @JAXA_en @csa_asc @northropgrumman… https://t.co/3ptsEzg678\n", + "2018-07-04, Pennsylvania , Philadelphia: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Pennsylvania , Philadelphia: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Pennsylvania , Philadelphia: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Pennsylvania , Philadelphia: attempt 1, 64 tweets gathered.\n", + "2018-07-01, Pennsylvania , Philadelphia: attempt 1, 80 tweets gathered.\n", + "2018-06-30, Pennsylvania , Philadelphia: attempt 1, 96 tweets gathered.\n", + "2018-06-29, Pennsylvania , Philadelphia: attempt 1, 110 tweets gathered.\n", + "Sample Tweet: RT @_ia23: Son: Dad, why is my sister’s name Rose? \n", + "Me: Because your mom loves roses.\n", + "Son: What about me? \n", + "Me: It's a long story, FIFA Worl…\n", "\n", "\n", "New Jersey , North Bergen[b] : 40.791637,-74.028701,5.2mi\n", - "2018-07-03, New Jersey , North Bergen[b]: attempt 1, 13 tweets gathered.\n", - "2018-07-03, New Jersey , North Bergen[b]: attempt 2, 29 tweets gathered.\n", - "2018-07-02, New Jersey , North Bergen[b]: attempt 1, 45 tweets gathered.\n", - "2018-07-01, New Jersey , North Bergen[b]: attempt 1, 61 tweets gathered.\n", - "2018-06-30, New Jersey , North Bergen[b]: attempt 1, 76 tweets gathered.\n", - "2018-06-29, New Jersey , North Bergen[b]: attempt 1, 92 tweets gathered.\n", - "2018-06-28, New Jersey , North Bergen[b]: attempt 1, 107 tweets gathered.\n", - "Sample Tweet: RT @SPACEdotcom: SpaceX Launching Cargo Mission to Space Station Early Friday: Watch Live https://t.co/hheEDoMG5u https://t.co/UDgYUFR9Fq\n", + "2018-07-04, New Jersey , North Bergen[b]: attempt 1, 16 tweets gathered.\n", + "2018-07-04, New Jersey , North Bergen[b]: attempt 2, 31 tweets gathered.\n", + "2018-07-03, New Jersey , North Bergen[b]: attempt 1, 46 tweets gathered.\n", + "2018-07-02, New Jersey , North Bergen[b]: attempt 1, 62 tweets gathered.\n", + "2018-07-01, New Jersey , North Bergen[b]: attempt 1, 78 tweets gathered.\n", + "2018-06-30, New Jersey , North Bergen[b]: attempt 1, 92 tweets gathered.\n", + "2018-06-29, New Jersey , North Bergen[b]: attempt 1, 108 tweets gathered.\n", + "Sample Tweet: Southgate mastermind behind shootout victory https://t.co/yqwd2GxVGd\n", "\n", "\n", "Illinois , Oak Park : 41.8850317,-87.7845025,5mi\n", - "2018-07-03, Illinois , Oak Park: attempt 1, 5 tweets gathered.\n", - "No tweets returned while searching for 'spacex' 5 2018-07-03\n", + "2018-07-04, Illinois , Oak Park: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Illinois , Oak Park: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Illinois , Oak Park: attempt 1, 47 tweets gathered.\n", + "2018-07-02, Illinois , Oak Park: attempt 1, 52 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 52 2018-07-01\n", "\n", "\n", "New Jersey , Trenton : 40.2205824,-74.759717,7.66mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, New Jersey , Trenton: attempt 1, 12 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 12 2018-07-04\n", "\n", "\n", "Florida , Miami : 25.7616798,-80.1917902,35.67mi\n", - "2018-07-03, Florida , Miami: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Florida , Miami: attempt 2, 30 tweets gathered.\n", - "2018-07-02, Florida , Miami: attempt 1, 46 tweets gathered.\n", - "2018-07-01, Florida , Miami: attempt 1, 61 tweets gathered.\n", - "2018-06-30, Florida , Miami: attempt 1, 77 tweets gathered.\n", - "2018-06-29, Florida , Miami: attempt 1, 91 tweets gathered.\n", - "2018-06-28, Florida , Miami: attempt 1, 104 tweets gathered.\n", - "Sample Tweet: RT @cesarcaminero: @AntVenom @elonmusk @SpaceX @Space_Station Visible all the way from Kendall, Miami, FL. Almost 200 miles away. https://t…\n", + "2018-07-04, Florida , Miami: attempt 1, 7 tweets gathered.\n", + "2018-07-04, Florida , Miami: attempt 2, 14 tweets gathered.\n", + "2018-07-04, Florida , Miami: attempt 3, 23 tweets gathered.\n", + "2018-07-03, Florida , Miami: attempt 1, 39 tweets gathered.\n", + "2018-07-02, Florida , Miami: attempt 1, 55 tweets gathered.\n", + "2018-07-01, Florida , Miami: attempt 1, 71 tweets gathered.\n", + "2018-06-30, Florida , Miami: attempt 1, 87 tweets gathered.\n", + "2018-06-29, Florida , Miami: attempt 1, 103 tweets gathered.\n", + "Sample Tweet: @JoseNPekermanDT Thank you dear old man in Colombia we love him. Definitely FIFA has bought all the trees ... https://t.co/5CLMDMe4i0\n", "\n", "\n", "Massachusetts , Malden : 42.4250964,-71.066163,5.07mi\n", - "2018-07-03, Massachusetts , Malden: attempt 1, 16 tweets gathered.\n", - "2018-07-03, Massachusetts , Malden: attempt 2, 32 tweets gathered.\n", - "2018-07-02, Massachusetts , Malden: attempt 1, 48 tweets gathered.\n", - "2018-07-01, Massachusetts , Malden: attempt 1, 64 tweets gathered.\n", - "2018-06-30, Massachusetts , Malden: attempt 1, 80 tweets gathered.\n", - "2018-06-29, Massachusetts , Malden: attempt 1, 96 tweets gathered.\n", - "2018-06-28, Massachusetts , Malden: attempt 1, 112 tweets gathered.\n", - "there was an error translating sample tweet: RT @ValaAfshar: U.S. technology companies founded by 1st and 2nd generation immigrants: 🇺🇸\n", - "\n", - "Apple\n", - "Google\n", - "Amazon\n", - "Facebook\n", - "Oracle\n", - "IBM\n", - "Uber\n", - "Ai…\n", + "2018-07-04, Massachusetts , Malden: attempt 1, 16 tweets gathered.\n", + "2018-07-04, Massachusetts , Malden: attempt 2, 32 tweets gathered.\n", + "2018-07-03, Massachusetts , Malden: attempt 1, 48 tweets gathered.\n", + "2018-07-02, Massachusetts , Malden: attempt 1, 64 tweets gathered.\n", + "2018-07-01, Massachusetts , Malden: attempt 1, 80 tweets gathered.\n", + "2018-06-30, Massachusetts , Malden: attempt 1, 96 tweets gathered.\n", + "2018-06-29, Massachusetts , Malden: attempt 1, 112 tweets gathered.\n", + "Sample Tweet: What drug is FIFA smoking. How is Paulinho a higher rating than Casemito in FIFA 18? How is Paulinho not the co-wor… https://t.co/Q5WlKzBi2G\n", "\n", "\n", "Oregon , Johnson City : 45.4049709,-122.5806713,5mi\n", - "No tweets returned while searching for 'spacex' 0 2018-07-03\n", + "2018-07-04, Oregon , Johnson City: attempt 1, 2 tweets gathered.\n", + "No tweets returned while searching for 'fifa' 2 2018-07-04\n", "\n", "\n" ] @@ -1565,9 +1620,9 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1577,7 +1632,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Test took 39.0 minutes\n" + "Test took 41.0 minutes\n" ] } ], @@ -1590,147 +1645,75 @@ " news_api_data(search_term)\n", " getWordCloud(search_term)\n", " #GetTweetsByPopularCities inputs: search_term, numTweets, translateToLocalLanguage = True, numDays = 1\n", - " #cityDataMain = GetTweetsByPopularCities(search_term, numTweets=100,translateToLocalLanguage= False, numDays = 6)\n", + " cityDataMain = GetTweetsByPopularCities(search_term, numTweets=100,translateToLocalLanguage= False, numDays = 6)\n", " \n", " print(f'Test took {(time.time()-timeStart)//60} minutes')\n", - " #return cityDataMain\n", + " return cityDataMain\n", "#cityDataMain = GetTweetsByPopularCities(search_term='spacex', numTweets=100,translateToLocalLanguage= False, numDays = 5)\n", - "#cityDataFinal=allFunctions('spacex')\n", - "allFunctions('spacex')\n" + "cityDataDemo=allFunctions('fifa')\n", + "#allFunctions('spain')\n" ] }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 10, "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "/anaconda3/lib/python3.6/site-packages/pandas/core/indexing.py:972: FutureWarning: \n", - "Passing list-likes to .loc or [] with any missing label will raise\n", - "KeyError in the future, you can use .reindex() as an alternative.\n", - "\n", - "See the documentation here:\n", - "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n", - " return self._getitem_nested_tuple(tup)\n" + "+fifa\n", + "The total number of results is 8584\n", + "The number of pages is 80\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "import os\n", - "#cityDataMain[0]\n", - "#c_matrix = pd.pivot_table(news_data_new, \"score\", index=[\"name\"], columns=[\"year_month\"], aggfunc=np.mean) \n", - "matrix=pd.pivot_table(cityDataFinal[0].loc[:,['location','day','vader']].drop(columns=['location', 'day']),'vader',index=['location'],columns=['day'],aggfunc=np.mean)\n", - "hm = heatmap(matrix, cmap='RdYlGn', annot=True)\n", - "hm.set_title('stuff')\n", - "plt.savefig('fig.png',dpi=100)\n", - "plt.show()\n", - "#cityDataFinal[1].to_csv(os.path.join('.', 'fullcitytwitterday.csv'))#.loc[:,['location','day','vader']].drop(columns=['location', 'day'])" - ] - }, - { - "cell_type": "code", - "execution_count": 134, - "metadata": {}, - "outputs": [ + }, { "name": "stdout", "output_type": "stream", "text": [ - "2018-06-27\n", - "2018-06-30\n", - "2018-06-28\n", - "2018-06-29\n", - "2018-07-01\n", - "2018-07-02\n", - "2018-06-24\n", - "2018-06-25\n", - "2018-06-26\n", - "2018-07-03\n", - "18\n", - "18\n" + "Based on the analysis of \"Overal Quantity of Articles per News Source\" chart, we can notice that Daily Mail published the maximum number of articles (3366).\n", + "The Washington Times published the minimal quantity of articles (1) related to the given keywords.\n", + " year_month name description \\\n", + "0 2018-07 USA Today Diego Maradona was critical of American refere... \n", + "1 2018-07 Daily Mail The 43-year-old entertainer took to Instagram ... \n", + "2 2018-07 Daily Mail A mouth-watering quarter-final against Sweden ... \n", + "3 2018-07 Daily Mail TERRY VENABLES: England must find the strength... \n", + "4 2018-07 Daily Mail The Argentinian, who is being paid £10,000-a-g... \n", + "\n", + " score \n", + "0 0.36 \n", + "1 0.93 \n", + "2 0.08 \n", + "3 -0.30 \n", + "4 0.00 \n" ] }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "18b815fb070b489a8659a1da64985f7e", - "version_major": 2, - "version_minor": 0 - }, - "text/html": [ - "

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\n", "text/plain": [ - "Figure(layout=FigureLayout(height='420px'))" + "" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "import gmaps\n", - "import gmaps.datasets\n", - "gmaps.configure(api_key=\"AIzaSyCPoE4drYlpFL3CuL5zGOF3EEYkFaBD7ew\") # Your Google API key\n", - "\n", - "mydata=cityDataMain[0]\n", - "mydata['density of tweets'] = mydata['time between tweets'].max()-mydata['time between tweets']\n", - "location={};densityoftweets={}\n", - "for data in mydata.index:\n", - " while True:\n", - " try:\n", - " densityoftweets[str(data[2])].append(mydata.loc[data]['density of tweets'] if not(mydata.loc[data]['density of tweets']) else 1 )\n", - " location[str(data[2])].append([float(data[1].split(',')[0]) , float(data[1].split(',')[1])])\n", - " except:\n", - " print(str(data[2]))\n", - " densityoftweets[str(data[2])]=[]\n", - " location[str(data[2])]=[]\n", - " else:\n", - " break\n", - "\n", - "print(len(location[str(data[2])]))\n", - "print(len(densityoftweets[str(data[2])]))\n", - "\n", - "fig = gmaps.figure()\n", - "fig.add_layer(gmaps.heatmap_layer(pd.DataFrame(location[ '2018-06-25' ]), weights=densityoftweets[str(data[2])]))\n", - "fig" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ + }, { "data": { - "image/png": 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5i7ayd7+zyWJEeAATnr+Fgf3bFlvG2x8uo2vHss3xbDY7L0/8mWlv3cn8Wf9gwS/b2HvA+YBlRLg/E567iYH9op3uh9Tz5aup9/LjpyP5evr9TP1sNYnJJR8QtNnsvPzqN0z/8F8smDeW+Qs3sHdvvHNdEUFMGH83A2/s7HS/25WXMeeHp5nzw9N88vEYfLy96NHj8jL7V1WxDu2dI2aY1R8woqw1U9XWwDMURGMrFVU9pqp5cefDge6q2k5VJ7lYf4naC8eyqyC34BB+VlWfV9Vfz7GsQOC8CXyTJ8xAO08BH7qaqbR/D4uax+Fdx6lXvw71Iurg4elGx94N2LraOYildx3P/O/ZWbn5Jm61vD1oGh2Mp1f5f55idyXRsH4AUfX98fJ0Z0Dv5iz5/aBTmshwf1o2DS73j3bstqM0iqxLVIO6eHl6cGP/aJas3OVcdv0gWrUIL9apztYdx0hNO0WPbmVrFGK3H6NhZF2iGgQZ/ejbmiUrnb1pR0YE0rJ5WJF+eHm64+Vl/Lll5+RS1rZt7JaDNGpYj6ioenh5eXDjDVewZGmsc10NgmnVskGpzoIWLf6Lnj1b4+NzznHDLjo1PTzuhVzhxwA5qvpB3g1V3aSqq0TE1wwis1FEtojIzYUzF1opLwZCzZVlTxHpICJrzBX/DyISZOZZLiLjRWQF8B9zRTpZRP4Qkf0iMrRw2eb3VWZbNopI98JtOVdE5D4RmeJwPV9EepvfT4nIOBHZbPYlzKx7EIav+U0i0szsQ167D4rISw7j1sq8HyIiv5j3PxSRQyJSD3gNaGaW9YYYvCEiW838d5j5e5tjN1tEdorIF1L2G70SIy4AIjJSRNaZfflOjNgEeRqBt0RkGfB6obEZKSI/iYhPxUfaoqqRnppFYEjBP21APW9OpGQWSffb3AO8et+vzJu+nVv/FV3keXlJTDlNRGjB6ffwkDokphYJa3FuZSdnEB7mn38dFupPYnJRxzvFYbfbef2dRfx3TP+yEwOJySeJCPXLvw4P9S91lV6Y+MQMBt01jZib32XEXVcRFuJXYtrExBOEhwflX4eFB5GYdMLluvJY8NNGBt5Y+tZBVaemn9K/kK2OBjaU8CwLGKyqV2BMDCaWIWAGAfvM8KurgE+BJ1W1HUaY1Rcc0gaq6jWqmucMPAK4GhiIIQALkwT0M9tyBzDZte458YUpVDcBC13MUwdYo6rtMYTnSFX9A5iLuYpW1X3F5Esx2/o+kKcefwFYat7/AWho3n+KgnF7ArgV6IARwrcvxsQi7/ROR4yARK2BpkCPMtp/E8bYA3yvql3MvuwAHMP3Xgb0VdXH8m6IyGgz/y2qWkQKiMgoEVkvIuunTp1aRjMsqiQuOqm5elATxs7sy8DhrVn8pavxoMpX7/laixW3UBYXS/9y9jp6dW9BRFiAi5UVU1c5VpURYf7M/Xwki779Fz8ujCUl7VTJVRXTsfKOWVLyCXbvPsbVPVqXnbgKU9NV+hdLzSrAeBHpBdiBBhiq/oRScwEiEoAh1PNC2X4CfOuQ5OtCWX40Q9ZuF5HithM8gSlihHW1YQio8jJMVdeb7WsMzHchT7ZDug2Aq0dZv3fIc6v5/WpgMICq/iwix0vIezUwS1VtQKKpCekCZABrVTXO7MMmoDHwWzFlvCEiY4FkCgR7tIi8irGF4Assckj/rVlfHncDcRjCvthjyao6FciT9NYp/WpIYD1v0pML5nInUrIICPYuMX3H3g2Y/W5sic9dJSykDvFJBSv6hOTThAafH3v38FB/EhILVvSJSRmElrJyduSvLXFs2HSIWd+t4/SZbHJybdT28eLx0cX/2YeF+hGfVLCiT0jKILSeb7nbHBbiR/OmIazfdCT/UF9hwsMDSUgo+MlITDhOaKiLExOTn37eSL++7fD0LDYqeLXBrXou3F3mQnZvG1CSfmcYEAJ0MveDE4GSfw3KR2H9nWOEj+KmZY+Y9bcHOgPncwMqF+cxduxjjhZMrW24PvnK649jHlenm6Wlcxyn0tqTp33op6p5Wy4zgdGq2hZ4Ced+Fv732IoxmYh0sc0W1ZColoEkHz1NasJpcnPs/LX8KG26Oc+3k48WrDq3r02kXoOKC+a2LUM5dDSduPgMsnNsLFy+lz7dG1e4XIC2retz8EgqR44eJzsnlwWLt9KnZ0uX8k58ZQjL5z3K0jmP8OR/+nPLgPYlCnuAtpfX59CRNOKOpRv9+HU7fXq6thZJSMogK8uYS5/IyGRjbBxNGgaXmL5tdCMOHkrmSFwK2dm5LPhpI31iymcZsWDBBm4c0LnshFUcdxGXP9WRC7nCX4qxih+pqtMARKQLUBsIAJJUNUdEYgCXo0io6gkROS4iPU31/t3AirLylUIAEKeqdhG5l4I4706IyBLgHlU9Wo6yDwL/EhE3DC1GVxfynARcWzYU8BtwO/C6iPQH8jbkCpe1EviHiHwC1AV6AU8Azv5Ty48fEC8inhiTudLG6C+M7Yi5InKdqh6rYN0WVRB3dzeG/LstHz6zBrtdubJ/QyIa+/PTJzuJuiyQ6KvCWTX3ALs3puDuIdT29eTvj3fMz//yPb9w9nQuubl2tqxO4J/jryK8Udl/Fh7ubjz3UE+GPzUfu10Zcn0rWjSuy+SZa4m+LIQ+3ZuwZWcSo1/8mYxTZ1m2+iBTPlnH/Bl3ll22hzvPPzGAEWM+w2ZXhtzUkRbNQnnnw6VEX16fa3u1Inb7UUb/9ysyMrJYtmo3705dzoKv/13u8fPwcOO5x65j+MOzsNvtDBnYnhZNQ5g8dQXRl0fQp+dlbNl+jNFPzSbjZBbLftvDlOkrmf/lP9h3MIXXJy9BxNiGeODvV9KyeWgpdbnz/LO3M2Lke0a/BnejRYsI3nl3PtFtGnJtn3bEbjnE6DHTyMg4w7JlW3h3ygIWzBsLQNzRVOITjtO1S/Ny97Oq4V5NVfWuckEd74hIfeBtjJV+FoYAfBg4DszDUKdvwtgvvkFVD4rIKVX1zVONq2q043ez3A7ABxiTh/3A/ap6XESWA487qNdnmvlmm9fFld0C+A44AywDHlJVJ92ZKbAPAK0K7zkXU6dj2QJ8jrFvvhVj2+JFVV2e1xYzz1BgoKreJyI9gGkYK+6hwHN5fRCRg0BnVU0RwxTwTVXtLSKhwCwMQb8C4yxCE1U9KyJfAu2An4D/Av8H3IChKn9VVb82DxI+rqoDzfZMAdar6sxCfXUaT4f7D5plH8LY1/cz+1J4/F8ETqnqmyJyHcaZin6qmkLJWCr9ClBZjneg8pzvWI53Ko7leKd4Ws0c6vLvzc77Zle72YHlac8FRCQaeKCqxrIXkVqATVVzxbCNf9/cKqkJWC9oBSgs8K9r3Y13bn8Ed3Fj+u9zeX3xZ07P7+12I2/cOpqj6YbN95QVs5nx+1x6X3YFk4Y+nJ+uVXgj7pzxHHM2r8y/V1lOfiwsSqFCQrjNJ7e5/Huz7d5vq53At2yjXcDcq66Swt6kIfCNqYnIBkZe5PZYVEHcxI337nycfpPHEHc8iXVPfczc2FVFAuR8veFXHvp6otO95bs30nH8PQAE1fZn78vfsnj7n5XVdAuLSqG67s27iiXwawCqugfDrM7CokS6Nm7N3uQ4DqQYxya+Wv8LN7fvVUTgl8XQK2L4adsaMnPOlp3YwqIaUdP38Gu4EYKFhUUeDQJDOHK8wBVs3PEkGgSGFEk3pGMMm5/9nG9HjicyqOhhrzs792PWukszRK5FzcZdXP9URyyBb2FxiVCc45bCR3jmbVlF47GDaT/uLn7duY5P7n3e6Xm4fzBt6zdj0XZrv96i5uHuJi5/XEFErheRXSKyV0SeKiXdUBFR8zB2ngfYzDyHbiLyQUl5y4Ol0rewuESIO55ElMOKPTIolGMnnAOypJ0ucCwz7bc5vD7Y2aTs9k7X8sOmFeTabVhY1DS83M/fGlhE3IH3MJyqxQHrRGSuqm4vlM4PGAMUPhSz73wfvrZW+BYWlwjrDu2gRWgUjYMj8HT34M7O/Zgbu8opTbh/gYOWQe16Ftnf/1uX/sxab6nzLWom51ml3xXYq6r7VTUb+AooEjcGeAXDXDrrvHWkBKwVvoXFJYLNbmP0V2+y6KF3cHdz46M/5rM9/gAvDRzJ+sM7mRe7ijExtzOoXU9y7TbSTmdw3yev5OdvVDeCqKBQVuz56yL2wsLiwlGeQ3siMgoY5XBrqukWPI8GwBGH6zjgykJldASiVHW+FA0d3kRE/sJwfT7WdDRXISw7fIuqjvWCVoDKcrxju8GIdLdqZxrj5+7HbleGdg1nZJ8op3TZuXae/GoX2+NOEVjbk7fuakWDut78vvs4by08SI7Njqe7G08MbEK35oFkZtt4+LMdHEnNQgS8Pd05eToHbw9h3IDGtA6rXaQt2xLOMPang2TlKj2b+vN0n0hEhBOZuTw27wDHTmRTP8CLiYOaEOBdsObZEn+aYV/s4s2bmtC/ZRBrD5/ktU0F7n8PHkhm/Bt/o/e1bfLv/fHbLt58bR52m3LLkC7cN6K3U1s+/2QVc75bh7u7G0F16/D8K0OJqB9EcdT5fQWrtiYz/psdxvhdHcnI651D6Wbn2Hjy41i2H84gsI4nb43sQIN6BWNwLC2Tm15cxb8HNueB/k0L/n3sym3jfyc00JsPRndGop1d565as59xby/Bbrcz9Kb2jLrb+b1Zt+kIE95Zwq59SUx8aRDXxxjOOXfsTuTFNxdz+vRZ3Nzd+Oc9VzGgr7PPfqn3QLH9vUBU6Dhd/+/vcvn3ZvGtn5dal4jcBlynqiPM67uBrqr6kHnthuGR9j7T6dxyTCdupm8VX1VNFZFOwI9AG1V1LTxjCVSpFb4Yce/fxgjochbTM5+qlhhGy8F7Xn1gcl6cexGZBbQBPlbVSRVsl1PZFSxrIIYKxw3D0+A7qupyXPlSyj2I4Uo3b3P1X2b0vQuCiPyhquctlLDFhaGynOHY547AZlde+WEfM0ZFExZQi9snbyKmTV2ahxX4yJ+9NoEAHw8WPdWFBZuSeHPhASbddTlBdTx5//7WhAbUYnfCaUZO28qK54zF0APXRHJl80CWbE3hmW9289oNjQjw8eSVXw4z666iXqFf+eUwL/RvSPv6dXjwu338diCDnk0DmP5nAt0a+THiynCm/5nAjD8TefQaw2ufza5MWnmUHo0Lwt92bejHl88Z8aFOnDjD4BveoFv3FvnPbTY7r786h/emDScsPIB77phCr5jLadqswDtfq8vrM/Tr0Xj7eDH7qzVMnvgTEyb+vdgxtNmVV2ZtY8bDXQkL8ub2CX8Q0y6U5vULXArP/j2OgDqeLHr1GhasO8ab3+9i0qgCi9zXvtlBzzZFLS8+W3KQpuG+nMrKLVqvzc7LE3/ho7fvICzUj9tGfEKfq5vTvEm9/DQRYf5MeHYAH81a65TX29uT15+7kcZRdUlMPsnQ4Z9w9ZVN8Pc7X6FRKpfzbIcfBzjOeCMBR1fifhhRZZebB2rDMVyODzI9t54FUNUNIrIPI7Db+oo0qMrs4ZtuaH8AlqtqM1VtDTyD4Y62TFT1mIOwDwe6q2o7V4W9iJQ4+XEsuyKYvuanAjeZoWQ7AssrWq4DMWZgmw6Fhb15gOS8YQl7i8LEHj5Jw3reRAX74OXhxoAOISzdluaUZum2VG7uZPxJX9c2hDV70lFVWjfwJTSgFgAtwmpzNtdOdq4dHy93rmweCMDKncdp19CPpFO5tK9fh5NZNpJPObujTT6Vw+lsGx0a+CIiDGpTl6V7jNjuy/ae4OY2xhmFm9sEs3RPen6+Lzcm069FEHVrF/8zsGTxFrr3bIm3T0FsrW1bjhDVMJjIqGA8PT3of0N7Vix1Oo9F567N8vNEt48iMbHkOPOxB9JpGFqHqJDaxvh1jmDp5iSnNEs3J3FzN2OSct0V4azZmZof3vbXTYlE1atN8/rOUfUSjmeyYksyQ6921rbk17sjnoaRgUQ1CMTL050B117OklV7nNJERgTQsnloEUuPJg3r0jiqLmBE5qsbVJu09DMl9rGq4+7m+scF1gEtRKSJiHgBd2KEPweMuDCqWk9VG6tqY2ANMMhc4Yfk/WaLSFOgBYYb+QpRZQQ+EINYyRnAAAAgAElEQVQRQS7f/EBVN6nqKhHxFZElIrJRRLaISJGDD6YZQ170tsVAqGnO0FNEOojIGhGJFZEfRCTIzLNcRMabYWL/IyIzRWSyiPwhIvtNH/dOZZvfV5lt2Sgi5RF8fhhalVSzf2dVdZdZ7k0i8qeI/CUiv4oZyldEXhSRj8y27heRMa5WJiK9RWSZ6U9/i3nvRxHZICLbzD2ovLSnRGSciGw2xyqv/jBzzDabn+556c3/R4jISnOst4pIT/P+9eb4bBYj8BAiUtesP9aso3whuSyqNEkZZwkPrJV/HRbgReIJZ+c8iSeyiTDTeLgLft4epJ9xXnUu3pLC5fV98fJw/nk6ejyLXcfOcKUZRCfMz4vEU9nO5Z/KJsy3QCg7pkk9k0uIrycAIb6epJn1Jp7MZsmedG7vUI+SWPzTZq67ob1zf5MyCAsvCCMbGhZAUlLJGtc536+neykR75LSswgPKlgZhwV5k5jufI4rMT2LiLpGGg93N/x8PEg/ncOZs7lM/3k//xpYNIDNhG928PiQlpS0PZ2YfJKI0ALNRnioH4nJp4pPXAqx24+Rk2OjYYPityyqA17ubi5/ykJVc4HRGOHCdwDfqOo2EXlZRAaVkb0XECsim4HZwD9VNa2MPGVSlVT60Rgx3osjCxisqhkiUg9YY5o3lLTfMggjaEsHABGJxQiKs0JEXgZewAjiAxCoqteY6WYCERhx41thzMZmFyo7CSPgS5YYgXdmYYTVLRNVTRORucAhUwjOx4hPb8eIeNdNVVVERmAEo3nMzNoKY0LkB+wSkfdLiCW/TERswFlVzTsc0hWIVtUD5vUDZjt8MMxEvlPVVKAOsEZVnxWR/8Nwz/sqMBlYoaqDzRln4aDcfwcWqeo483ltEQnBCADUS1UPiEhdM+1LwF+qeouI9AE+xQgsZFEDKO6vsbCGtKwN0j0Jp5m44CDTR0Y73c+1KduPnmJAh1CiHCYVUmjL1pU2FOb1pXE8ck2DEg9spSRnsHdPIlf1KCSsi6mspLoWzvuLHdvimDrzHyW2o7ixcaV/AFPm7eXevo2p4+38k74sNom6frVo0yiAtbtSXa64vJrtpJRT/PflBbw2dgBu1dhb3fl2rauqC4GFhe49X0La3g7fv8MI6nZeqUoCvzQEI9RuL8COcfoxDEgoM6NIAIZQzwuh+wnwrUOSrwtl+dEUwNvzVrmF8ASmiBGxz4axr+IyqjpCRNoCfYHHMWw078PY3/laRCIAL4zofHksUNWzwFkRScLoe1wxxccUE3lurYOwBxgjIoPN71EYqqJUDB/88837G8x2AfQB7jHbbgMK6yTXAR+Z2xU/quomMaLvrcyr12FmejUwxLy3VESCRSRAVZ3KFIfTrx9++CGjRjkehLWoqoQF1CIhvWBFn3gim1D/Wk5pwgO8iE83NAG5NuVkVi6Bpho9If0sD32yg9fuvIyG9XwA+OL3Y8z+M4H49LOE+HvR0SFEbuLJbELNFXt++YVW/YknswmtY6z4g2t7kHwqhxBfT5JP5eSr77clnuGJecafyPHMXFYdyMDdTbi2hbGV8MvPscRc2wYPT+ddsdCwABITCl7dpMQThIT4U5g/V+/ho6lLmTrzH3h5lfyTGxboTcLxghV94vEsQgMLjV+QN/FpWYQH+ZBrs3MyM5fAOp7EHkhn0cYE3vx+FyfP5OAmQi1PdxLTs1i2OZGVW5PJzrFxKjOX/87YzBuTCpRrYaF+xDtoJhKSThJar/C8vmROnT7LP5+YzcOjetIhuvIiGV4IzqMZfpWkKgn8bRjhYItjGBACdFLVHPOA2vk6FXK60LWjDrK46d4jQCLQHmNLpNy2k6q6BdgiIp9hCPb7gHeBt1R1rikwXyyhTTbK9++W3z+z3L7AVap6RoxToXnjmOOgMXG5DlVdaU7EbgQ+E5E3gHRKWrAUU0QxZU7FOOtQ7HOLqknbKD8OpWQRl5ZFqL8XCzcl88bfWzqliWkdzJwNiXRs7M+iLcl0ax6IiJCRmcs/P9rGozc05oomBWryYT3qk3wym/2JZxjcOYxZq+O5rn5jYuPP4FvLPV9Fn0eIrye1vdzZfOw07SJqM3dbGn+/wjjE1rt5AHO2pTLiynDmbEslprlRz6JRBdqEZxce5JpmAfnCHmDRT5sZ/fD1RfrbOjqSI4dTORqXRmiYP4t/2syr//c3pzQ7dxxl/Es/8O6HD1A3uHQh2rZxAIeSThOXcobQQG8Wro/njeHO2wgx7UKZs+YoHZsFsWhjAt1aBSMifP5Ewan6KfP2ULuWO8NiGgHw6GDj32DtrlQ++uUA/1eozLatIjgUd5y4Y+mEhvixcMkO3nzhplLbmkd2jo3RT//Azde34fo+RQ9QVjes4DmVx1KMVfxIVZ0GICJdMGLeBwBJprCPARq5WqiqnhCR4yLS07RjvBsjZvy5EgDEqapdRO4Fij0MZ6rs71HVow73fDHi2S83b3XAiCGfV25e2nsr0L7SCACOm8K+FeCKzdYS4EHgbVNlX8fRNEREGgFHVXWaiNQBrgDGAe+JSJM8lb65yl+JMXl7xZx8pFTUzMSi6uDhLoy9pRkjpm3Fbldu7RpGi/A6TF50kOhIP/q0CWZo13Ce/GoX1722joDaHkwcZgiJL34/xuGUTN7/9TDv/3oYgOmjosnJVT5ccoSmoT688/NBEjOy6fXeFurV8eCVGwp+BobM3MF39xnmYM/1i2LsT4fIyrHTs2kAPZsYq+4RV4bz2NwDfB+bSoS/F28NalJmn44dTSMx4QRXdC6a1sPDnSeeGcRD//gIm83OoMGdadY8jA+mLObyNpFcE9OayRN/IvNMNk89+gUAYRGBTJpS/J+3h7sbY+9szYh31hnj1yOSFvX9mDx3N9GNAujTPoyhV0fy5EexXDd2BQF1PJk4ouI7Yh4ebjz3SD+GP/oNdpsyZGBbWjQNYfK0VUS3CqdPzxZs2RHP6Ke/J+PkWZb9vpcp039j/hcj+HnpTtZvOkL6iUx+WGgcoZrw7AAuv8yls9ZVjpoePKdK2eGLYf72NtAJY+V8EGOv/TgwD0OdvgnoAdxg2i7mmeU1xti3j3b8bpbbAfgAY/KwH7hfVY+Lg92jmW6mmW+2eV1c2S0w9lbOAMswzgY4Td3FsK88ALRS1UyH+34YWwjNgEyM1fd/zFOZNwOTMIT+GqCLqvYWkReBU6r6plnGVmCgqh4sVOdBjMlEisO93mb/BprXtTDsORsAuzC0Ji+q6vK8vprphpp13Gdua0wFmmKs/B9U1dUOY3Mv8ASQA5zCmOQcEJEbgPEYWpAkVe1n7uV/DDQxx2+UqsZSCrmfuG4XWxHm9yxqynQhuaVphSxFqxz2uSOQBuGVU1ntyjP5+sGr8A7ZhWPQb5VXV2Xice/nlVldhST2iCXDXf69mX7tjGo3O6hSAr+mICLRGIfjHr3YbanulFfgr9p3gtd+OYxNlSHtQxjZPcKlfMUJ/F3rk5n7wXbUrnS5PoqY252doKxZcIjV8w8hbkItbw9uHRNNWCM/dm9M5uePd2HLtePu4caA4a1oXugEeE0T+LphLACrNicw7tO/DMcxMU0ZNchZzZudY+PJ99ey7cBxAn1r8daYbkSGGHb6uw6n8/z0DZzOzEXcYPYrfanl5c7drywnOT0Tby9DmTbjpX4EB/qwauNRxk1fb9TVrzmjhkQXrevt39m2L41APy/eerwXkWG+5OTaGfvearbvS8Nmt3Nz76b8Y2hb4pNP8+Q7v5OSnombCLf3b4HfEOf3Ytf6ZOZ/aDjG6XJdJL0LvRN/LjjM6vmHcHMXvLw9GDymDWEN/dizMYWfZ+7ClmPH3dONAQ+0olmHYKe85RX45/qunwsVqas6Cfx/LB3h8u/Nh32mVzuBX5VU+jUGVd0KWMK+krHZlXGLDjHtb5cR5u/FHR9vJ6ZFIM1DfMpdlt2m/PjeNkaM70pAPW+m/Od3Wl8ZSpjDobEOvevT7UZDrbx9TSLzp+1g+KtdqePvxX0vdsY/2JuEgyeZMXYtz35+7XnrZ1XFZlde/ngjHz3di7Dg2tw29lf6XFGf5pEFB9lmLz+Afx0vFk8awII/DjNxViyTxlxFrs3OE++t5f/+1ZVWjQI5fvIsHg5meW/8+0raNjWNPWp7G85iPlzLRy/1Nep64if6dI2keVTB3vvsX/bi7+vF4g9uYcGqA0z8dCOTnujFz78fIifHxrzJN5F5NpcbR8/lxp5N8PJ048n7O9GmWTCnMnMY8tgCBnfxJqyh8W9utylz/7eN4eO64l/Pm/ce/oPLu4XmPwdoHxPBlTc2BIx3YsG0nTzwShfqBHhy7wud8t+Jj59bx9Of9anQWJ+vd70q1XWxqa5hb12lhp9JtLiU2HLsNFFBtYgK8sbL3Y0BreuybM/xcyrryO50guvXJjiiNh6ebrS/JoLtaxKd0njXKTgwlp1ly7dlatA8AP9gQ+0c1siX3Gw7udk1P7pc7N40Gob5EhVm2NAPuCqKJRuOOqVZsv4Yt/RsDMB1V0ayemsSqsrvsYm0bBhAq0aGwA7yq1XqfmrsnlQaRvgRFe5nOIu5uhFL/jzilGbJ2iPcEmOswK/r3ojVsQmoKiJwJiuXXJudrLM2PD3d8K3tSWjd2rRpZqy6fX08aRYZQEZKwXlZ452oQ928d6JXBDtWOzvG8a7t/E7k9aB+M+d3IifbTm7Oub8T5/Ndr0p1XWzcRFz+VEesFb5FjSHxZDYR/s5OV2KPFTbCcI0TKVkEhhTsFQfU8+HwrvQi6f6Yd5BV3x/Elmtn1GtXFnm+5bcE6jfzx8PrvDo6rJIkHs8kIrjAr3t43dps3uts+510PJOIYGNl6OHuhl9tT9JPZnMw4SQiMHzCSo6fPMuAq6IYcVPBdsAzH67D3U3o3yWSB4d1JDHtDBH1Clz2hgfXYfMeZ5V4UtoZIkw/8wV1neW67o1YuvYIPe+fTdbZXJ56oDOBfs7mb3GJp9ixP42erQrakJGaRUC9gnfCv543R4p5J1bPO8RvPxzAlquMmNC1yPOtv5vvhOe5vxPn812vSnVdbGr6Ct8S+BY1mvP591tcWd1vakz3mxrz17KjLJm1lzseLzB5Sjh0kp8+2sWIcV3OYyuqMMU6onHBcYwYjnU27Eph9it98a7lzn3jVtCmSRBXRYfx5r+vJKyuD6cycxjz9mrmLN+PdzH27IX/fYo/niRs2ZOCm5uw8qOhZJw6y7BnFtO9fQRR4YZq/nRmDmNeX8HTw7tw2mHFXryDmqJvxVU3NeKqmxqxadkxln61j9sfK7B5Tzx0kp8/2sUDF+CdqExZVVPlYg0/pG+p9C1qDmF+XsRnFHK64udZSo6SCajnTXpygYuFEymZ+AfXKjF9+2vqs211gco/PTmTz17ZwB2PtyO4fp0S89UkwurWJj61wI96QtoZQoO8C6XxIT7VMFzJtdk5eSaHQF8vwuv60OXyEIL8a+FTy4NrOkSw/UB6fh4w1OwDuzckdk8qYcG1iU8pWGUmpJ4mtK7znrKR5oxzXX5ezF95gJ4dG+Dp4UZwoA9XXB7CVlMTkZNrZ8zrK7jpmib0v6qhU3n+9bw5kVLwTmSkZOFft+R3ot01EWx3eCdOpGTy2Ssbue2x9gRHVOydOJ/velWq62Lj6S4uf6ojlsC3qDFE16/D4eNniUs/S7bNzsLtacS0ODe/3pGXBZB67DRpCWfIzbGzeUU8l3dzti1OOVogcHauTaJeA0N9nHkqh5kvrOf6+1rSuE1dLhXaNgviUMIp4pJOk51rZ+HqI/TpVN8pTZ9O9flx1UEAFv0ZR7c2RkCWq9uFs/vwCTLPGnvr63Yk0yzSn1ybneMZxj56Tq6d5X8d47KGgbRtEcyh+JPEJZ4kO8fGwt8O0aerc3CYPl2j+HHZPqOuPw7RrW04IkJESB3WbDH2889k5bB5VwpNIwNQVcZOWU2zyADuv7l1kf5FXhZAiuM7sTKey7uFOqVxfCd2rUuiXn3Hd2KD+U5U3Nf8+XzXq1JdFxt3cf1THbFU+hY1Bg834dn+DRn11S7sdhjcvt45nyR2d3fj5gfbMGPsWuw26NI/kvBGfiz+dDeRlwXQulsYf8w7xJ6/UnD3EHx8Pbn9MUOd/8e8Q6QcO8OSWXtZMmsvACPGdcU3sOTVYE3Aw92N5+7ryPDXVmK3K0N6N6FFZACTv91KdNO69OlUn6G9m/Df/62l/yMLCajjxVsPGb6fAny9uG/AZdw2dgki0KtDBL07RnAmK5fhr60k16bY7cpV0aHc1q857u5uPDeyK8NfWmI4i+nbnBYNA5n85SaimwfTp2sUQ/s2579v/0b/f/5IgJ8Xbz3WE4C/39CSZ979g5vGzEMVbr22GS0bB7FhexJzlu/nskaB3PKw4WX6yvub0qqLIdTd3d0Y9GBrPhq7DrUrnftHEtbIj18+202DFsY7sXreIfZuSs1/J24z1fmr5x0i9dgZln61l6VfGe/EA692Oed34ny+61WprotNTVfpW3b4FlUay/FO9SDPDr9SaFw0ItyFwjb/10qrqzLxuGd45VUmMZVXVwWPFzy/ZpTLvzcvd5ta7aYH1grfokpTWU47bqmUWmou0unVSqtLU2cWubdqzT7Gvf0rdpudoTd1YNQ9Vzk9X/fXYSa88yu79iUx8aVb8v2+H40/wUPPfI/dbic3185dQztx5+ArzrltFXWGU2lOanSZ0+XKVdsYN+4b7HY7tw3twahRzrED1q3bw/gJ37Br11Hemjic66/vBMCaNbuY8FpBLLL9+xOY9NYI+vatnkEwq6u5natc1D18EbGZcdTzPo3NGO7zy87tVE5nEZlcwrODZkjdirb1RRE5IyKhDvfKHTRaRJ5x+N7YdJXrSt1HzTHaKSLvm+57zxlznFcXuuchIolixLh/WUT6mveXi0hn8/t5GU8Li/OFzWbn5TcXM23i7cz/chQLft3O3gPOJnoR4f5MGDuQgf3aON0PqefLVx/ezY+fDOfrafcy9bM1JCafPLd2mA5qPrijBXNHRbNweyp7kzPLzniRsdnsvPzyLKZPG82C+S8wf8E69u495pQmIiKICRPuZeBAZ+uCbt1aMufHscz5cSyfzHwEHx8vevQoev6huuDp5vqnOnKxm52pqh0cPgfLW4CIeKjqelUdcwHaV5gUCmLUlwsxcAOeKTNx8UxS1Q5Aa6AtcM05lpPHSiDSjBOQR19gq6rGq+rzqloz9ZkWNYrY7cdoGBlEVIMgwwlP38tZsmq3U5rIiEBaNg9FCm3Senm654eszc7JpSJbnNXVQU1s7EEaNQwlKioELy8PbhzQhSVLnENcREbWo1XLyFJXwIsWbaRnzzb4+HiVmKaq4y7i8qc6crEFfqmISF0R+VFEYkVkjYi0M++/KCJTRWQx8KmjVsCMsb5YRP4SkQ9x2NMxy9ogItvMmOvl5SPgDjMITOG2PioiW83Pw+a9xiKyQ0T+B2wEZgA+5kr9CzOru4hMM9u0WETKOg3jhRHS9rhZx0gRWScim0XkOxGpLSJ+InJAjBj1iIi/uTLPt6VRVTvwLXCHQ9l3ArPMPDPNIDolUtJ4ishwEdltagamicgU836I2cZ15qdHGX21sCiTxORTRIQVuO8ND/Er1yo9PjGDQXdPJ+aW9xhxVzfCQvzKzlRcO4pxUJN4MuecyqpMEhOPEx5RcOo+LDyQxMTyT1QWLFzPwBurt88JN3H9Ux252AI/T/htEpEfinn+EvCXqrbDWBl/6vCsE3Czqv69UJ4XgN9UtSMwF3A0pn1AVTsBnYExIhJM+TiFIfT/43hTRDoB9wNXYoScHSkiHc3HLYFPVbWjqt5PgVZjmPm8BfCeqrbBiCM/pIS6HxGRTUA8sFtVN5n3v1fVLqraHtgBDFfVk8ByjBj1YAjy71S18K/PLPNZXiS9ARiRAF2lyHiKEfHwOXMc+gGO0VPewdBUdDH7Ob24QkVklIisF5H1U6dOLUdzLC5Nynb4UxoRYf7M/WwEi775Jz8u3EJK2vnzIlcd5EKxvpDKuYJNSjrB7t1HufrqNmUnrsJYZnkXlkxTTV0SV2MKQFVdagqUAPPZXMfQsw70Am418ywQEcep6hgRGWx+j8IQtqmUj8nAJhGZWKidP6jqaQAR+R7oiTHhOKSqa0op74CD8N4ANC4h3SRVfdNcpc8WkTtV9SsgWkReBQIBX2CRmX468F+McLj3AyMLF6iq60TEV0RaApcDa1S1PFP74sYzHFihqmkAIvItcJmZpi/Q2uHHxF9E/MwJimO7pmKE5IXif48sLPIJC/EjPjEj/zoh+SSh9XxLyVFyOc2b1GP9piP5h/rKlb+aOqgJDwsiIb7gzz4xIZ3Q0MBSchTlp5/X069vBzwr4C64KuB2sZfAF5iq3r3i5lF5AqC0aXgRISFGbPi+wFXmavgvDNV4uVDVdOBL4F9ltDOPspYLZx2+2yhjEmau0n/GmNgAzARGq2pbDI2It5nud6CxiFwDuJsR/IrjK4xVfr463xVKGc/SxsLNTJ93ZqNBYWFvYVFe2l5en0Nxx4k7lm444fl1B32ubuFS3oSkDLLOGoqvExmZbNwSR5NG5+Ysqbo6qGnbthEHDyVxJC6F7OxcFixcR58+7crO6MCCBeu5sZqr86Hm7+Ff7BV+WawEhgGvmAImRVUzylA35eV5VURuAPL+4gKA46p6RkRaYaiciyAiE4C1qlrcFkMebwHrKBi/lcBMEXkNQ+ANBu4uIW+OiHgWo153CTE63x3I0wr4AfHmyn8Y4Bie7FMMIf5KKUXOAuZgjE95jHNLGs+1wCQRCQJOYmhotpjPFgOjgTfMvnRw0G5YWJwTHh5uPPdoP4Y/8pXhhGdgO1o0DWHytJVEt4qgT88WbNl+jNFPf0/GySyW/baHKTNWMf+Lkew7mMrr7y5BRFBVHvjblbRsFlp2pcW1o5o6qPHwcOf55+5gxPDJ2Ox2hgzpTosW9Xln8lyioxtxbZ/2xG45yOjRH5CRcYZly7bw7pT5LJj/AgBxcSnEx6fRtatrk6yqTHU9fe8qVV3gvwh8LCKxwBngXhfyvATMEpGNwArgsHn/Z+CfZlm7gJLU7G0xVPEloqop5pmDR8zrjSIyE0PYAUxX1b8KnYDPYyoQa7bvWRf6k8cjInIX4AnEAv8z7z8H/AkcwhCsjieOvgBepZSVu6puF5EzwIa8LQkXKXY8VfWoiIw323QM2A6cMPOMAd4z83hgTJT+WY46LxgD5xSdn10R2pZRbe/GDTcWH17O7D3FW4v2iOjC013H8PCK59mbfiD/fohPMP/r8xpf7vyBH/YtzL//Y3r5dimqg2338qOlv8pb1ybwzZRN2O3K1QOacP3fnVXmK+buY/mcfbi5CbV8PLjr0U7Ub+xfbFm91iWwatdxxs/dj12VoV3CGBkTRa/RefvHds4uW8H+DbuZP3cDH0zx4K2/t2L54+05fjqHhz/fyda4NF5+bCbP3dKMOaNaArBwczIffrqST2eu5JrLg3hiQBPcAmphP3G22HYU27bmgfRqXj51+MUg99MZTtc9gAXDGplX8eR+OoN/BwJxyeR+up7UfSfwycnCy1sY0j6Ikd0j8ssIB5aNuAz75x9jL6Yuj3sr1fFOhaiuh/Fc5aIKfFUtstGmqssxDpxh7gPfXEyaF0vJkwr0d3j8iMP3G1xolqeqri58s5g6HwUedbh+C2Pl75jmIBBd6N6TwJMOt6Idnr1ZXIPMul8s4dn7wPvFPcM4WzDb3IYoEVMlX/jefQ7fezt8b+yQrKTx/FJVp4qIB/ADxsoeVU3B2SqgyuKG8GC7exn7x+ukZqYx6ZqX+TNhI0dOOtsn+3h4c1PT/uxM21ukjBHRw9iQGFvkfnnIs+2e9rfLCPP34o6PtxPTIrBarBzzsNuUWe/8xcNv9CQopDYTHlxCu+71nQR612sbcs0gI3b95t+P8e37m/nP6z2LLc9mV175cR8zRkQTFuDF7VM2EdM6mOZhBaF5Z69LJMDHg0X/7cyCTcm8+dNBJg1rRS1PN8b0b8iexDPsSSgI9HP8dA5vLjjI7DEdqOvryVNf72b13nSuah5Yec5wqig14R10leqqqneVGq7AKD+qet3FbsP5QETeBV6jdHX+heJF06JgK3AA4+BgteKyoGbEn04k8UwyuWpj5dE1dAvvVCTdXa2G8N3eBeTYnXdouoV3IuF0EodPxlWoHdXVttuRAzvTCG3gS0h9Xzw83ejcJ4rNfxSaONUpONx2NiuX0n53Y4+cpGGwN1HB3nh5uDGgfQhLtzufvV26LZWbOxmq+eva1mPN3nRUldpe7nRqEkAtD+efvri0LBqFeFPX12jHVS0CWbzF2XnPpUpNeAddxTLLs6iWqOpDqtpcVXeXnfq81/24eSivlaqO0WoYsCHYO4jkzLT865TMNIK9nQ9gNQ1oRD2fYNYlOh9DqOVei6EtbmTWrtKOgbhGdbXtdiQ9JZOg0ILVYFA9H9KL8UC37Me9PDvsJ76fuoU7RpdsvJN0Iptwh6AzYQG1SDyR7ZQmMSObiAAjjYe74OftQfqZ3BLLbBjsw4GkTI6mZZFrU5ZsSyWhHKr8mkxNeAddxTLLs7C4FClmiakOxh+CMDJ6GJM2FvUTMKzVrfy472eybBdGYFS735piDb2L3oq5pTkxtzRn7ZLDLPx8J/c/Vfyp7+LtxgulKecUM6C2By8MbsajX+5EROjYyI8jaVnlK+QSotq9gy5S033pWwLfwqIYUjPTCPEpMM+q51OXtKyCoxA+Ht409ItkwtWGp+SgWgE8d+UjvPLnJFoGNaNH/S7c3+ZO6njWRlXJsWcz/0D5PRVXV9tuRwJDfDieVLCiP56SSWC9kvd/O8dE8cXbG4HiBX5YgBcJ6QWTqcQTZwn1d3bnGh7gRfyJs4QH1iLXpqyX1zYAACAASURBVJzMyiWwduk/dzGtg4lpbfji+ubPBNyqq972PFMT3kFX8azh/+aWwLewKIbd6fupXyecsNohpGam0atBN97Y8L/852dyMxn2c4Erhgk9nmHGtlnsTT/Ak78VRI77e8vBZOaePSdhD8623aF+nizcnsYbNzc7945dBBq3CiLp6ClS4k8TWM+H9UuPMPzZrk5pEuNOEhZpGJhsWRNPaIOS3du2jfTjUGomcWlZhPp7sXBzMm/c2dIpTUzruszZkETHRv4s2pJCt2aBZXqPSz2VTbCvFyfO5DJrdTxvDSu/852aSE14B13FWuFbWFyC2NXOB7Gf8vJVT+AmbvxyeCWHTx5lWKtb2ZN+gLUJf1VKO6qrbbcj7u5u3PlQB955chV2m9LjhsbUbxLA3I+30eiyINr3qM/yH/exY0MS7h5CbT8v7n+yc4nlebgLY29uxogZW7Hb4dYuYbQIr8PkxYeIjvSlT+tghnYJ58mvd3Hd/60nwMeDiQ5mgNe+to7TWTZybHaWbEtl+ohomofVZvzc/eyKNyxTH7y2IU2q2ThfKGrCO+gqNV3gSzU8T2VxaVEpL2hxdvgXivLa4VeUqmCHfz7ptS6h0uoCcLtlRtmJqhm5n9xVaXVVslljhST29/sedvmP89Zmb1e72YG1wrewsKgwvRuMqzShXx5HOHlUxHmRZcp06VDTV/iXlMAXERsFbl4BbsEIVvO4qg4sRzmdgXtUdUwxzw4CnU0nMxVpa0vgQ4ygOLWAVap6LiF9XanrGVUdfx7KeRiYqqpnykxcxZh/82cXuwnVnt4NxlVKPbmUb3V6KTmOcZVL3ZlQSXjU8Og5Nbt3RckLTZv3OVjeAkTEQ1XXFyfszzOTMSLkdVDVy4F3L2Bdz5ynch4GapeZygERqd7htSyqPJeS4xiLiuFWjv9cQUSuF5Fd8v/snWd4lFXTgO/ZTUIapDdSqKE36aAgIKDYUMGKYue1YMeKBRvwCagoiqJi99XXSlWUDkpvQUroHZIQIAESUnbn+/E8SXaTTbJACAT2vq692D3P6Vl2zpkzZ0Zki4g85+L5AyKy1gwRv1BEmjg8e94slywiFeIQ7kIT+GUiIqEi8puIJInIYhFpYaYPE5EJIvIn8JWIdBORqeazMBH5U0RWicjHOJwhmXWtEJF1InKyu/MYoNBNm6quNeuc7tCvVSLysvn+dRG5z3z/tIgsM8fxqkN/bheRpeaX62MRsZoBf/zMtG9F5BkRedTM/46IzDbfXyYi35jvx5vx6tcV1G+WqQnMEZE5ZlpvEVkkIitF5EcRCTTTd4jIyyKyELjxJOfFg4eT4kJyHOPh9LCIuP0qD3Mz8wGGC/ImwK2OAt3kO1VtboaJfwvTPbuZ7xagKXAF8GFFbI4uNIFfINhWm8FvivMqsEpVW2Dser9yeNYG6KuqtxUr8wqwUFUvwgi6k+Dw7B5VbQO0xYgdH3YSfX0HmC0iv4vIEyJSEJFjPtBFRGoA+RhxL8Dwm79ARHpjxKVvD7QC2ohIVxFpjOHH/mLzy2UDBqjqcxRpPgYU1G/W2RYINCPxXQIsMNOHqmpboAVwqYi0UNX3MILldFfV7iISDrwI9FTV1sByHGIPACdU9RJV/b74wEVkkLmgWD5hQknHNh48nC7n90mth1OlIgU+xm/wFlXdpqq5GKHInWLDqGqmw8cAioyU+wLfq2qOqm4Htpj1nRYX1Bk+pmAr4/klGOFcUdXZ5u49yHw2WVVL+gM14tLfYJaZJiKOusJHReR68308hiBOxw1U9XMRmYGxuusL/EdEWmII3UcxfNRPA3qJiD9QW1WTReR+jOBBBffGAs12W2AsWpaZ95H9gFQXTa/AWCRUB3KAlRiCv4vZLsBNpsbCC0MT0QQjgp8jHc30v832fADHoEQ/lDH2CRhRBaGSrPQ9nL9cSI5jPJweFnF/D2z+BjpqbieYv10FxAK7HT7vATq4qOdhjM2QD9DDoaxjRNc9ZtppcaEJ/PJwtWwrEDhlhY4tIZREpBvQE+hkxoyfC/ieTGdUdR8wEZgoIv9iRNZbhiGAtwF/AeHA/RiCumAMI1T142L9eQT4UlWfL6fNPNPw8G7gHwxB3h2oB2wQkTrAEKCdqh4WIyywq3EJ8Jeq3lpKUycTiteDh1PmQnIc4+H0OBkr/WIbE1eUJU8c6/kAI2z4bRha0TvdLXuyXGgq/fKYDwyAQoF9sJjKpbwyfYCCCCtBwGFT2DfC2PGWQERGOGgBHNOvMFXpiEg0EAbsNVVDu4GbMFaACzAEcIG6fQZwj8N5eayIRAKzgP7m+wJ7hYIA2HkFbTmMaYj57wKMmPWrzSA4NTCEdYaIROEcIvcoUOAibTFwsYjUN9vzF5EGpU2iBw9nCkfHMdd+/C9XNA69oC30PZSOl8Xi9ssN9mBodguIwzj2LI3vMW6OnUpZt/Ds8J0ZBnwuIklAFsZKqzxeBf4rIiuBecAuM/0P4AGzrmSc1TOONMc4+y9Ob2CsiBRE8HhaVQs8jiwALjMXEwswvgwLAFT1T/O8fpGpSj8G3K6q60XkReBPEbEAecDDwE6MVWqSiKw0z/EXAEOBRap63OxDQf1rRGQVsA5Dy/C3Q58nAL+LyH7zHP8uc24KQpu9CFR69D4PHrrWD6Zr/eDyM3qoUCrTwQ+c/nXDk1Hpu8EyINHUiu7FMMJzsgETkURV3Wx+vAooeD8Z+E5E3sYwhk4Elp5uhzye9s4yIjJDVSvkysV5iucL6sFDFeVUBP7pOEnyuvOb07LH/Gf/K27/3nSOebXctkTkSuBdwApMVNU3ReQ1YLmqThaRsRhHv3nAYWCwqq4zyw4F7sEwzn5cVX8/6QEVw7PDP8t4hL0HDx48GJxtJ0kV7WlPVacD04ulvezw/rEyyr4JVKg3K88ZvgcPHjx4OCc4206SLGJx+1UVqZq99uDBgwcP5x1n20lSBd/DP+fwqPQ9ePDgwcM5S2WKVi/L+e3p2yPwPXjw4MHDOcHZdpJUVXfu7uJR6Xvw4MGDh3MCRydJuTY709cfontiSPkFKwgL4varKuLZ4Xvw4MGDh3MCRydJdjtc3zK8Up0kne87fI/A9+DhPGZl2huV0s5F+aGV0g5A3vezKq0tr8STiXd1evzS6KQ8b58W/Wt2r5R2vG7sR/6PP59UmbPpJKmqWt+7i0fge/BwAbF68V6+Grscu13pfnV9+t7RzOn5tO/XM2fqFixWoUawL/95vhMR0YGsW3mAr99bXphv364MHhnWhXZdE4o3UciCJTt4c9w87Dal/1VNGTSgndPzZWv2MmLcPJK3HmTMy324olti4bP7nv6NNev307p5TT4e2bd41YVYu92DpU5rNC8X25/vo6nbS+SRyLpYLx+MePlg374S29yJRtkuA7HUbYva8iHjAPl/joOcLCShBdZLbgerF+IF8394h+Ffz8VuV/p3iOH+y5zHnJtv59nvNrJ+z1GCA7x5+44mxIb68nfyId6evp28fMXbS3j66rp0NNXTAz9cTVpmLr7ehoD5dFALioek2LQ8jWkTNmK3K217x3HpTXWdni+ZvpslU3chFqGan5XrHmlKZEIgu5OP8Nv7681cSo/b6tO0c1Spcwgw/+9k3hw1BbtdufG6dgy6p5vT82UrtjF89FSSNx/g7RG3ckWv5oXPGrd5ngb1owGIiQ7mo7HODkpP1/tdZWL1GO1VDCKiwDeqeof52QvYDyxR1asrqx8O/ekGDDlTbZvhbG9T1Q/Nz7WBzqr6XQXU3REYC1QzXz+o6rDTrfd0MT1IzVfVmWawoCGqutwMxtNWVQ+e1Q5e4Nhtdj5/eykvvNOTsEh/ht73O20uiSOuTtFuqnaDUN789Eqq+Xrx16/JfPfhSh57rStNW0cz8gvjv8qxzBwev/k3WrSvWWpbNpud18bOZeLo64mKCOTGB76nx8V1qV+7aMccE1mdEc/1YuIPK0uUv/eW1mTn5PPD5LWltiG1WyPBMeR9PhiJTsTaYxD535eMDWW9bBC2mR+h+zfhdd1QpPZF6I5V2HeuwbbwG1A71ktux9ruBuNz9lHyJ42A44eRVk15/X9JfHZ/c6KCqnHTuyvp3jSM+tEBhfX/tGQ/Qf5ezHihA9NWpTJ66jbeGdiEkABvxt/TjMigamzaf5z7JyQx75VOheVGDWhMs/jqJfpr/K2UKeM3cPcbbakR7sv4JxbRuGMkkQmBhXladouhw5WGu/UNi1OZ/slG7nq9LVG1qvPQ2I5YrRYyD+UwbvA/NOoQgdXqevdqs9l5beQkPh9/L1FRQfQfMI4elzamfr2iRUJMTDAjXr2RiV/NL1Het5o3k34o1X9MlcJynpu1VebojgPNRKTgQKYXhn/h85Vg4CGHz7Up5kf5NPgSGGSG+m0G/K+C6i0Xc6HmElV9WVVnVlZfPJwcWzakEx1XnajY6nh5W+nUsxbLF+52ytO0dTTVfI0/cf2mERxKyypRz5I5O2nVsWZhPlckbUwhITaI+JpB+HhbubJHA2b9vc0pT1xMDRrWi0BcnJt2apNAgJ9PiXRHLPXaYd8wDwA9sBmpFgABxVTBAcGIjz+63wjhYN8wD0s9I6y47loDajfS92+CQGMxomnb4bjh7CVpXTIJCfHER1THx8vClRdFMnudc4Tr2f+m07etIRwvbxHB4s2HUVWaxFUnMsgII5EY7U9Ovp3cfHuZYypgz6YMQmv6Exrjj5e3hRZdY9iw2Dmata9/0fznnrCBOY8+vtZC4Z6fayv3XlvSv7upFR9GfFwYPt5eXHV5S2bNXe+UJ65mKI0axGCxnN9n3CIWt19Vkcru9e8YAQIAbgX+W/BARNqLyD8issr8t6GZ3lRElorIahFJEpFEEQkQkWkiskZE/hWRm828L4vIMjNtgpi/JCJSX0RmmvlXikhBbMxAEflJRDaKyLcO+XeISLj5vq25W0VELjX7sdrsZ3Uz/Wmz3SQRedWseyRQz8w7yvzcxfz8hKtxncQ8RmJoR1BVm6quN/sRKiK/mfUtFpEWZvowEflSRP40x3aDiLwlImtF5A+HqHxtRGSeiKwQkRkiEmOmzxWR4SIyDxhq1mExn/mLyG4R8RaRL0Skf1kdF5HbHcb9sYic3zq0c4jDaVmERRbtTMMiAjicll1q/rlTt9CyQ8ld/D+zdtC5Z50y20pJO0ZMRNHuNToikJS0Y6fQ69KRwFD0aJHSSI+lI4FhxfKEocfSi+UpaW9gbXYZumNVifRUSywxoYFgzwcgKqgaKRk5TnlSMnOICTbU8V5WobqfF0eO5zvl+TPpII1jA/HxKvrJfeH7ZK4fs5wP/9pJ8ZgmmeknCAovUvHXCPclI/0ExVk8dRdj7p3PjM83cfV/GhWm7954hLEPLuT9h/+h78NNSt3dA6SkZhIdFVT4OSoqiJS08oKEFpGTm88Nt73PTQM/YOacdW6XOxfxeNqrWL4HbhERX6AFsMTh2Uagq6peBLwMDDfTHwDGmrvZthhhA68A9qlqS1VthhGZDmCcqrYz0/yAAnX9t8AHqtoS6IwpLIGLgMeBJkBd4OJy+j8EeNjsSxcgW0R6Y0Qyag+0AtqISFfgOWCrqrZS1afNzwvMz++UMi53eQdIFpFfReQ/5nyCEblvlaq2AF4AvnIoUw9jsdUX+AaYo6rNgWzgKlPovw/0V9U2wESc/TgHq+qlqvoqsAa41Ey/BpihquW6wzKj+N0MXGyO24YZWrhYvkEislxElk+YUFa4aQ8ng8s4WaVs2BbM2Ma2jelcc1tTp/TDB7PYve0ILVwsBMrD1U7+9HBR3ykEA7O07wd2G/aNzupqCYuHmh3QQ1vKbLW8ed184Dhjpm3j1f5F0aFHDWjM5Kfb8s3DrVixLYNJK1LKrVNcjLfj1Qk89VlXLr87kbk/FGlQ4hsF89j4S3jwnY7M+3Ebebk2F50023IRn+pk/lJzpj/HL989wpjhtzB81BR27U4vv9A5ivuX8qqmwHfrDF+MOOZPA7Ucy6hqj5NpTFWTzLPsWykWUAAjfvyX5k5XgQJvC4swdpVxwC+qullE1gKjReT/gKmqWhALvruIPAP4A6HAOnN3Hquqv5p9OGGOCWCpqu4xP6/GULsvLGMIfwNvi8i3Zl/2mAK/N1CwPQjEWADsKqWOAkqMq5z8hajqa2YfemMcE9wKdAMuAfqZeWaLSJiIFCzdf1fVPHPurBQtktZijLshxvHAX+bcWClaGAH8UOz9zcAcjJCPH7rZ9cuANsAysw0/ILV4JlWdgBFqFzzR8iqM0Eh/0lOPF35OTztOSHjJK09rl+3nt6/W8vK43nj7OCtgFs/eSbsu8Xh5lf2DFxURyP60o4WfD6QdIzI8oIwSbuLfDK8BfQDQlC1I9fDCL4gEhqHHDzllL77rN3b8RXksTbphqdOG/J+HObcTGIrXNc8QOXkMBw5mFCanZOQUqukLiA6qxv4jJ4gOrka+TTmanU+wqW4/cCSHRz5fx8hbG5HgMNdRZh0Bvl5cfVEka3cdxXFpFRTuS8bBoh195sET1AhzbteR5l1jmPTBhhLpkQmB+FSzkrLzGHGJQS5KQnRkEAdSHMaYkkFkRI1S2ypOVKSRNz4ujPZt67J+4z4S4ivvdkNFUlV37u7i7uh+BFZixDN/2uF1KkwGRuOgzjd5HWPX2Qxj1+gLYBq5XYuxE50hIj1UdROG4FgLjDBV+b4Ygqe/uXP9xKyjrMWqo27ORtFiJp+iuSnUq6nqSOA+DEG1WEQamfWPMHfurVS1vqp+Vt4kuBpXeWWKld+qquMxhGhLEQnD9VgLfg9zzHJ2IE+LdIh2jHELsM5hHM1VtbdDPccd3k8G+ohIKMbfYbab3RbgS4c2Gp4LxoYXCvUahXFg91FS9x0lP8/Gopk7aXNxvFOe7ZsO8emoxQwZ2Z2gkJKLgX9m7qBzr7LV+QDNG0axc88R9uzPIDfPxvTZm+jRuW655col61/yvx1C/rdDsG9diqWxoWiS6EQ0NwuOH3HOf/wImpuNRBsnZpbGl2LfuswoU6sV1rbXkT95JOQXeXejmj9e1w0lf+G3NA/OZOfBbPakZ5Obb2f6qlS6N3UWZt2bhjFpubFDn5GURsfEEESEzOx8Hvh0LU9eVYfWdYqEbb5NOXzMUIjl2ezM3ZBOYrTzYii2QQ3S92Zx6EAW+Xl2kubvp1GHSKc8B/cW/ZdMXpZGWE1/AA4dyMJmM2wFDqdmc3BvFiGRpd9lb940jh270tm99xC5eflMm7GGHt2alJrfkYzMLHJzjeOLQ4ePs3L1TurXjSyn1LmLVbzcflVF3O11vilcKoKJQIaqrhXDUr6AIIqM+O4qSBSRusA2VX3PfN9CRDYCh1T1GxE5ZuYvEMwHRSQQ6A/8pKqZIrJHRK5T1d9EpBrG7rUsdmAIst8xd8xmX+qp6lpgrYh0AhoBM4DXReRbVT0mIrEYsY2PAo4muE6fXY2LYoJTRL7COKZYWiz9KmC6KbQTMRYrR4D5GCry1825PWiOv5zhApAMRIhIJ1VdZKr4GxTEZnbEHOdSjJsCU1W1dH2hM7OASSLyjqqmmguG6qq6083yHk4Dq5eFu55sz4gnZ2G3K92uqk983WB+/HQ1dRqF0faSeL77YAUnsvMZ+5Kh3g6LCuDp/zPubKftP0Z66nEatyr7iheAl5eFlx7rxr1P/4bdrvTr04TEOmG8N3ERzRpG0ePiuqzdeIDBL04j89gJ5izazrgvFjP1izsAGPDIj2zbdZis7Fwu7f8ZbzzTky7tazm1odtXorVb4333B2h+DrY/Pyhqf8Bo8r8dAoBt9gSsvc1reTtWoTuMWwFePe4DqzdeNxjRSvXAJmyzJmBp2QcJjsbaoT9SzYuXvJdw3/Dh2O02bmgfTWJ0AO/9sZ1mcdXp0Syc/h1iePa7DVw+fAlB/t6MuaMxAN8u3Muu9GzG/7WT8X8ZX/FPB7XAz8fKfZ8kkW9TbHalc4MQbuwYwyTHv5XVwjUPNuaLl1agdqV1r1iiagUy8+vNxCYG0bhjJIun7mLr6nQsVgt+gV70f9K4Krdz/RHm/7gNi9WCWODahxoTEFS6AaSXl5WXn72W+x6aiM1up1/ftiTWi2Lsh3/SrEkcl3VrQtK63Qx+8msyM7OZM38j73/0F9N+fpKt29J45c1fEBFUlfvv7uZk3V/VqKrGeO4ixY1FXGYSGYahev0Vh12xqh4qrYyLOo6pamCxtG6YV+NMAfolkIYh+O5Q1doi8jxwO4YQPYChwm4HjMLYneYBD5rXv97AUDHvAHYDO1V1mHlM8DEQbua/EUjA4VqeiIwDlqvqFyLSBfgMSMGwM2irqt1E5H2gO4aAXQ/cpao5IvIYxs4f4Bhwu6puFZHvMAT57xhn6n+YffgCY4HiNK7i82keM1yjqruLpX8PtAayMLQRQ1V1hilAPwfqmM8Gmccow4Bjqjq6+N/C8ZmItALew1h8eQHvquon4nDFzqEP/TE0P91UdZ6Z9gXGAuAnKeVanhgGls9jaFDyMGwiFlM6HpX+aWBf+BQL1qYy/L/rsKvSv0sC919Z3ylPbp6NZz9bzfqdGQQH+PD2A62JDfdn78EsrnpxLnWijf+2LesGM2xgCwDe/WUjk/7ZQ2ZWHis+7IN9a0qJtstjwdYMRv61C5sq/VpGcH/nGLfKjWhc8mhgX1I6y77egtqV+t1iaHaN8+Jg06y9bJq5D7GAl6+VDvc0JDg2AHu+ncWfJXNoxzHsdqXuxVE0u7ao7FOty761+/eCjYwaOQm7zc51/Tpwz/3Oirqvv5jHrz8vwcvLSkhIAK+8cRM1a7p2UvTWiqklxrTyG2NM9S6NoUmxMW2evZfNBWOqZqX9PQ0JMse05LNkDu88htqU2pdE0bRY2W0ZziY3zcOacXuj27CIMG/PAqbuKH7iatAuqg2PtHyYVxa/xvbMHTQNbcJNDfrjJV7kaz7fb/ofGw5tdCrzVe+JpU9gxXNahiIpWV+4/XsT5X9Xlbuy4K7AL+nNAlRVK0BH58EVIlID+ExVbzzbfTnLeAT+aZA3/0n6vDCHz57qQFSIHze9voDR/2lN/ZpFyqfvZu9g055Mhg1swbQle5m56gDvPNCGvQezeGDsMqa8fmmJeldvPUzNMD/6vDDnlAS+za5c9dFaPrm1AVE1fLj58/WM6lvPLTeqxQW+3a5MfnoJlz3bEv/Qavz+8gouebgJwbFF+XKz8/HxMxSau1ceZNPMvVz2TEu2/5PCnpUH6TK4Kfk5NqY8t5ReL7Qi0OxHWQLfZrNz3VX/x/hPBhEVFcSAm8cyYtQA6plOaACWLdlCsxYJ+Pn58L/v/2HFsq3835g7XNbnKPDtdmXaM0vo/kxL/EKr8ecrK+j8UBOCHMaUl52PtzmmPSsPsnnWXro/3ZId/6Swd9VBLn7YGNP055fS4/miMYGzwBeEty4ZwVsrxnDoxCFe7fgyHyZ9zL7j+5z652v15cnWj+ElXny98Vu2Z+6gVvUEMnIzOZJzhNjAWJ5u/SSPz3/KqVxVEvip2V+5/XsT6Tewygl8t/QXqlrHxcsj7M8gqprpEfYeTpekbUdIiAwgPiLAuEfePpbZq5yF8+zVKfTtbJzlX942hsUbDpa4JlacVvVCiAw+dVewa/cdJz6kGvEhvvhYLVzZJJQ5mw+fUl3pWzOpHuVH9Ug/rF4WaneMZM8KZx9PBcIeID/HVnRjQCA/x47dZseWa8fiZSkUouXx79pdxMeHERcfhrePF5df2Yq5xa6ltetQHz/Tn0CLlrVIOZDhqqoSHNqaSWCkH4HmmBI6RrJnpfOYvN0dk7XsMdULqktqVipp2WnY1MbiA0toHdmqRL5+9a9n+vY/yLMXLRZ2Ht3FkRzDbmLvsb34WLzxqqLn23D+X8tz10rfG3gQ6GomzQU+ducqlgcPHs4eqUeyiQ4tEsxRIb4kbXcWrCmHTxATWnCP3EJ1P2+OmEZlew9mccOw+QT4efHY9Q1p26BirK9TjuYSU6PoXDmqug9J+46XUaJ0sg7n4B9aZMHuH1qNg1tL3iNP/msvG/7YjT1f6fl8SwBqtYtgz4qD/PzIIvJzbLQdUJ9qge6FY01NySAqpsjRT1RUMP8mlW6O8tvPS7i4S6NSn5cYU5jzmNJdjGnTzL0km2Pq8ZwxpoR2EexdeZDfHjXG1LqcMYX4BpN+oug08dCJw9QLct7P1aqeQKhvCKsPrqFP7ctd1tMuqg07j+4iX/NdPq8KSLnmXVUbd5di4zGuyRVcv7rDTLuv1BIePHg467hzn9vVPWwEIoKqMWvUZYQE+rBuxxEGj1vOlNcvJdDvzMQnP2X9qKvuuzBUbdgrloa9Ytn+Twr/TtpJ5/805uC2o4hF6PdeJ3KP5zPjjVVENwuhehlW7WVSioHstCkrWL9uD59++ZDL525WXiKlQc9YGvSMZYc5pk7/aUy6OabrxnYiNyufmW+sIrppCIGljqmsyz3G9+W2hrfwyb+lXz6KDajJTYk3MmrFmJMc07lFVbW+dxd39RLtVPVOVZ1tvu7GMJzz4MHDOUxUiB8HDhXd5045fKKEKj46xI/9Zp58m52j2XkEB3jj420lJNDYhTetHUx8pD87Uk5tF16iX9V92J9ZdBUu5WgukdVPbSHhH1qNrENFN2yzDuXgF1y6VXrtjpHsNlX+O/5JoWaLUCxeFnyDfIhsEMSh7UdLLetIZFQQKfuLrgGmpBwhIrLk/fXFizbx2YRZvDvubnx83BMo/iHVyEovNqaQ0sdUq2Mke02V/85FKcQUjKmGD+GJZY/p8InDhPkWGRKG+oZwOKdoXL5evsQFxvJ8u2cZ0+Ut6gXV4/FWj1KnRm0AQqqF8FirwUz491NSs9PcGt+5yvmu0ne31zYpckdbcKXM3atYHjx4OEs0rxPEzpTj7EnLMu6RL91L77pijgAAIABJREFU92LX6rq3imLSP8ZFkBnL99OxUTgiwqGjOdjsxk5vd9pxdqYcJy7cv0L61axmALsO57DnSA65NjvT1x+iuxlJ7mQJq1udoweyOZaajS3fzo7FqcS1DnfKk3mgKCbA3tXpVI82drsB4b4cWH8EVSX/hI2DWzKpEePeGJs2i2fXroPs3ZNOXm4+M6avplt3Z8+EGzfs5c1Xf+adcXcTGuY6UI4rQutW52hKNsfSjDHtWpxK3EXOYzrqMKZ9a9KpHmWMyT/Ml5SCMeXYDBuHMsa0LXM7Uf5RhPuFYxUrHaM7sCp1deHz7PxsHp77GE8teIanFjzD1oytvLv6PbZn7sDfy4+nWj/O/zb/zOYjW0pto6pwvvvSd1d/8TQwR0S2Yeh/agF3n7FeefDgoULwslp4cUBT7ntnCXa7csMl8STGVue935JpVjuIHq2i6d8lnmc/Wc3lz88mKMCbMf9pDcDy5EO8NykZL4tgsQjD7mhBsLnjH/XjeqYt2Ud2ro1uQ2bSr2koD3eNdb9fFmFo7wQGfZ+M3Q7Xtwx3y0LfFRarhXYDE5k1Ksm4wtY1huC4ANb8vJ3QOtWJbx1O8l97ObDuMBar4BPgTedBxl35Bj1rsmhCMlOfXwYKdbtGE5IQWE6L5hi8rDw79HoeGvQJdrvS9/p21KsfzYfv/0GTpvF069GUd0ZPJSsrh2ee+BqA6Jhgxn5wj1tjajswkblvJaGq1O0aQ1BcAEnmmOJah7NppvOYOppjSuxZkyWfJDP9BXNMXcoek13tfLXxG55p/SQiFubvXcje4/u4od51bM/cwaq01aWW7Rl/GVH+kfStew19614DwFsrx3A01z0tybnG+R4tz61reQCmw5qGGAJ/o6rmlFPEg4eKwHMt7zSwL3yq/EwVwPddppafqYII3dG30toC6BrbpVLa8fn2h/IzVRCbrmlefqYKoknos5XWFqd5LS8rf4rbvzf+XtdUuWt5Ze7wTTe2s0XkhmKP6pmelX45g33z4MHDaWK5pLKMqFwL/DZjh1LzykvJzzrB4rue4/Aq57CrVj9fLvlxLIH1ElCbjb1T5rDmeaPPjZ64i3r33Yg930ZO2iEW3/MCWbv2uWqGDctS+GX8Wux26HhFAr1uaeD0fOHU7SycvB2LRfDx8+KWx1sSXasGxzNzmfj6MnYlH6ZD7wT6D25Rom5/r2tOZUJOmnxOTuCfquMiV6xctIfP3l2M3ab0vLYB/Qa2dHo+6b//MnPyJqxWoUawL4OHdiEyxtAapB04xgcjFnIw5Tgiwktv9yIyxv3ji3OJ891or7zRXYrh9c7VN16BChX4IqLA26r6lPl5CBBYUf7WzcA9U01//eccInIXhgfBvQ7Jt6kZ/vYk6nkcmKCqJYKZmx7wAlW1rfm5LTBaVbudYrdPCkeve5XRnoezR80+XameWJspib0J69CSduOH8WfHm0rk2zB6Iqlzl2Dx9qbHrC+IuaIr+/+Yz6FVG9jcth+27BPUf+BWLnrraf6+5YkS5e025cdxSTw0sjPB4X6MeWQezTtFE12ryICubfc4LrnaiAGwdtF+fv14HQ8O74SXt4Ur72zE/h2ZHNhRddTQNrvy5oydTo6LuicGn9KxiM1mZ8KYRQwbezlhkQE8c89k2ndJIL5OkU1F3QZhjP78Wqr5evHHLxv46oNlDHnDcLk89rX59L+rJa3ax5KdlYfFUuU2voVUVWM8dylzdKr6ivn2NVW92/GFEeymoskBbhAzFv3Z5izFav/BIbhMq5MV9iaPY0QMLI1IEelziv07Zc7SfHo4S8T2vYztX/0GQPqSNfgE18A3OsIpjy37BKlzjSjZ9rw8Dq9cj3+cYVSYOncJtmzj9kD64tX4x0Xjip3Jh4moGUB4TABe3hZaXxrL2n8OOOXxDSi6AZB7wlao963m50W9ZmElogKe61Sk46LN6w8SE1eD6NgaeHtbuaRnXZbOdw722bxNDNV8jf1hg6aRhVEXd28/jM1mp1V7w37Dz9+7MF9V5HwPj+tur392kfZTRXbEJB8jLGqJZbyIRIjIzyKyzHxdbKavFZFgMUgXkYFm+tci0rO0hkTEKiKjzLqSROQ/Zno3EZlj+sFfKyIBIjJNRNaIyL+mL3hEpI2IzBORFSIyQ0RiRKSeiKx0aCNRRFac7qSISKCIzBKRleZ4+5rpJfomIo8CNTGMLOeUUuUojMiH7s7JhyJyrfn+VxGZaL6/14xfgIj8Zs7FOhEZ5FDnMRF5TUSWAJ0c0v1E5A8Ruf9058fDuYl/bBRZu4sEb9aeA/jHlh5YxTuoOrHXdOfArEUlntW7tz/7fp/vohRkHDxBsMPONjjCj4z0EyXyLZi8jdfu/IvJn6zjhocr7wz7TODKcVHK0VPzg3Yo7TjhkUUue8MiA0hPK6EcLGTmlE207hQHwL5dmQQEVmPkc7N4cuBvfPH+0sJIfVWRC/panog0EpF+QJCI3ODwuguHsLEVzAfAACmK417AWOAdVW2HEcHuUzP9b+BioCmwDSiwsOkIlBWU5V6MqH3tMHwK3C8iBXE/22MEpGkCXAHsU9WW5lHAH6bnwfcxQvG2wYgA+KaqbgUyzCA0YNxk+OIkx3+ziKx2ePkBJ4DrVbU1RvCeMWJ4FinRN1V9D9gHdFfV7qW0sQjIEZHiz0ubk/kUzWssUBA78xJggfn+HnMu2gKPihGuFyAA+FdVO6jqQjMtEJgCfKeqnxTvnIgMEpHlIrJ8woQJbkyZh3MSF05oSjMSFquVi//7Nsnvfc3x7XucntUecC2hbZuxYdSnLsuW5jioOF2urcvLX/bimvua8ue3m8rvfxXjVBXpLp0zlVLZ3D+2sHXjQa4bYCyYbDY7G9Yc4K5H2jFq4rWk7DvKnGlV93rehX4tryFwNRCM8zn+UeCM7MzMcK5fAY9ixIovoCfQxMGDVg0RqY4hcLoCOzG8/w0SI0TtIVU9VkZTvTFC7fY3PwdhhJrNBZaqakHAoLXAaBH5P4zz/wUi0gxoBvxl9scK7DfzfwrcLSJPAjdjLB5Ohh9UdbBjgrnAGC4iXTEiBMYCUa76dhLtvIGxy3c0oS1tThYAj4tIE4wogSEiEoOxY3/UzPuoiFxvvo83y6Vj+GsoriGaBLylqt+66piqTsDQ9IDHSr9KkfjQbdS/3zinT1+2Fv/4IjW8f1w02ftSXZZrP+F1jm7eQfLYL53Soy7rRNOhDzDz0tux57rewQaH+3Ekrein4khaNkGhpe9HWneL5cf31rg9pnORinRcFBYZwMHUIodK6anHCXXhb2HN0r389MUa3vjwysIjkLDIAOo0CCM61rCX6NC1Fsn/ptKTBiXKVwXkZH5tqqCpQnln+JPM8/qri53hP6qq/5zBfr2Lsdt0DItlATo5nG3HqupRinafXTB8/KcB/SnaeZaGAI841FdHVf80nxV++1V1E9AGQ7iOEJGXzbLrHMo2V9XeZpGfgT4YC6UVqpp+qpPgwAAgAmijqq0wwvb6ltI3t1DV2Rhamo4OyS7nRFX3AiEYGoX5GHN7E0ZY3aNihDnuifH3aQmsokgDdEJViztp+hvoI1LaPsJDVWXzh9/x+0XX8ftF17Hnt5nUGXgdAGEdWpKXcZQTB0p6Ymvx+uN4BwWy4vHhTukhrRrT/uPXmH/tg+SklR6JO6FhMGl7j5O+/zj5eXZWzttLs07O5/2pe4vW/uuXpBARWzLEblWiIh0XJTYOZ//uDFL2HSUvz8bCmdto1yXBKc+25HTGv/UPL4zqSXBo0fFJ/cbhHD+aQ8ZhY8G1dsV+4usEU2Wx57v/qoK4a12xSkQexlCbFy6dVbV8DxKngKoeEpH/YQj9gtiKfwKDMc6fEZFWqrpaVXebRn4+qrpNRBYCQ8y8ZTEDeFBEZqtqnog0wNk6HrOdmhjagm9E5BhwFzASiBCRTqq6yNyBN1DVdap6QkRmYGgb7nXVsIgMNsc5zs0pCQJSzX52x3B8VFrfwNDAVAfKs4R/E/gI4ygESpkTVT2OcQzwONADCMOw4Siw4wgCDqtqlog0wnkR4YqXgZcwYjM8WO7oPVRJ9k2fR80rL+WaLX9hy8pm8d0vFD7rs+o3fr/oOvxio2j24oNkbNhKn5W/ArBp3Dds/ewnLhr1DF6B/lzy41gAju/az/y+Jb8uVquFfoNbMP6FRdjtSsfLE4ipXYPpX24gvkEwzTvFsGDSdjatSsNqFfyq+zDg6daF5V+9409OZOWTn2cn6Z/9PDSik5OF/7lIRTousnpZuP+pTrz6+AzsduWyqxNJqBvCdxNWUr9xOO27JPDluKWcyMpj1FDDLCgiKoAXRvXCarVw5yPteeWRP1CFeo3C6NW3YUUOtXLRqmt/4A5uOd4RkR+BjcBtwGsYO84NqvpYhXZG5JiqBprvo4DtGKrfYaZQ/wBojLFQma+qD5h5vwasqnqbiHQGFgIRxXfXIlIfQ2XeRoxDmDcwjioEQzNwHXARMERVrzbLXI6xyLADecCDqrrcPKd/D0PYeQHvFpxHi0hHjJ1+govdLSIyDvhbVf9bLP0uSl7LewjYhHHm7Q2sxrBZ6INx5OKqb48ADwP7i5/ji3Etb4iqLjc/rwCOqmq30uZEVTNE5F7gdVWtaS5wjgB3qOovYjhl+g3jqCEZQxsxTFXnOv5NzfZ2YJzzp2Ms5tJU9Znic+SAR6VfBfhOKvdHvjKd71xR661KaSf/y9srpR0Ay8DKc5RqkcsqrS1OV9Ge97v7vzfefcptS0SuwLA/swKfqurIYs+7Ymi0WwC3qOpPDs9sGNpbgF2qeq3bfSutP24K/FWqepGIJKlqC/MHf4aq9jjdDlQmpnX7AFUteRm4YtsZAgSp6kulPJ8K3KCqua6ee3DCI/CrAKUJ/DPleOc2TT6zAzoLnKzAPx3HO8UF/oIF6xj+5o/Y7Ur//p25f5BzCNxlyzYzYsRPbErey5gx93D5FUUaklGjfmHevHWo3U7nzo15YeiNTtEKq5TAz5nm/u9NtavKbEuMa8ibgF7AHmAZcKvjVWsxfMPUwNBKTy4m8J02SxWBu6aGBdYyR0yDtSCgdkV25EwjIq9haCdGnOF2fgUGYqzqXKKqV3uEvYfzHUfHO0sHvUS78cNc5tsweiLTGvfhj4uuJ+Li1sRc0RWAQ6s28Efbfvze8lp2/TSDi956uhJ7f25T4Hjno5sTmTyoGdPXp7MlLbv8gq7qstl5/bUfmPDJYKZMfYlp05azZct+pzw1Y0IZMeIOrrq6rVP6qpVbWbVyG5MmDWXylJdYu3Yny5ZuPuVxnXXU7v6rfNoDW1R1m/l7/z3gpJpS1R2qmoShpT3juCvwJ4hICIZV92QMS+3K0XNVEKr6snl9bdUZbud6VW2hHk9yHi5wKsvxzoVIRTreSUraQUJCBPHx4fj4eHHllW2YPcv5FkNsXBgNG8aVvH8uQk5OHnl5+eTm5pOfbyMsvGq61QVOymjP8fqw+RpUrLZYYLfD5z1mmrv4mvUuFpHrTntsuGm0p6oFF2DnA3UromEPHjyc35TmeMeVpT4UOd7ZWOxqHpTteOdCxJXjnaR9x8soUTqpKUeIjimy8I+KDiFpzQ63yl50UV06dGhA1y7Po6oMGHAp9eqduk//s47d/Y12sevDrnCl8j+ZI8oEVd0nRjj62SKy1vT1csq4tcMXkeEiEuzwOaTAw5oHDx48uKSSHO94MDhlxzuu6nKzsp07U9m67QBz5r7J3HnDWbx4E8uWeVT6JnswfJIUEIfhFM29rqjuM//dhnHl/CL3B+Iad1X6fVT1iENHDgNXnm7jHjx4OL9IfOg2+qz6jT6rfiN7X2qFOd6Zd+2DpTreuRCpSMc7UVHBHNhfdByQcuAwkZHFHZ26ZubMNbRsWYeAAF8CAnzp0rUpa9ZsL7/guUrFCvxlQKKI1BERH+AWjCPxcjE31dXM9+EYN7NOJa6KE+4KfGtB42YH/IBqZeT34MHDBcjZcLxzIVKRjneaN6/Fzp2p7NlzkNzcfKZPX0H3HiXDBLsiJiaEZcs2k59vIy/PxvJlm6lXtwrbWlSgwFfVfAx/MDOADcD/VHWdGLFFCmKTtBORPcCNwMciss4s3hhYLiJrgDnASD21QGpOuHst7xngWuBzDA3QPRhXCKqU4Z6HKonnWl4VoLRreW3HvUzMFV0KHe8cWvEv4Ox45/o988nYsBV7jrFjLXC80+Ovzwlq3oAT+41FgqPjHc+1PJi/5QgjZ+4qdLzzn4trul22+LW8efP+ZcTwn7Db7dzQrxMPPNCH996bQrNmtejRowVr1+7gkcETyMzMwsfHm/CIGkyd+hI2m53XXv2e5cs3IyJcckkTnnu+v3NbVehanh75xu3fGwm+vcp5CnXXaO8tEUnCcJ8KhgOWGWeuWx48eKhKNG/q+rcvNNiOj7dirwb16iixJ4x8e26/3iyTSuqEjwi+ti/WGtGsb98Gf7O+vDlT8G79dKFvz+MrZtO8qVBt4X1sOjLaqZ0Vi3bzyduGp71e1zbkxjtbOT3/7bsk/pyUjNXLQo1gXx57sSuRMYY1ed9On1KrnrE7jogO5KXRRXfQ6y/eyoIN6Qz/ZbNxR71jDPf3qu1Ud26+nWe/Wc/63UcJDvDm7TubEhvmR9LOTF75YSNgBKh5+Io69Gpp3FIY+t0G5q47SGigD1Oe7wCA1439nOqd/3cyb46agt2u3HhdOwbd083pefUV2whImkry5gPUu6obXr2KIgA2bvM8DeobO+2Y6GA+GnunU9mNR1Y6fd6ftZs8zcGuyqHcA2w6spIrBsYC+Ww6spI/FqzF2w8iAwMICvHjkaFd2GTW0fu2ODbt2M7BlGPMmreSi/tGEFWzyFK/UUilCvzTw1Y1Xea6y8kELl6F4elNzfeVgogo8LaqPmV+HgIEquqwCqq/NkbgmWYVUd+ZwPTW9BqGg4YTGN7snlbVXWWUaQXUVNXp5uduQO6pxkCoCvPk4dyiepeuVEuoxaYrL8evRUtiX3qFrbfdXCJf5tw5pH/3LQ2m/1HiWcYfv7Nv+OtltmOz2flo1N+8/v6VhEUG8ORdv9GhSy0S6hapuOs2COftL5vg6+vF9J/X8/m4pTz7piGIfKpZee+bfq7rtiuv/5jMZw9dRFRwNW4as5zuzSOoH13ki/+nRfsI8vNixkudmLYyhdFTtvLOXc1IjAngx6fa4mW1kJqRw/VvLaV7szC8rBauax/NbV3ieO4b11pam83OayMn8fn4e4mKCqL/gHH0uLQx9esVhReOiQlmxKs3MvGrkrcXfKt5M+kH9xyh2mx2Ph79D6++14ewyACG3D2J9l0SSKhTNH91Gobx9hfXUc3Xi99/Xs8X45byjDl/7746lxvvakWrDnFkZ+VhsVS5jW8R57lrXXet9G8ClmIEpbkJWOIQUe1MkwPcYBounHVM70mV2V4zjFC8d6pqIzN4zreU7/ioFc6Gld2Azmeij+4gIiezuPRwHlC9+2UcnjwJgOykNVir18ArPKJEvuykNeQfdH1Vzx02r08jJq4G0bE18Pa20rVXPZbM3+mUp0Xbmvj6Gl/Bhs0iSU917wpb0s5MEiL8iQ/3w8fLwpWtI5m91rmvs/89SN/2xlW0y1tGsHjTYVQVPx8rXlbjJzY33+6ka25XP4Rg/9L/SyT9u5ta8WHEx4Xh4+3FVZe3ZNZc58VBXM1QGjWIOW0Bu3l9GtEO89elV12WFp+/NjWp5mL+dm0/jM2mtOoQB4Cfv3dhvipJxRrtnXO4a7Q3FGinqneq6kAMD0Iu3caeAfIx7jo+UfyBiESIyM8issx8XWymrxWRYDFIF5GBZvrXItKzeD0O9VlFZJRZV5KI/MdM7yYic0TkO2CtiASIyDQRWSMi/4rIzWa+NiIyT0RWiMgMEYkRkXoistKhjUTTf727PAsMV9UNBQmqOllV55v1zRWRtub7cBHZYVqEvgbcLCKrReRZ4AHgCfNzlzLmbpiITDTr3SYijzr0xUtEvjTn5icR8S9t3A59Gy4i84DHzLlYbLb3mhgBfzycp3hHRZF3oMhjW17KAbyjosooUZIavXpR/5dJJLw9Fu9o18Zg6anHCY8q8kAaFhlAelrpAv2vycm06RRX+Dk318YTd/7KkHsmsWjeDqe8qRk5RAcX2SdHBVcjJSPHKU/KkRxiQow8XlYL1X2tHDlu3ChYsyODq0csoe/IpbxyU6PCBUB5pKRmEh1VZCkfFRVESlqmW2UBcnLzueG297lp4AfMnLOuzLzpaVmERxZpLIz5yyo1/19TNtGmk3HbbN+uDAKq+zDi2b94fOCvfP7+Emy2qikMgfNe4Lu7FLOoquN9mnTcXyxUBB8ASSJS3EhwLPCOqi4UkQQMa8jGGOFXLwZ2YkSC6wJ8hRHFrazobPcCGarazryV8LeIFITMbQ80U9XtItIP2KeqVwGISJAY8QXeB/qqapq5CHhTVe8RkQwxo/sBdwNfnMTYmwKjy83lgKrmihEqt62qDjb76IcRzna0+fk7XM8dQCOgO0bEvWQRGW+mNwTuVdW/RWQi8JCIjHU1bgzDToBgVb3UbHMqMFZV/ysiD5zMmDxUQVxsPN0xEi7g6Nw5ZEyfiublEXrTzcS9OZLt995Vsk5XTZey6Z3z+2a2bDjIiI+uLkybOOlWwiICOLA3k6EPT6N2vVBi4mqY/XVRd7GBuRyR2YGWtYOY+nwHth44zvPfrqdrk1CqeZevJFQXtZ7MPn7O9OeIiqzB7j3p3DnoExrUjyYhPqyUxtxva+7vm9myIY3h4435s9mU9asP8M5X1xMRFcioF2cze9pmel1bRSPmnYTjnaqIu0L7D3PndpcYEd2mAdPPXLecUdVMDIH9aLFHPYFxIrIa435jDRGpjhGvvav5Gg80F5FYjFCyZe0qewMDzfqWYISBTTSfLVXVgguma4GeIvJ/ItJFVTMwhGEz4C+z/IsYjhYAPgXuNo8Dbga+O5V5EJEwc4e+ybRlOB1KmzuAaaqaY7oHTgUKtmW7VfVv8/03wCWUPW6AHxzedwJ+NN+XOgfi4LJywoSyHFl5ONcIveU26v/0K/V/+pX81FS8o4u8rnlHRZOf6voevitsGUfQPGOnfOinH/Fr0tRlvvDIAA6mFP23Tk89Tmh4yXj3q5fu5X9frObF0b3x9ikSumERRt7o2Bo0ax3DtuQir9hRwdU4cKRoR59yJIfIoCIPdwDRwdXYf9jIk2+zc/SErYS6vl50AH4+Vjbvd+8oIToyiAMpGUXtpmQQGeF+yN6oSCNvfFwY7dvWZf3G0v29hEUGcNDhiCM99TihEf4l8q1eupcfv1jN0FFF8xceGUDdBmFEx9bA6mWhw6W12Jpchb2Kn+c7fLcEvqo+jaFWbwG0BCao6rNnsmMueBdjB+74P9kCdFLVVuYrVlWPYrgA7mK+5mKEee2PsRAoCwEecaivjqoW7PAL/0eo6iagDYbgH2HupgVY51C2uar2Nov8jBHO9mpgRfGwveWwDmhttptunuFPAAp0mPkU/R19T6Le0uYODLuJAmwUaYKKbwWUsscNDvPmLqo6QVXbqmrbQYOKu6f2cC5z6Pvv2NL/erb0v57M2bMIudaIFeLXoiW2Y0dP6qze8by/Rvce5Gxz7VU0sXEE+3ZncmBfJnl5Nub/tZX2XROc8mxNPsgHIxfw0qjeBIcWxY0/lplDXq4RwTrjyAk2rEkh3sFYrXlCdXamZbEnPZvcfDvTV6bSvZmzOVH3ZuFMWmocXcxYk0bHxBBEhD3p2eSb6u29h7LZnppFbKh7/0WbN41jx650du89RG5ePtNmrKFHtyZulc3IzCI317A2P3T4OCtX76R+3chS8yc2jmD/7kxS9h0lL8/Ggr+20b5LLac825IPMv7/FjK02PzVbxzOsaO5ZBw2AvckLd/nNH9VjpPwpV8Vcdu6QlV/xhBcZwVVPSQi/8MQ+hPN5D8xHBuMAsMyXVVXq+pu08jPR1W3ichCjPCDg8tpZgbwoIjMVtU8EWmAc2x6zHZqYmgLvjHPoe8CRgIRItJJVReZKv4GqrpOVU+IyAwMbcO9rhoWkcHmOMcVe/QW8KuILHY4x3dcfu/AWHwUGFUWcBRDJe/42XGL4HLuXM5KEQkF4wNuBRZi3BhwOW4X5RcD/TB2/beU05aHKs7R+fOo3qUrDX7/E80+wZ6XXih8Vv+nX9nS/3oAop8cQvCVV2Px9aPRzLkc+uUnUj8cR9jtd1CjW3fUZsOWkcGeF5932Y7Vy8IDQzrzyqO/Y7crPa9pSK26oXzz8XISG0fQoWstPn9/CSey8hn5wkyg6Prd7h1H+GDkAkQEVaX/nS2drPu9rBZe7NeA+8avxm5XbuhYk8SYQN6bvo1m8dXp0TyC/h1jePab9Vz++iKC/L0Yc6dxkWXFtiN8MnMX3lZBBF6+sSEhgYZ24Kkv/2XpliMcOZZHt5f/ZnCfOtzUtWhMXl5WXn72Wu57aCI2u51+fduSWC+KsR/+SbMmcVzWrQlJ63Yz+MmvyczMZs78jbz/0V9M+/lJtm5L45U3fykc0/13d3Oy7nc1f4OGdGbYY8b8XXZ1AxLqhvDthBXUbxRuzt9SsrPyeGvoLADCowJ5cXRvrFYLdz/SnpcGGwrfeg3D6d23iqrz4bxX6ZfpeEdEjlLKERmgquq+jukUEYeYwCISBWwH3lLVYaZQ/wDj7NkLmK+qD5h5vwasqnqbiHTGEE4RxXfXIlIf+EFV24iIBXgDuMYcYxpwHYYP4yGqerVZ5nIMQWnHCB38oKouF+Mq3HsY4YO9gHdV9ROzTEeMBVOCqtpcjHMc8Leq/tfFs6uAYRgCPB3YBbyiqptEpBHwP+AYMBu4XVVri0goxgLGGyMk8CrgJ7PPj2B4fioxdyIyDOez/n8xNBNgHOPMx7D23wzcoaoGg1K3AAAgAElEQVRZpY1bROaa87bcrCsR4yhAMI6FBqlqedGjPI53qgBrmzWqtLaqLbyv0tqqv/i0YpWcFJauvcvPVEFszNlSaW01CqnUsMan53hn19vuO95JeLLK3T90y9Pe+YyI9AUGqOpNZ7idIUCQqrq83WAatN2gRtzk8xLTqj9bVVVEbgFuVdW+5RS7sL+gVYTSBH7M80Op3qUr9hMn2DP0eU5sKHnvPOrRx03HOzVY375NYXpw3+uJeepp8lJTAEj/77cc/vknlwL/fHC8U1zgl+d4Z9mKbQwfbTjeeXvErVxxMo53ign8lYt288k7iwvnr//Alk7PJ323lj8nJ2O1SqHjnYL5SztwjHHDFxh2FCK8/PblxRzvVCGBv3O0+wK/1pAqJ/Cr8IXJ00dEXgP6Yqjkz2Q7vwL1gB6l5SnQHpzntMEwFBTgCEWW/B7OQzyOdzyOd6oc57lKvzKv1p1zqOrLqtpSVc+o50BVvV5VW5hW7xcsqrrAnO8WqtpVVStPr+ih0vE43vE43qly5Nvcf1VBqvBfxoMHD+cypTneORnhXqNXL/zbtiV3xw72vzWCvAMHSuRx5Xhn07rSr/+V5njHarXQ786WdLq0duEzV453knY6O8ApzfFOSKAPa3ZkMPS/G9l/6AQjb29yWo53kv7d7VZZKHK84+VlYdDd3ejZ3fWVRnDteGfTutL/RqU53knZf4yW7Woy8KF2WN0c5znHeb7D9wh8Dx48nBk8jnc8jneqGvbz22Soii7DPHjwcC7icbzjcbxTpR3v2O3uv6ogHoHvwYOHCsPjeMfjeKdqO945vwW+R6XvwYOHM4LH8Y7H8U6V4zxX6V/w9/A9nPN4vqBVgO+k8n7kr8kdWWltAQTM+rP8TBWAPeVo+ZkqCMvAuyuvLbms0tridO/hr3jR/Xv4bd6ocvcPPTt8Dx48nDHajB1KzSsvJT/rBIvveo7Dq5yvlln9fLnkx7EE1ktAbTb2TpnDmufHANDoibuod9+N2PNt5KQdYvE9L5C1q/Sz6AL+WZjM6JFTsNuU6/q14677ujk9/+bLBUz6eRlWq4WQ0ABefr0/MTVLV0Nbrhhf6rOKxP7l7SeVf8HWDEb+tQubKv1aRnB/55jyC5VW14J1DH/zR8O5UP/O3D/ocqfny5ZtZsSIn9iUvJcxY+7h8itaFz4bNeoX5s1bh9rtdO7cmBeG3oiUZjV5rlNFVfXucs6e4YuIisgYh89DTLevFVV/bdNt7DmJGZmwuF/98so8ICIDT6PNF8rPVWb5uSKSLCLXOnxu6yLfzSKyxfQu6OE8pWafrlRPrM2UxN4sHfQS7cYPc5lvw+iJTGvchz8uup6Ii1sTc4Wh2z60agN/tO3H7y2vZddPM7jorfI9ttlsdv7vjUm8N/5ufpz8BDOmr2bb1hSnPI0a1+TrHwbz/a+Pc1mv5rw35vfTHmtlY7Mrb87YyUc3JzJ5UDOmr09nS1r2qdVls/P6az8w4ZPBTJn6EtOmLWfLlv1OeWrGhDJixB1cdbXzf+dVK7eyauU2Jk0ayuQpL7F27U6WLd18yuM665znZ/jnrMDHiNh2g+kv/6xjhrY964hIqVoZVf1IVb86jepPS+CbDFDVyWVlUNUfgMpziO7hrBDb9zK2f/UbAOlL1uATXAPfaGfHO7bsE6TOXQKAPS+PwyvX4x9nnDenzl2CLfuEUX7xavzjosttc93a3cQnhBEXH4a3txe9+7Rk3mxnrULb9vXw9TPO0pu1jCfFwRq+qrB233HiQ6oRH+KLj9XClU1CmbP58CnVlZS0g4SECOLjw/Hx8eLKK9swe9YapzyxcWE0bBiHRYqJDBFycvLIy8snNzef/HwbYeHVqaqoqtuvqsi5LPDzMcLAPlH8gYhEiMjPIrLMfF1spq8VkWAxSC/Y7YrI1/L/7J1neFTV1oDflUZCIISQSugk9CodAQFB0YsURbEDF8HyYcdrwe6lKApXwQaKvRcEpIqCINKR3gk9pJBAEiCQZGZ9P85JMpPMhAkETOJ5n2eezNlnt7NnMmvvtddeS6SXu4ZExFtEJpp1bRaRe8307iKyRES+BLaISKCIzBWRTSKyVUQGm/naiMjvIrJeRBaKSJSI1BeRDQ5txIrI+gsZCBH5WEQmicgSYKKIHBCRYIf7e0UkQkReNH32566uXxWRNSKyW0S6mukVReRb8zm/EZHVItJWRCYAASKyUUS+MPM+Zj7nVhF5xEyrIyI7RGS6iGwTkUUiElC413ncKSJ/mnW0v5DntyibVIyO4MzhfEc5Z44kUDHavfGYb5XKRN/Qg4RfVxa6V3/4IOLnF3YhW5CkpHQiIvMd1oRHVCEpKd1t/lk/rqNz1wbnrbe0kZiRRVRQ/vHAiMp+JGZkX1BdSYkniYzK39KIiKzq8SSodet6dOjQgG5dn6Zb16fo0qUx9etf+NbC3461wv9beRu4Q0SqFEh/E5isqu0wwq1+YKavAK4EmgJxQFczvSNGaFZ3DAfSzPraASNEpK55rz0wRlWbAH2AeNM9bDNggRjhYKcAg1S1DUbo3rGqug9IMyPJAQwDPi72COTTAOilqo8Cs4CBACLSATigqokuyvioanvgEeAFM+0B4ISqtgBewfBvj6o+hRHYppWq3iEibcw+d8AYvxEi0tqsIxZ4W1WbYvjEd+2I3CBQVTub7c4oIl8eIjJSRNaJyLpp06Z5UsSiNOJiH9fdyki8vbnyq0nseuszTu8/4nSvzh39CGnbjB0TP3BZtkADnnQDgHlz/mLHtiPcPeyq89dbBrjQXfPiOC4qyMGDSeyLS2DJ0rEs/X0cq1btZu1aS6VfWinVRnuqmi4inwIPAY4bVL2AJg6GIUEiUhlYDnQDDmLEnh8pItEYsetP4Z5rgBYikhtPvgqGUMsC1qjqfjN9C/C6iLwK/Kyqy0WkGdAM+MXsjzeQuwH2ATBMRB4DBmNMHi6U7xzC6n4DPA98hBFX/hs3ZX40/64H6pjvu2BMmFDVrSKy2U3ZLsBMVT0NICI/YkygZgP7VXWji7pd8ZXZ1jIRCRKRYFU9WUR+VHUahnYHLCv9MkXsA7cTM8IIPJmydgsVa+ar4SvWiCQz3rXjnfbTXiFjzwF2vfmJU3rE1Z1oOuY+Fl91J/as869gwyOqkJiQvzpNSkwjzIXDmtUr9zBj2m9M+/he/PxK9c+gSyIq+3EsPT+wZmJGFuGVfS+srohgEo7lbwckJpwgPLzgGss1ixdvomXLugQGGv4FunZryqZN+2nXLvaC+vK3U0Z95HtKaV/hA/wPYwXu6DrLC+hkrkZbqWq0qmZgxGrvar6WYsSzH4QxESgKAR50qK+uquaexclzQaWquzFWxFuA8SLyvFl2m0PZ5qqaG+fyB+A6jHjy61U15UIHwbEfwEogRkTCgAHkC/aC5LoIs5E/ufN0IVBUvnMO7x3rdkVBgW0J8HLMnne+ZH7rAcxvPYAjPy2m7t0DAKjWoSXZaRmcTSjseKfFK4/gW6US6x8Z55RetVVj2r//Msv63c+55FSP2m/SrAaHD6Vw9Egq2dk5LJq/iW49nB3W7NxxlHEvzWTS1CGEVKvkpqbSTbPqgRw6cY4jJ8+RZbMzb3sqPWIvzOFN8+a1OXgwiSNHjpOVlcO8eevp0bOFR2Wjoqqydu0ecnJsZGfbWLd2D/Xrnd/WotRirfD/XlQ1VUS+xRD6uSrhRcAoYCKAiLRS1Y2qetg08vNT1TgR+QMYbeYtioXA/SLym6pmi0gD4GjBTCJSHUNb8LmInMIIqzsBCBORTqq60lTxN1DVbap6VkQWYmgbhrtqWERGmc/psUW+GU9+JjAJ2FHMicQfwC3AEhFpAjR3uJctIr6qmo0xefrY3NsXjC2Eu4rRTi6Dzba6YGyblD0LKYsLIn7e71S//ipu2PsLtjOZrBqWbxN63V8/Mb/1AAKiI2j27P2k7djHdRtmArB76ufs+/B7Wk/8Dz6VKtLluzcBOH3oGMv6319kmz4+3jzxTD8evHcGNpudfgPbUj8mgvemLqJx0xpc1aMJb70xn8wzWTz12BcAREQFM3nqkCLrLW34eAljrqnFyK93YbfDwJahxIQVZUpTRF0+3jz73GDuGT4Vu93OjTd1Ija2Om+9NYdmzWrTs2cLtmw5wIOjppGefoYlS7YwZepcfv75Oa699gpWr9pN/37/RUTo0qWJx5OFUkk5d7xT6gW+yRs4C+2HgLdNdbQPhnC6z7y3GkOtDsbKfjyGkCuID/kr1Q8w1NIbxNDLJ2OsnAvSHMNozg5kA/erapa5FfCWaWvgg6GV2GaW+QK4EWOS4opGGLYHxeUbYC3GpKM4vAN8Yo7dX8BmIFcITwM2i8gGcx//Y2CNee8DVf1LROoUs70TIvInEAT8u5hlLco460a97DJ9fmvj3yvzaKJbpz2/9b4w5zBdujWiS7dGTmn3jbom7/07H5SPAyLdYoLpFhN8/owusH/6kdN1V6DrHbnudBOwf/oRo4KBI8exf7qe1H1pBGSfxc9fuKllVUZ0jsL+6UcI8EIMEJPryjijUN1eQy6r452Lo4yu3D3lH+tpT0T6Yxwhu+UStzMaqKKqz7m5/zNwo6pmubp/CfrjDfia2of6wK8YGomLbl9ElgKjVXWdB3m7m3n7nifrP/MLamFxCckphpMfm13513tbmH5bAyKC/Bj80XYm9q/vsUbBZ8jnF9rNC+GiPP7YF9zv8e+NV593y5x3obKywi9RRORloD/FXx0Xt52ZQH2gp7s8Hgi8kqYihordF+Of4/4SnGykYmwDPFPUWXzzOOMLGAZ/FhYWpRjHM/9A3pn/C91CKNWUc6O9f6TAV9XnMazcL3U7Ay91G8XFNG4s5P2uhOq+0cN83+D+ZIGFhUUpwtWZ/83xnoX5LXOUc5X+P1LgW1hYWFhcOGVOl+0pltGehYWFhcU/lZI881/qKecr/LJwDt/CwsLC4m+iJM/8l3bUph6/PEFE+ogRUGyviDzl4n4F08X5XtPNeR2He0+b6btE5NqCZS8Ea4VvYWFhYeGWkjzzX+opQZW+eSLqbaA3cARYKyKzVdUxmtNwDFfnMSJyK/AqMNj0kXIrhpv46sBiEWng4G31grAEvoWFhYVFkVzMmf+yhGaXqEq/PbBXVeMARORrjNNhjgK/P/Ci+f57YKrpC6Y/8LWqngP2i8hes77CkaWKgSXwLSwsyhRBL/UulNarflte7fMA3l5efLJhPpNXOB8Cub3lNfy39wjiMwynlNPWzOLTv+ZTs0o4n9/yAt5e3vh6efP+mlnMWP+zU9n0F365dA9TRli+L40JvxzCpspNLcMY0bkMR8QrCg9V9WAE+QJGOiRNM+OA5BINHHa4PoIRjAxXeVQ1R0TSgGpm+qoCZaM97pwbyqXAFxEFJqnq4+b1aKCSqr5YQvXXwQie06wk6itpRGQohtvho4AfRmTB6UXkbwVUV9V5l6eHFhYlh5d48cb1D9L/syc5mn6cpSOmMm/XSnYdP+SU78dtvzN6vrMH64SMVHrPeIQsWzaBvv6semA683atJOHUxYS9KF/Y7MrYhQedHO/0iA0un2p9m+cr/AJBvlzh6jBDwRmFuzyelC025dVo7xxwo+lX/2/H3Mu53Hyjqq2A7sA4EXEfiBxaAdcXp3IRKZeTRYuyR9vohsSlxnPgZALZ9hx+2LaUfzXq7FHZbHsOWTYjCl8FH1+8pLz+JF44jo53/Ly98hzvlEfUrh6/POAIUNPhugYQ7y6P+ZtaBcOBmSdli015/XbnYMy8Hi14Q0TCROQHEVlrvq4007eISLAYpIjI3Wb6ZyLSy11DIuItIhPNujaLyL1mencRWSIiXwJbRCRQROaKyCYR2Wp6m0NE2ojI7yKyXkQWikiUiNQXkQ0ObcSKyAV5pVPVJGAfUFtE2ovInyLyl/m3oYj4AS9jGIpsFJHBZl9nmM/0l+mGGBEZKiLficgcYJHZ12Vmua0i0tXMd5s5nlvFCCWc+xynRGSsOQarzjMJsbDwiKjKoRxJz4/CF59+nOqVC8/1+zXuwp/3vc+nNz9HdFBYXnp0UBh/3vc+2x/9kv+t+MZa3RfAleOdxIzzhyouk9jU89f5WQvEikhd83f2Vozw4o7MBnIjNw0CflPD3/1s4FbTir8uRrj2NVwk5VXgg2EdeYcZ0MaRNzFU3O2AmzAC54ARwOZKDKvIOIx4EgAdcd5LKchwjChw7YB2wAjzAwLDyGKMqjYB+gDxqtrS3ApYYLq3nQIMUtU2GNEAx6rqPiDNVLUDDAM+LvYIACJSD6gH7AV2At1UtTWGp8Fxplvd5zE1AqYXvDEYX7x2QA+MgEG54Yk7AUNUtSdwO7DQ1CS0BDaKEVHwVQx3wq2AdiKSG4goEFilqi0xAh6NcNPnkSKyTkTWTZtWlMbMwgIMGydntID2c8HulTR78y46v3cvS+P+4r0BT+TdO5qeTOf37qXVW0O5vWVvwgLLv3HaxVKuHe94+joPqpqDEfRtIbAD+FZVt4nIyyLSz8z2IVDNNMp7DHjKLLsN+BbDwG8B8H8Xa6EP5XQPH0BV00XkU4zIepkOt3oBTRx+JIJEpDJGZL1uwEGMcLYjRSQaIxzuqSKaugZoIUbEPDBUMrFAFrBGVfeb6VuA180V78+qulxEmgHNgF/M/ngDx8z8HwDDROQxjBCz7Ys5BIPFCEl7DrjXDDNcEyNSXizGfpA77xnXAP1M2wcAfyA3HNYvqpobnHwtMMOcuPykqhtFpCewVFWTAUTkC4xx/ckck1yLqPUYx1UKUWBvrHy7vrK4aOLTk6nhsGKvHhTKsQznVXpqZkbe+483zOOlXoUj5iWcSmFH0kE612rOrB3LL12Hyxj/JMc7ml2yvvRNu6h5BdKed3h/FrjZTdmxwNiS7E95XuGDEaZ2OMbKMhcvoJO5mm2lqtGmf/llmFEigaUYIXIHYUwEikKABx3qq6uquaFw8xxOq+puoA2G4B8vIs+bZbc5lG2uqrlxPH8ArgP6AuuLGfMe8lfsHVR1ppn2CrDE1DDcgCHI3T3TTQ79qqWqO1w80zIMYX4U+MzcBilq8p+t+eEZbZTjCafF5WP90V3UqxZN7eBIfL18uKlpd+btcj69FFEpJO/99Q07sds06KteORR/H0NdHexfiY61mrIn5TAW+fyTHO+UsEq/1FGuf3DNVe23GEJ/hpm8CEPNMhEMC3VV3aiqh00jPz9VjRORP4DRZt6iWAjcLyK/qWq2iDTAEIBOmKruVFX9XEROYUTqmwCEiUgnVV1prpQbqOo2M3ztQgxtw3BXDYvIKPM5p7q674IqDn0b6pCeAVQu8EwPisiDqqoi0lpV/3LRfm3gqKpON1X+V2Co8980x/IEcBvGtoWFxSXBpnaemDeVmXeOx1u8+GzjQnYmH2RM9yFsiN/N/N0rua/DAK5v0Ikcu40TmRnc99NEABqG1WLsNfeiqogIb/35HduTDvy9D1TK+Cc53vHQGK/MIvkLrvKDiJxS1Urm+whgP/Caqr5oCqK3gcYYE55lqnqfmfczwFtVbxeRzsAfQFjB1bWIxGCsoNuIiBfwX4wVs2BoBgYArXGI9y6Ga8SJgB3IxghLu87cp38LQxj7AP/LPUInIh0xVvq1XO3fiMhUYIWqflUgfSjQVlVHFUjvBHxi9vE34C5VrSMiIRhC3hcYj2Ew8j+gs/lMB1S1b8F6RWQI8IT5PKeAu1V1v4jcDjxtlp2nqv9x8bkMAvqq6lAXH6Ej5e8LWg7Z0qzRZWurwh+F1fGXiphV+y5bW17drjl/phJi57m9l62tRlWfOH+mkuOizAvOvTbQ49+bCv+ZWeZMGcqlwL/UmFbrd6jqLZe4ndFAFVV9zs39n4EbSzCefWnE+oKWAdwJ/Kinx1C5azfsZ89yZMzTnN2xvVCeiIceIbhff7yDgtjevk1eenD/gUQ9/gTZSYkApHz1BSd++N6lwF+/8jDTJ63Ebld692vIzUNaOd3/6cvNLJq1C28fL4KC/Xn42W6ERxlKrf6dPqB2fUNFHRZZiedez3dbHrNqH8t3pDDuxz3Y7cqgjlGM6F3Hqe6sHDtPfr6d7YczCA70ZdKQpkRXC2DzwXRe+GYnAKrwf33q0rulYWsw5ssdLN12nJBKfsx52vDFUlDgL1uxi7ET52C3KzcPaMfIf3d3ur92fRzjXv+ZXXsSmDT+Nvr0bp53r3Gbp2kQE2l8BpHBvPfmEKeyBQX+hpWHmT55Vd74Dbq7pdP9WV9uYdHsXXh7C1WqBvDgmK5545eccIqp45ZzPPEUiPD8pGuJqJ6vMCxTAn/8AM8F/tM/lTmBX65V+pcCEXkZw+3h0EvczkygPoa1u0tytQcWFqWRyl27UaFWbXZffy0BLVoS/dwL7Lt9cKF86UuXkPLlFzSYt6DQvbQF84kf90qR7dhsdt6buIJXplxPtfBAHhv6Ex261qZWvfx95noNQpn0SRP8/X2Y98N2Ppq6hifHXg2AXwVv3vr8Jtd125VXvtvFhw+0JiK4Are8sY4ezcOIicw3C/p+ZTxVAnxY+Fwn5m5I5PU5+5g8tBmxUYF893hbfLy9SEo7x8DX1tCjWTV8vL0Y0D6S27vW4KnPC0+Acp/p5Qmz+Ojd4UREVGHQHVPpeVVjYurnn2SNigpm/Es3M+PTZYXK+1fwZdY3Dxc5bo5tvf/6n7z01nVUCw9k9LBZtO9ai1p188evbsNqTPp4ABX8fZj/w3Y+nrqG/5jj97+XlnLz0Fa06lCDzDPZeHmVOTmYR0kb7ZU2yrvRXomjqs+bR+sK7WmXcDsDVbWFqh6/lO1YWFwqKve4mhOzZwGQuXkT3pWD8AkNK5Qvc/Mmco4nF0r3lD3bk4mqEURkdBC+vt50612f1csOOuVp0bY6/v7G+qZhs3BSkk67qqoQmw+mUyusIjVDA/Dz8eL6K8L5bYtzX3/bepz+7Q1Xs9e2DGPV7hOoKgF+3vh4Gz+xWTl2p6Vnu5iqBFd0v97avPUwtWtWo2aNavj5+vCva1vy61LnyUGN6iE0ahB10QJ2z/ZkIh3Gr2vveqwpOH5tqlPBxfgd2n8Cm01p1aEGAAEVffPylUVK2PFOqaPsfjIWFhalGt+ICLITjuVdZycm4BsRUSzhHtS7NxXbtiXrwAGOvTae7ISEQnlSkk4TGlEp77paeCC7tyW5rfOX2bto06lG3nVWlo1Hh8zE29uLm4a0pNNVdfLuJaWdIzK4Qt51RHAFNh9Md6ov8eQ5oqoaeXy8vajs783J09lUreTHpgNpjPlqJ8dSzzLhziZ5E4DzkZiUTmREvguRiIgqbN7q+emBc1k53Hj7FHx8vBg5rDu9ejR1mzcl+Qyh4fkaC2P83H9Gv8zZTZtOhhO4+ENpBFb2Y/yTv5B47BQt21Xn7gfa4e3hc5Y6yqj1vadYAt/CwuLS4GLhWRyboYylS0ib9zOanU3ILYOpMXYC+4cPLVynq6bdLHqXzN/D3h3HGf9e/m7YjFm3US0skISj6Yz5v7nUqR9CVI0gs78u6i7wYC6fyOxAyzpV+PnpDuxLOM3TX2ynW5MQKvie39N2QcdBRrues2TeU0SEB3H4SApDRk6nQUwktWpWc9OY520tnb+HvTuSGfeuMX42m7J9YwKTPx1IWEQlJj77G7/N3UPvfg2L0dtSRBlduXtKGZ2GWVhYlEZCbr2dmO9nEvP9THKSkvCNzI+q5hsRSU6S+5V3QWxpJ9Fsw4Vr6vffEdDE9So1NDzQMBgzSUk6TUhoYKF8G9cc5duPN/Ls69fg65cvdKuFGXkjo4NodkUUcbvyd9EigiuQcPJc3nXiyXOEV8l3MwsQGVyBYyeMPDk2OxlnbYXU9fUjAwnw82bPMc+2EiLDq5CQmJbfbmIa4WFBHpUFiAg38tasUY32beuxfad7N+zVwgM57rDFkZJ0mpCwioXybVxzlO8+3siYifnjFxoeSL0G1YiMDsLbx4sOV9Vm366yuwupNvX4VRaxBL6FhUWJkfr1l+wdNJC9gwaS/tuvVO3XH4CAFi2xncooljrfcb8/qEdPzsW5PiIX2ziM+MPpJMSnk51tY9kv+2jfrZZTnn27jvP2hOU8N/EagkPyz5CfSj9HdpZhqJV28iw7NiVS08FYrXmtyhxMPsORlEyycuzM25BEj2bOfvp7NAtl1hpj62LhpmQ6xlZFRDiSkkmOGX3taGom+5POEB3izteVM82b1uDAoRQOH00lKzuHuQs30bN7E4/KpqWfISsrB4DUE6fZsPEgMfXC3eaPbRzGscPpJMZnkJ1tY/kvcbTvWtspT9yu47z76h+MKTB+MY1DOZWRRdoJw5np5nXxTuNX5ihB17qlEUulb2FhcUnIWPY7lbt2o8H8RWjmWY4890zevZjvZ7J30EAAIh8bTfD1ffHyD6DR4qWk/vg9Se9MpdqddxHUvQdqs2FLS+PIs0+7bMfbx4v7RnfmhYfmY7crvW5oSO16IXz+/jpiG4fRoVttPpqymrNncpjwzGIg//jd4QMneXvCckQEVWXQkJZO1v0+3l48e1MD7nl3I3a7cmPH6sRGVeKteXE0q1mZns3DGNQxiic/3861r6ykSkUf3hhiRM1eH3eS6YsP4estiMDzNzekaiVDO/D4J1tZs/ckJ09l0/35FYy6ri63dMt/Jh8fb55/sh/3PDADm93OTf3bEls/gjffWUSzJjW4unsTNm87zKjHPiM9PZMly3Yy5b1fmPvDY+yLS+aFsT/mPdOIYd2drPtdjd/I0Z158WFj/K7u24Ba9aryxbT1xDQKNcdvDZlnsnltzK8AhEZU4tnXr8Hb24thD7bnuVGG99j6DUO5pn8ZVedT/q30rXP4FqUd6wtaBrAc71w8luOdEuGijiycfqiXx783gW8tLnPnD60VvoWFxSXjUjjeccWlcuBFOA8AACAASURBVLwDXDbHOwW5lI53CnIpHe+UJcrqcTtPuWQCX0QUmKSqj5vXo4FKqvpiCdVfByPqXLOSqK8kESP0XTIQq6onRCQKiAe6quofZp5koFFxguKYz9xZVb90c28/8JCqTjHTpgLrVPXji3kes65wYDVG4KEEM+0d4JCqTvCwjl7AKFUdcN7MFmUey/GO5XinrFFWjfE85VIa7Z0DbjR91//tiMj5z8KUEGZEuNUYsePB8En/l/kXEWkIHL+ACHh1MGLQuyMJeFhE/IrIc0GoahJGYJzXAUTkCqAL8IYn5UXE0ib9w7Ac71iOd8oa5d3xzqUU+DkYMc0fLXhDRMJE5AcRWWu+rjTTt4hIsBikmOFWEZHPzNWhS0TEW0QmmnVtFpF7zfTuIrJERL4EtohIoIjMFZFNIrJVRAab+dqIyO8isl5EFopIlIjUF5ENDm3Eisj6Yjz/CkwBb/6dhPME4M/zjMVVIrLRfP0lIpUxout1NdMKjSuGVuFXoJD+znyeBeYzLheRRua4xZnjHSwidhHpZuZfbgYJcmQaUF9EegBTMVbr2SISICKfmJ/fBoc67hGRr02f//ML9KeDmbdOMcbUogzhzvFOcQjq3ZuYH2dRa9Kb+EZGuszjyvFOSrJ7ge7O8c7of89i5e8HnPK6cryTmHbOKY87xzsAmw6k0Xf8avpPWMMLtzS6KMc7icnpRZRwJtfxzi13v83iJduKzOvK8U5K8hm3+d053nnk7pl8NGU1NvNkQlnEblOPX2WRS30s723gDhGpUiD9TWCyqrYDbgI+MNNXAFcCTYE4jNj0AB2BVUW0MxxIM+trB4wQkbrmvfbAGFVtAvQB4k3XuM2ABWKEpJ0CDFLVNhhhdMeq6j4gzYxmBzAM+LgYz/4n+QK/PfATUNO87mw+a1FjMRr4P1VtZY5DJvAUsNyMUT/ZTbsTgMddaDSmAQ+azzgaeMeMwLcbaIKxWl+PMaGoANRQVSfLHlW1A/djRPDbraq5usSHgCxVbQ7cBXzmoGXohBGVr3duPSLSFeO70U9VDxR8ABEZKSLrRGTdtGnT3DymRamnBBzv7Lrmavbe2J9Tq/6kxljXO0cX4njnxjvz96hnzLqNyZ8MZPQrPfhg8kqOHckXrCXleOfbx9syffEBznloBV4Sjnd+/PJB3hh3K+MmzuHQ4SKUiRfgeGfgnS2AfMc7wx7qwBsz+pN4NIPf5u4pRk9LF/Ycm8evssgl1b2oarqIfIohEDIdbvUCmkj+f2WQuYJdDnQDDmLEgR8pItEYceRP4Z5rgBZmyFUwQs3GAlnAGlXdb6ZvAV4XkVcx9v+Xi0gzoBnwi9kfbyB3WfIBMExEHgMGYwhuT1kDtBYjTryvqp4yV9MxGAI/VxXubixWAJNE5AvgR1U9Iu5+xRwww9OuwUH1LyKVzDa/c6gjd9mSO+Z1MULjjgB+B9a6qX+jiGwF3nFI7oIR+hdV3SYi8UCudmCRqp5wyNvMLNs71xbARRvTMCYoYFnplylCbr2dkEE3A5C5dctFO97JJfX774h8dLTLfMV1vDP+3b7ndbyT62mvOI53IoP9PXK806zW+R3oXArHO+487RXX8c5Yh/FzdLwD0OGq2uzamkRvyubRPGsP/+L5H8YK3PE/0AvD+KuV+YpW1QxgGcZqtiuwFENFPQhDKBWFYKxec+urq6qLzHt532RV3Q20wRD840XkebPsNoeyzVU193zMD8B1QF9gfXH23FX1DLAX+DeQuzWwCrgeCAd2FTUWpiHcPUAAsEpEinPuaRzwJPmfrxdw0qGNVqra2Ly3HGO82wPzgGCgO8Zn4Q67+cqlqJlIQd1qPMZErJWLvBZlHMvxjuV4pyw73inve/iX3LpCVVNF5FsMoT/DTF4EjMJcFYpIK1XdqKqHTSM/P1WNE5E/MNTPo87TzELgfhH5zdxTbgAcLZhJRKpjaAs+F5FTGCFuJwBhItJJVVeaKv4GqrpNVc+KyEIMbcNwVw2LyCjzOae6uL0CeAR40bxeCXwOrNJ83abLsRCR+qq6BcP2oBPQCDgMnPe8i6ruFJHtGBOVNaamZb+I3Kyq34mxzG+hqpswjAs/BeLM590I3GuW9ZRlwB3AMhFpDERhTHY6u8ibiqEtWSgip1X1fJM5izKK5XjHcrxT1ijvK/xL5nhHRE6paiXzfQTGkbHXVPVFU6i/DTTGmHQsU9X7zLyfAd6qeruIdAb+AMIKrq5N1fg3qtpGRLyA/wI3YKw2k4EBQGtgdG7ceBG5FkOw2oFs4H5VXWfu07+FsRXgA/xPVaebZTpirPRrmXveBZ9zKrBCVb9yce9m4FuM43l7zb3xdOBFVR1v5nE5FiIyBegB2IDtGJMTO7AACAU+dtzHlwLHFEWkJcbJgH+r6semTcO7GMLYF/haVV828y7HsA14RkRux1C5h5h79oUQkaXmuK4zrwOA983xzgYeUdVlInIP0ExVHzHz5R3LM/s7D7g7tx43lO//wHKC5Xjn4imPjndiZm8qdpnl+9KY8MshbKrc1DKMEZ2jzl/IxGfI5xd1ZCHplk4e/96Ef7uyzJ0/LLOe9kSkP3CHqt5yidsZDVRR1efc3P8ZuFFVsy5lP/7BlM0vqIWFBTmf3Fms/Da78q/3tjD9tgZEBPkx+KPtTOxfn5iwgPMX5uIF/rGBHTz+vYmaubrMCfwyeWBSRF4G+mOsei9lOzOB+kBPd3lytQcWFhYWFhfHlvjT1KxagZpVDVuH65uEsGTPCY8F/sVSVvfmPaVMCnxVfR54/jK0M/BSt2FhYWFhYZCYkUVUUP4piIjKfmyO98xJUklgCXwLCwsLC4u/icupNy/vRnuWwLewsLCwKBVEVPbjWHq+OVRiRhbhlX0vW/tqL7teAj3hcpzDt7CwsLCwOC/Nqgdy6MQ5jpw8R5bNzrztqfSIvXzn+tWmHr/KItYK38LCwsKiVODjJYy5phYjv96F3Q4DW4ZeNoM9AFtO+V7hWwLfwsLCwqLU0C0mmG4xwX9L22V15e4plsC3sLCwsCg1XIzjnYulvFvpW3v4F4iIqIi84XA9WkReLKG6/UVkp4g0d0j7j4i8V4w6Ykw3uRfahyMiEmy+b2+65m1xofVZWFhYnA+bXRm78CDvDY5l9shmzNuewt7kzPMXLCHK+x6+JfAvnHPAjaZr3BJFVc9i+OB/RwyiMfzbu3YmXgARKTHNjel2+BvgZlXdXFL1FmijYChfCwuLfyCOjnf8vL3yHO9cLsp78BxL4F84ORghXB8teENEwkTkBxFZa76uNNO3iEiwKcRTRORuM/0z0898Hqq6ACNM793AZAz/+ydExEtEJonIVrO+QWYdvURksYh8jeFD37E/MSLyl4hcUcxnbArMBG538JvfUURWmvWtEJFYM725+awbRWSziNQz04eIyBoz/R2z/z4iclJE/itGKN/ihB22sLAop7hyvJOYkX3Z2rdn2z1+XQwiEiIiv4jIHvOvy6MIIrLA/K38uUD6x6bWdaP58ij6qCXwL463gTtEpEqB9DeByaraDrgJ+MBMXwFciSFI4zDC0gJ0xAidW5BHgLEYwYM+M9NuBpoALYHewGQRyY192RH4j6o6bgU0Br7DCFKzgeIxB7hXVVc6pO0Auqhqa+AVjKBFAA8Ar6tqK6AdEC8izYCBQGcz3Qe41cxfBdigqu0L1I+IjBSRdSKybtq0acXssoWFRXnicjresdvV49dF8hTwq6rGAr+a166YCNzl5t4TDuHOPdq+tYz2LgIz7OynwEOA40ZTL6CJEYUWgCARqYwRe74bcBAjct1IU12fqqqnXNQfLyK/AY6zuy7Al2bkvgQxQgi3xYgxv1JVDznkjcBYoQ9Q1Z0X8IiLgXtEZLFD5Lxg4FMRqV8g75/AsyJSG/jRjA7YC0P4rzPHIgAjxC9mf2e6alRVp2FoT8AKnmNh8Y/h73a8cxn97vQHupvvPwGWAk8WzKSqv4pI94LpF4q1wr94/gcMBwId0ryATg6zr2hVzcCIG9/VfC3FCOM7CGMi4A67+cqlqAlvQafTJ4GjGFqFC+F+oAIwxSFtLLDQDMM7APAHMDUQAzFsG34RkW5mX2c4jENDVX3FrCdTy2qoRgsLi0vC3+14x273/HWRRKjqMQDzb/h58rtirLl9OtkMvX5eLIF/kahqKkbM++EOyYuAUbkXufsrqnoYI5Z9rKrGAX8Aoyla4BdkGXCriHiLSASGMHcXT/4cxkxyuIgUCiNs1rG1iLZsGCr4FiKSG6yoCsYkAhyiFYpIPVXdq6pvAnOBFhgagltyDRtFpJqI1PLwOS0sLP5hODre6ff+Vvo0DrmsjneKI/Adtx7N10jHukybqq0uXv1LoKtPA40wNKghuNAOuMJS6ZcMb+Ag4DFU/G+LyGaMMV4G3GfeWw3kWqUvB8ZjCH5P+R5jr34Thrr7MVVNctg+cEJVT4lIX4xV92lVnetwO4zzbJGpaqaI9AOWiUgi8CowQ0T+AyxxyHq7iNwGZAPxwLOqelJEXgIWi4iXee8+875FOeL42c8vW1t/HiuuKcqF8+7G5MvW1oxre1y2tgK8K1+ehm7tT6WvZxWryN/peKc4W/MFth5d3e/l7p6IJIpIlKoeE5EoIKk4/czVDgDnROQjjIXjeRFLq/rPRUQGANVV9Z2/uy9FYH1BywCuBP6qFXv536sLsduVGwa25q7hzjtLX3+6ijkz/8Lb24vgqhV55qUbiKwezO6dCbw+dh6nT53D29uLu+/pQq8+TfPKuRL4O9clMfvd7djtSvs+Nek5OMbp/sq5B/lzzkHES6jg782gh5sTUbsyuzckM2/GTmw5ireP0PeexsS0yj9p60rgtwlvzn0t7sJLvFhwcCnf7f65UB6ALtXbMabDQzy05Hn2nNyflx4WUI33e03gix0z+WHvvLz0ggJ/9Yo4pk78FZvdzr8GtOSOf3d0uv/tZ2uYO3Mz3j7G+P3nheuIrF6FhPg0nh89E5tNseXYGHhrG/rf3NqpbEGBv/KP3Ux6dR52u51+N7ZhyPCrnO5/+ekKZv24Dh9vL4KrBvLsywOJqm6o2h++7xO2bjlMy9a1mTS1sH1ZcIWbXY7PJeKibPzWxjby+Pem3Z6dF9yWiEwEUlR1gog8BYSo6n/c5O0OjFbVvg5puZMFwTjFdVZV3Rn+5WGt8P/BqOpPf3cfLMonNpudN8Yt4H/v30F4RBD33P4BXbo3oG79sLw8sY0i+fDLe/AP8GXmt+t4e/KvvDLxJvz9fXnuv/2pWbsayUkZDL/tAzp0rk/lIH+Xbdltysy3tzFyXAeqhPrz1kN/0LRjBBG184Va6+7V6fSv2gBsW5nI7Gk7GDG2PYFBfgx7qR1VqvmTcCCD6WNW89wXbhdmeCH8X8shPLPiVY5npvJmj5dZfWwDhzKclVYBPv70q38NO1P3FqpjZPM7WJdYtEsLm83OmxN+4fV3BxMWUZn77viEK6+KoU79/MlIbKMI3v9iCP4Bvsz69i/ef3MpL7zan2phlZj68Z34+flw5kwWwwZ9yJVXxRAa7npVb7PZmThuDlOmDSM8Ioiht71H1+6NqVc/f1u5QaMoPvnqfvwD/Pjhm9VMnbyQsRONAzd3Du3C2bPZzPx+bZHPVBa4jEZ7E4BvRWQ4cAjj9BUi0ha4T1XvMa+XY6juK4nIEWC4qi4EvhCRXA3tRvI1yEVi7eFbWFiUODu2xlOjZlWia1TF19ebq/s0ZfnSXU552rSvg3+AYYHdtHk0yUnpANSqU42atasBEBZemaohFTl5oqA9aj6Hdp0kNKoi1aIq4uPrRaurqrNtZaJTHv/AfEvvrLM55O6ARcdUoUo1YyIRUbsSOVl2crJsbttqEFKf+NOJJJxJJkdt/H5kFR2j2hTKd3fjm/h+z1yybM5nyDtFtSHhTBIH04+4bQNg59ZjRNcMpnqNYHx9vel5bWNWLN3jlKd1u9p549ekRXWSEzMA8PX1xs/PWMtlZ9k4nxZ3+9Yj1KhVjegaIfj6+tC7T3OWLdnhlKdt+3r4Bxjn45u1qElSYnrevXYd61Mx0I/ywOUy2lPVFFW9WlVjzb+pZvq6XGFvXndV1TBVDVDVGqawR1V7qmpzVW2mqne6OuXlCkvgW1hYlDjJSemERwblXYeHB+UJJFfMmbmRjlfGFErfvuUo2dk2omuGuC2bnnKWYAfDriqh/qSlnC2Ub8XsA4wftoS5H+6k//1NC93f8kcC1esH4ePn3vFjqH9VkjNT866PZ6ZSzd/Zirx+ldqEBlRjTYLz0egK3hW4ucG/+GKHy9OoTiQnZRAWkT9+YRGVSU52/5s+96fNtL+yXt51UkI6/75lBrdc9w63De3odnUPkJSYTkREviuR8IigvMmXK2bPXE+nLrHnfYayyGW00v9bsAS+hYVFieNqUenOsHThz5vZuf0Ytw/t5JR+PDmDl8f8xDMv98PLy/12qeu2Cqdd2a8OT3/Ug38Nb8SvXzmvlhMOZDB3xk5ueqh54YLONbvqgcNdYWTzO5i+9ctCue5qfCMz9y7grO3cedrwvGWARXO3sWv7MW4dku+wMjwyiBnf/psvZo1k4ZytpKa415C4bMvNZzX/543s2HaUO4d2dXm/rFPeBb61h29hYVHihEcEkZSQv0pMSkonNLxSoXxrV8XxyQd/8PaHQ/LU0ACnT53jiVFfM3JUD5q1qFFkW1VC/TnpEGAl7fhZgkJc7/cDtLyqOj9OyT+NejI5k09eWc+to1sSWj3QbTmA42dTCQvI1zaEBoSQcvZk3nWAjz+1g2rwWpdnAKjqX4UXOj7KS6sm07BqfbpUb8fwprcS6FsRRcmyZzEnbnGhdsLCK5PsoDZPTswgNKzw+K1bdYDPP/yTNz+43Wn88voXXpk69auxecNhuvdu5PKZwiOCSExMy7tOSkwnNKywRmDNqr18PP133p0x3GVb5YGyKsg9xVrhW1hYlDiNmlbnyKFU4o+cIDvbxq8LttHlqgZOeXbvOMZrr8zj1TcHU7VavqDNzrbx9KPf0ueGFvS8psl526rZsArH40+TmnCGnGw7G3+Pp0nHCKc8yUfzV7g71yQRGm20l3kqmxnPr+W6YQ2p29T9tkFen0/EUb1SJBEVw/ARb66q0ZFVDqcGzuRkcuu8Bxi66DGGLnqMnan7eGnVZPac3M8Ty/+bl/7TvoV8s2uOS2EP0LBpFEcOneDY0ZNkZ9v4beEOOnd33vLYszORSWMXMm7yTVQNyR+/pMR0zp01bAcy0s+ydeNRatWp5vaZGjeN5vDBFOKPpJKdncMvC7bQrbvz5GDXjngmvDyLiW/dQUi1whOP8oLNph6/yiLlc5pmYWHxt+Lj48WjT/fhsfu/xGZX+g5oSb2YcKa/vZRGTaPo2r0hb0/+lcwzWTz7xA8AREQG8dpbt/Lbwm1s3HCItLRM5s3eBMCYl/vRoFGky7a8vb0Y8EAzpo9ZYxzLu6YGkXUqs/DTXdSIDaZppwj+nH2APX8dx8vHi4qVfBj8eEvA2Nc/Hn+GxV/uZfGXhkX9yHHtqRTs2nGZXe28u+lT/nvlE3jjxaKDyziUcZS7Gt/I7hP7WZ3wl8tyFzJ+Dz/Zmyce+Ba7Xbmuf3Pq1g9jxjvLadgkkiu7x/Lu5CVknsnihf/Myhu/cW/exKH9KbwzaQmCsdkw+O721IsNK6Itb0Y/05eH7v8Eu83ODQPaUC8mgvffXkzjJtF069GYKZMWcOZMFs+M/hqAyMhgXp9ypzFeQ6Zz8EAymWey6NvrNZ59aSAdryybe/zlfYVvncO3KNXkfHJnsb6gy/elMeGXQ9hUuallGCM6R3lU7v9qFlYBNw1pyi2xt+ElXvxxbDkLD853WfaKsDbc2/x+xq19hYMZBwn0CeTe5vdTu3IdVib8yde7nfdz30nJYfnuE4yfdwCbXRnUJoIRV0U75cnKsfPU93vZFn+K4Iq+TBocS3RVf06eyeaRr3az5egpBrYO49kb6lGQ//t8J4dTzzL7oVZk3+h8BnrF8h28Ov4n7DY7Awd1ZPiIq53ur1+3j9fG/8Se3cd49fW76H1ty7x7k9+Yw/LfDevtkff3ps91+We7hy76rlA/WoY2Z0jj2/ESL347sozZcXML5QHoENmWR1uP4pkVLxKXfoD6VeoyotkwwNi3/n7vT6xNzF9FN6ha2CL82OZU/vpiL2pX6l0VReO+zg4d9/4Wz95f4xEv8KngTdthDagSHYg9x87aGbs5cfAUdptS58oImtyQX/a91cec6ulR+wrGXjUCb/Hi822/MGXd9073Bze+mhe6DCPhdAoAH26ayxfbFgHwdf8XaRPVkNXxO7hz9suFniE+uGAMrqK50O86gPeQ4U7Xy5dtY+zYb7Hb7Qy6+UpGjuzjdH/t2j2MH/ctu3Yd5Y1Jw+nTJ/9kwsTXfuD337dityudr2zMmDG3ONkACJfPoRAXeQ5/UWhDj39vrjm+63LG9SkRSo1KX0RsZpi/rSLynYhU/Jv749Exh2LW+YGInF9Hef56hoqIisjVDmkDzbTccLl5bYnIAQf3tqfMv90Lhlws69jsytiFB3lvcCyzRzZj3vYU9iZnnr+gCwThtoZ3MGXT/3hx9XO0C29PVMXCP6gVvCvQs+bVxKXty0vLtmczK+4nfthbWAjm9vO/c/bz/t2NmfNQK+ZtOc7epDNOeX5Yn0RQgA8LH7uCIZ2jeGOhERPJz8eLB6+uyRN9arus+5dtKVT0c/1vbbPZGfffH3nn/ZHMnPMkC+ZtYN/eBKc8kVFVeWXcbVz3L+dIyst+387O7Uf59sfH+fzrh/lkxhJOnSpsCZ+LIPy76V1MWDeJx5c/w5VRHYiuVL1QPn9vf/rU7s2ek/njdzjjKM/8+SJPrXie8eve4J6mQ/ES9z9Vdruy/tM9dHu8OX3Gt+PgqiTSjjobqdXuFE6fsW259pW2NLq+Jhu/Mto7vDYZW46dPmPbcs1LV7BvaTynk10/l5d48Wr3+7jtpxfp8tn/cWODbjQIqVko36w9y+n55cP0/PLhPGEP8PaGH/m/hZPcPkdxKMnvus1m5+WXv2L6B6P4ee4LzP15LXv3OvsViIqqyvjxQ+jbt51T+oYN+9iwYR+zZj/HnJ+fZ8uWA6xZs/uCn+vvprwb7ZUagY8RTKWVGZQlCw8dCZQlVPUeVd1eQtVtAW5zuL4Vw93upWjLY0Tkb9sm2hJ/mppVK1Czqj9+3l5c3ySEJXtOXFBddYPqknQmieNnj2NTG+uS1tAyrHDI6f71BrDw4AKy7Tl5aVn2LPal7SXb7jqO95Yjp6hVzZ+aIf74+XhxXfNQftvh3M/fdqQyoLWhhr2maTVWxaWhqlT086ZNnSAq+BT+1z19zsYnK45xb3fXRm5btxyiZq1QatSshq+fD32ua83S35xDKURHh9CgYfVCVvFxexNo064+Pj7eVKxYgQYNq7NiufsAjDHB9Ug4nUhSZjI2tfHnsdW0DW9dKN8tDW5kTtw8sh3Oq2fZs7CbwRl9vXzR8zhbTI1Lp3JEAJXCA/D28aJWh3CObkhxyuMbkP+1zDnnHIvKds6G3abYsu14eXvhE+D6WN4VEbHsTzvGwfREsu05zNy9jD71OhTZN0eWH97MqawLE8oFKcnv+ubNB6hVO5yaNcPw8/Ph+n+149dfnR0D1agRSsNGNZAC3wsR4VxWDtnZOWRl5ZCTbSM0NIiyiiXw/x6WAzEAInKniKwxV//vi4i3mX5KRMaKyCYRWWUGkkFEPhaRt0TkTxGJc1jxRonIMgctQlcRGS4ik3MbFZERIuI0BReRb0Tkeofrj0XkJhGpIyLLRWSD+eps3u8uIktF5HsR2SkiX5juDzHT25rv3zUDLmwz/c1fyBi1FxFfEalkjlfewV/HtoogSERmish2EXnP9HePiNwmIlvMcXrVoc5TDu8HicjHDmMySUSWAK+KyIsiMsPsQ5yIPORQzuXnWRIkZmQRFZSv7o2o7Edihmuhez6CK1TlxLn8H9AT504QXMH5vHXNSjWpWiGELSlFe00r1M/0LCKr5O8RRwb5kZR+zkUe41l8vIXKFbw5eSaHopjy62GGdokiwNf1v3VSYhqRkfk+ysMjg0lMSnOZtyANGkWzYvkOMjOzOHHiFGvX7CUh4aTb/CH+VUk5m39ePfXsCUIKnFevE1SLav4hbEjeVLA4MVXqMbHLWCZ2+S8fbvskbwLgiswTWQSE5I9nxZAKZJ4ofPRtz+Kj/Dx6NZu+jeOKOw0DuJrtQvGu4M3sh1cy59FVNLquBhUquQ7HGlmpGkczjuddHzuVQlSlwsZwfWM6s/SOt/jw+qeoXim00P2SoCS/64mJJ4iKzP9sIiOCSUz0bPLQunU9OnRoQNcuT9K1y3/o0rUJ9et7vrVQ2sjJ8fxVFil1At9cIV4HbBGRxsBg4EpVbYURve0OM2sgsEpVW2IEpxnhUE0URtz4vhguDAFuxwjr2gpoiSEcvwb6iUjuf/gw4KMCXfra7AMi4gdcDczDCHbQW1WvMO+/5VCmNfAI0ASoh+vwtGNUtS1GVLmrRKTF+UfHCcWIRnctRkS82cUsD9AeeBxoDtQHbhSR6hgBcnoCrYB2ps/989EA6KWqj5vXjcy+tQdeMCcmRX2el4QS3WRT5/PWN8feyvd7vy1+Na4SC5x7dpXHzdFoAHYcO82hlLP0auLeGtuVvY54OEKdr2xIl66NGXL7Wzw1+nNatqyDjwstg2PNhdt3bvfuRrfz+c6vXZbemxbHE3+M4Zk/X6J/vb74ehURE93lYBVOiu0VTd/XO9Dylrpsn21skaTEZSBeQr//daTvGx3YteAIp5Jcr8JdjVXBMV20fw1tPhpO9y8eYtnhjUy55hH3/S5hLvi7XgyfCQU5eDCJuH0JLP19PL8vm8CqVbtYu3bP+QuWUqwV6RpRJwAAFttJREFU/uUjQEQ2YoR6PQR8iCFc2wBrzXtXYwhQMNT+uXvQ64E6DnX9pKp2U6Wdez5nLTBMRF4EmqtqhqqeBn4D+opII8BXVbcU6Nd8oKcY8YavA5apaibgC0wXkS3AdxjCPZc1qnpEVe0YE4s6FOYWEdkA/AU0LVDeU77GUOXfCnx1AeXXqGqcqtrM8l0wwi0uVdVkVc0BvgC6eVDXd2Y9ucxV1XOqehxjchRB0Z9nHuIQdnL6Us9/PCIq+3EsPSvvOjEji/DKRQiKIjh57gRVHVb0VStU5WRW/oq2grc/0YHVeaz1E4ztNIF6QfV4oMWD1K7sem/dkcggPxLS8legCelZhFf2c5HHeJYcm5JxzkaVAPe7JZsOZbAt/hS9Xt/AndO3cSDlLEM+2OaUJyIy2GlVnpRwkvBwz9WvI+7rzbczR/P+h/ehKLVquV+9pp5NpZp//jG3EH9njYm/jz81KkfzfPunmHLV68QE12d0m4epF1THqZ7408c4ZztHzUrORo2OBIT4kZmaP55nUs8R4MbKHjBV/sZK/dCqJKKah+Dl44V/kB+hsVVI3e/aI+CxU8eJrpz/zFGVqpFwOtUpz4mzGWTZjOXfZ1sX0TK8sPfAkqAkv+sRkVU5lpD/2SQkniQ83LNodYt/2UjLlnUJDPQnMNCfbl2bsWlj3AX1ozRgV89fZZHSJPBz9/BbqeqDqpqFMWn9xCG9oaq+aObP1vzptQ3nI4aO+jwBUNVlGILrKPCZiNxt3v8AI667q9U9qnoWWIqxWh2MIWQBHgUSMbQFbQHHX2zH9gv2DRGpixHO8GpVbYERP969pxA3qOoaoBkQqqoXYilT8GurFL1QcMxfsL8FXXm5GoOiPs/8RlSnqWpbVW07orvnx3uaVQ/k0IlzHDl5jiybnXnbU+kRW/X8BV1wIOMA4RUjqOYfird40za8PZuO56uez9oyefyPRxmz8inGrHyKuPQ43tk8hYMZB8/fz+hKHEw5y5HUs2Tl2Jm/5Tg9Gjn3s0ejEH76y4jUtmhbCh3qVSly1XVrh0h+f7Iti0dfwecjmlKnmj+f3OPsPrZps5ocOpjMkSMpZGflsGD+X1zVo5lH42Gz2Tl50viId++KZ/euY3S6sqHb/PvS9hMZGEFYgDF+naM6sD4p/8haZk4mI399kAd/H82Dv49m78l9vL7+TeLSDxAWEJpnpBfqX42owEiSM4+7a4qQukFkJGZyKjkTW46dQ6uTiG7trOnISMg3iozflEKlCMMVb8VqFUjcfgJVJeecjZR96QRFubYX/itxD/WCq1MrKAJfLx8GNujGwrg1TnnCK+Z/jn3qtWd36mG3/b4YSvK73rx5bQ4eSOLI4eNkZeUwb+5aevb0TOEYVT2EtWv3kJNjIzvbxtq1u6lXhlX65X2FX9rP4f8KzBKRyWbM9xCgsqqe/1e1ACJSGziqqtNFJBC4AvhUVVeLSE3z2t23/GvgHgzBPtRMqwIcUVW7iAwhP8a9JwRhCMg00/bgOoxJRcE+jwJQ1alF1PU04N5cumjam5OPgxiTmWnAauBN06r/BIZh4BQzf6Kplt8FDATcO0d3TYl9nq7w8RLGXFOLkV/vwm6HgS1DiXHwsV4c7Grn691f8nCrR/ASL1bEr+DY6XhuqNufgxkH2Hy88L6zI2M7TSDAJwBv8aZVaCve3DiZY2eMI14+3sKYvnUZ8ckO7HZlYJtwYiMqMmXxIZpGV6Jn4xBuahPOk9/v4dpJGwgO8OH1wflOa3q9voFT53LItim/7jjB9KGNiQk//6EWHx9vnh5zI/ePmIbdbmfAwPbExEby9pT5NG1ak+49m7F1yyEefegj0tMz+X3JNt6ZuoCZc54kJ8fGsDuNr2FgpQqMe/UOfHzcf+Xtauej7Z/zTLvReIkXS44s58ipeG6OHUhc2n7WJ210W7ZR1Qb0q/cvbGpD1c6MbZ+Rke3+0IyXt3DFXTH8PnGLcSyvWyRVagSy5cf9hNSpTPQVoexZHE/ithN4+Qh+FX3oMMJwLBNzdTRrPtjJgmfWAVC3ayTBtVw7lrGpnaeWvsc3A17CW7z4cvtidqUe4smOd7AxcQ8L969hRKsbuLZeB2x2GyfOZvDQL2/mlZ89aAIxVWsQ6OfPxn9/xKOL32LJoQs7t1+S33UfH2+ee34ww+95C7vNzk03dSY2tjpvvTmbZs1q0/PqlmzZfIBRo94jPf0MS5ZsYeqUn/l57gtce+0VrFq1i343vIIIdOna1OPJQmmkrApyTyk15/BF5JSqFvpPE5HBGELNC8gG/k9VVznmNw3z+qrqUNOQ7GdV/d6xXlMoP2HWcQq4W1X3m3meAlqp6q2u+mPu8ScAs1V1mJkWC/wAnAGWAA+a7XTHIXaxiEwF1qnqxyKy1Ly3zuxnByAOYzU8W1U/LvDsU4EVqvpVgfShQFtVHVUgPe/ZC7R1wMx/3GE8ugPPA8kYe/jLgAfMCczt5pgLMC83TrM5zq8Ch4GtQCU3Y/4icEpVXzevt5qfzwF3n2fBzz2X4p7Dv1BcncO/VLyTcvksfgqew79UuDqHf6lwdQ7/UlHwHP6lpLjn8C+GgufwLyVl6Rz+196en8O/1Vb2zuGXGoH/dyLGefTJqvrr390XR8x+3Whub/x/e2cfbFdVnvHfIwgK+RCumAiBphbFqUWFlJaWiolAIXyI2haolgShyB8lWmxFa5gaUEREUQuipVYhYm0JQaSOikUNWplaNXykkASnkoSIoUoS+SiOhDz9Y69LDzf3ZmLuOuuevfb7m9kz56x9s5/9rDez3rPX3nu9wQ4i6S22rw6twdeq0VOtWjV66hqDdA+/OJKeJ+k+mucHBirZA9g+MZL9TvGW0GqNVo2eatWq0VOnGPR7+H3F9maa18mCIAiCoGo6fYUfBEEQBF0hEn5QIyXv/YVWO3RCqz06pbU6Qzy0FwRBEAQdIK7wgyAIgqADRMIPgiAIgg4QCT8IgiAIOkAk/KA6JB060ecQ7BhpCecgCAoQCT9oNZIOHbHNAm6WdEhNiV/SFEmzJO1chZQBQNJcSfdL+vcUn3uA70paL+moPuruJWlyH48/VdIHJK2S9HDaVqa2HSs7N/5z+Erm402RdImkz6altnv3XZVZa7qkT0j6uKQhSYskrZB0vaT2VuIZQCLhB23n+8CVwIfT9iFgCLg8fc6GpDN7Ps+Q9HVJmyXdLinrAk6Srhu++pV0LHAPTR2DOyVlWyBf0kZJn5J0lHa0CPrOcwlwPE1Ni1uBs2z/BnAMcFlOIUn7Slos6efAz4B7JK1LyWTn6siOzfU0haZm2x6yPQTMSW3ZigyM8uO290fuK3PpJD5Dsy79UuA0SUvVlAgHODyz1jXAvTQ1Or4JPAGcAHwb+GRmrU4Tr+UFrSYV9FkAXGr7y6ntftu/3get5bYPTZ+vp6n+9w/AycC5trNdpUpaYfvg9Pl24I2p+NDzga/bfkUmndU01RD/FJgJ3AB8fnsFjcah1dt/D9jev2ffnbazJS1J3wAusr1M0huAVwEX0BRueoHtbEu3Slpte9RawdvbtxM6TwG3MXqBmMNt71y5vNG1nhEPSQtpfqy9Fvi34Thm0rrD9iHp8zrbB4x1HsH4iCv8oNWkCn0nAMdIWiLpAKDEr9iX2P5721ttfwHYO/PxnyVpSvq8FVgHYPtn5F0S+3HbV9o+Avg94MfAVZJ+JOn9GXUANks6R9I7gE2SzpO0n5pKlmPXv905hmwvA7B9I3Ck7cdtXwAcmVlrraTz1ZS6BkDSNEnvpLlqzcVK4Bzbc0ZuNLMYOdld0tP5wfbFNIvhfItmBi0nvXlo8Xb2BeMkOjNoPbYfs30ecDFwLTB6QfPxM0PS30m6AthnxNRw7mniC4FvptsI3wGWSJqnphTxVzPqPH21aHud7Q+mq7e5NGWbczIfOBR4EfCHqe0W4BTg7MxaP5X0Z2lqfwGwBiDdtsg97p1KkwRvS7dINgLLaH4EnpJRZxFjn/uCjDoA/wq8prfB9rXAXwG5C3p9UdKkpHHBcKOkA4H7Mmt1mpjSD6oiDeiTbT/Sh2PPH9F0s+1NkqYDb7X97sx6B9IkwpfQXNWvB26yfUtGjcttvz3X8QaFNNPzIeA3gTuBd9j+iaQhmnvtSyf0BINgAoiEH7Se9FDbDJp722t62s+0/ekJO7FgG2qMVfqR+Sc0t5JuoLkyPhlYBXzS9taMWscCrwP2S3oPAl+0nXPWp2qtLhMJP2g16T7zHwDLgZOAj9q+Iu17+iGxjHrFElaP1q221/ZLq5SnCYxVv/vvKuAFwG7AI8DuNFPixwMP2X5bJp2P0sz2LKaZ7YHG3zzgh7l0atbqOpHwg1YjaQVwiO0tat55/idgte3zep/+zaR1CXAEBRJWqeRY2FPJWBX7cTH8RkV6pmMD8ELbv5S0K3DH8NsWGXTus73N659phuE+2y/OoVOzVteJh/aCtrOr7S0AtjfTDO5TJC2hueLKyYnAa2z/JTALmCvpI2lf7nfYTyqkVdJTyViV6j+AYU9PAt+z/cv0fQvwVEadX0j6nVHaDwN+kVGnZq1Ok/P1niCYCP5b0qtt3wZg+yngLEnvA/4os9YzEpakk4Cr+5SwSmmV9FRrrDZImpTeFjluuDE9zJnzifYzgE+oWTVweOp7f5rbCGdk1KlZq9PElH7QaiQ9F8D2E6Ps28/2jzNqfQm4bDhh9bS/D3i37WwzZqW0CnuqMlbbOYc9gT1t/0/m406nebhNwHrbG3IevwtaXSUSflAdkhbZXtSH45ZMWEW0SnoaQ7/1sRpDvy++JkqnZq0uEffwgxp5bT8OavuJkQlE0qK0L2sCKaVV0tMYtD5WY9AXXxOoU7NWZ4iEH9RIv4vA9FLjIFjSU62xKuWrZP/VqtUZIuEHNVKyLG6Ng2BJT7XGqpSvWYV0atbqDJHwg1Yj6fWS9k6f95G0GLhb0r9ImlHgFEomrFJafdGpNValfEm6XNIRvW05V/HrglbXiYQftJ2LbW9Mn68E7qAp/PIVmpre2SiZsAomkZJJuMpYUc7X6cDHJK2V9EFJ2RYq6pBWp4mEH7SdXXo+H2j7I7bX274G2CezVrGEVVCrpKdaY1XK13rbvw0cDTwKXCdplaT3SNpmpbrQCkYSCT9oO8skXZRew1om6XUAkuYAP8+sVTJhldIq6anWWJXyZQDbP7T9Xtsvoym/+xzgyxl1atbqNJHwg7ZzLrAVWE1TsexGSY/SlJU9PbNWyYRVSqukp1pjVcrXNg8d2r7b9t/YPjCjTs1anSYW3gmqQdJUmiVVH+7T8Z8NLATOTE0zgMdpKqO9y/a6tmmV9DRCt5pYjdDtmy+l5XtzH7dLWl0nEn7QetIgexzPrKV9i5sCLf3U7FvCmgitEjq1xqqUr5L9V6tWl4kp/aDVSJpHUwJ1NrAHsCcwB/hB2pdbb6qkU4GzgHmSTlVT6jU7pbQK6lQZq1K+SvZfrVpdJ67wg1YjaTXwuyOvBCTtBXzXo9TZHofWPOA9wNeA4eVZZwDHABfaXtw2rcKeao1VEV+F+69Kra4T5XGDtiPSU74j2Er+ldUWArPGGpiAbEmkoFZJT7XGqpSvkv1Xq1aniYQftJ2LgeWSvgY8kNoOoLmSe29mrRoHwZKeao1VKV8l+69WrU4TU/pB60lXbcfSU0ub5oGfTZl15gN/SzNNvM3AlN7xbpVWSU9Jr7pYJb1Svoro1KzVZSLhB9Uh6UTbX+rTsasbBCdysK0lVqNo983XROjUrNUlIuEH1SFpue0ihWZqHAQLe6o1VkV8Fe6/KrW6RLyWF9RIyQd9LqpQq6SnWmNVYynjWrU6QyT8oEbOKahV4yBY0lOtsSrlq2T/1arVGSLhB61G0m6S5kk6On1/I80iK3+RllftNzUOgn3RqTVWpXyV7L9atbpO3MMPWo2kz9G8XroHsBmYBNwIHEXz/3t+Rq3dgNOAB23fmgam3wdWAlfbfrJtWoU91RqrIr4K91+VWl0nEn7QaiTdbfvlknalWVFtX9tPSRJwl+2XZ9SqbhAs7KnWWBXxVbj/qtTqOrHwTtB2npWu5vakGdynAhuB3YHc04EHjzEwXQfc1VKtkp5qjVUpXyX7r1atThMJP2g7/wisAnahWU51iaQfAYcD/5xZq8ZBsKSnWmNVylfJ/qtVq9PElH7QeiTtC2D7QTXV0I4G1tn+z8w65wELaAamDwMnA8MD0w22L2ybVklPSa+6WCW9Ur6K6NSs1WUi4QfVImmS7ccyH7O6QXAQBtu2x2o755Dd10Tq1KzVBSLhB9UiaZ3tAwppVTcIFvZUa6yK+Crcf1VqdYG4hx+0GklvH2sXzZPZpbiXpjhLTVpZdWqNVSlfJfuvVq2uEwk/aDvvBy4DtoyyL+vCUjUOgoUH2ypjRTlfxfqvYq1OEwk/aDvLgZts/2DkDkl/nlmrxkGwpKdaY1XKV8n+q1Wr08Q9/KDVSDoI2Gj7p6Psm2b7oYxatwMLxhiYHrC9f9u0CnuqNVZFfBXuvyq1uk4k/CDYQWocBGsdbGv1FQTjIe6PBK1G0lRJH5C0StLDaVuZ2p6XU8v26tESSNqXNYGU0irpqdZYlfJVsv9q1eo6kfCDtnM9sAmYbXvI9hAwJ7UtySlU4yBYeLCtMlaU81Ws/yrW6jQxpR+0GkmrbR/0q+7bSa1bgG8A19rekNqmA/OBo20f0zatwp5qjVURX4X7r0qtrhNX+EHbWSvpfEnThhskTZP0TuCBzFozbV86nEAAbG+wfSn534svpVXSU62xKuWrZP/VqtVpIuEHbedUYAi4TdImSRuBZcDewCmZtWocBEt6qjVWpXyV7L9atTpNTOkHrUfSS4EZwH/0Lpkq6TjbX82osxfwLppCLNMAAw8BNwOX2t7YNq2SnpJedbFKeqV8FdGpWavT2I4tttZuwFuB1cBNwBrg5J59y/ug91KaIiyTRrQf11atgjpVxqqUr5L9V6tW17cJP4HYYhvPBqwYHtCBmcD3gbel73dk1qpuECzsqdZYFfFVuP+q1Or6FkvrBm1nF6cpQNtrJM0GbpD0azTrpufkbGCW7cckzUw6M21/rMVaJT3VGqtSvkr2X61anSYe2gvazgZJrxz+kgaOE4HnAwdn1nrGwATMBuZKupw+D4J91CrpqdZYlfJVsv9q1eo0kfCDtjMP2NDbYHuL7XnAkZm1ahwES3qqNValfJXsv1q1Ok08pR8EO4ikGcAW97zb3bPvCNvfaZtWSU8lqdVXEIyHSPhBEARB0AFiSj8IgiAIOkAk/CAIgiDoAJHwgyAYaCQtkvTXE30eQdB2IuEHQRAEQQeIhB8EwcAhaaGk1ZJuBQ5KbWdL+p6kuyQtlbSHpMmS7pf07PQ3UyStGf4eBMH/Ewk/CIKBQtIs4DTgEOANwGFp1422D7P9CmAlcJbtR2kqq52Q/uY0YKntJ8uedRAMPpHwgyAYNF4FfMH2/9p+hKbCHcBvSfq2pBXAm4CXpfZPAW9On98MfKbo2QZBS4iEHwTBIDLaAiHXAOfaPhi4EHgOQFpEZ6akV9Msqftfxc4yCFpEJPwgCAaNbwGvl/RcSZOBk1L7ZOAn6f78m0b8m8XA54mr+yAYk1hpLwiCgUPSQpo11tcC64F7gceB81PbCmCy7TPS308H7gdeaHvzRJxzEAw6kfCDIGg9kv6Ypub96RN9LkEwqOw60ScQBEEwHiRdAcwFjp/ocwmCQSau8IMgCIKgA8RDe0EQBEHQASLhB0EQBEEHiIQfBEEQBB0gEn4QBEEQdIBI+EEQBEHQAf4P44W1cuP3KfEAAAAASUVORK5CYII=\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1738,717 +1721,133 @@ } ], "source": [ - "import matplotlib.pyplot as plt\n", - "from seaborn import heatmap\n", - "#c_matrix = pd.pivot_table(news_data_new, \"score\", index=[\"name\"], columns=[\"year_month\"], aggfunc=np.mean) \n", - "matrix=pd.pivot_table(cityDataMain[0],'vader',index=['location'],columns=['day'],aggfunc=np.mean)\n", - "hm = heatmap(matrix, cmap='RdYlGn', annot=True)\n", - "hm.set_title('stuff')\n", - "plt.savefig('fig.png',dpi=100)\n", - "plt.show()" + "news_api_data('fifa')" ] }, { "cell_type": "code", - "execution_count": 151, + "execution_count": 292, "metadata": {}, "outputs": [ { "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3e723d4a251d48219de6b766eece871b", + "version_major": 2, + "version_minor": 0 + }, "text/html": [ - "
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followersfriends_countstatuses_countvaderaverage times
location
California , Albany12664.4750002494.08500041845.640000-0.2588582931.362055
California , Alhambra1807.5700002007.62500036424.0050000.0056412699.818191
California , Artesia1704.0738921966.79310324957.950739-0.0083112985.501343
California , Baldwin Park1406.3160381314.17452828348.037736-0.0052422573.503197
California , Bell12797.99052113001.01895770891.734597-0.1266182017.529214
California , Bell Gardens3089.0394091426.87192126007.197044-0.0858661843.151112
California , Bellflower1451.9503551787.90780119833.773050-0.0002772529.536833
California , Berkeley12640.4650002150.35500041316.020000-0.0672932826.648354
California , Cudahy1064.8349061354.11320821860.179245-0.0394621423.611557
California , Daly City2115.7550001776.70500048826.8850000.0618962218.263782
California , East Palo Alto6297.5300002247.15500079389.500000-0.0988292629.478149
California , El Monte1811.4650002010.43000036439.9550000.0108762503.617391
California , Hawaiian Gardens1397.9704431613.05911324971.073892-0.0162171973.770853
California , Hawthorne4428.9757282427.16504951210.941748-0.0633012125.824656
California , Hermosa Beach4730.6941752581.58252453511.000000-0.0856172272.705411
California , Huntington Park1811.3250002010.32500036437.3750000.0108761584.643151
California , Inglewood1814.4600001990.24500036245.2900000.0073412466.212232
California , La Puente3491.5221671928.67980345418.8522170.0398312654.201018
California , Lawndale4495.8883502469.73301051411.271845-0.0920041839.853008
California , Lomita3796.7696973548.63636434504.7454550.0074452992.532309
California , Lynwood1674.7350432267.94871826078.538462-0.0322422141.015484
California , Maywood13274.77941213488.23529472953.416667-0.1138481330.726768
California , Norwalk1203.6119401526.37313432477.4179100.1089442839.481233
California , Paramount1094.9433961326.80188721402.113208-0.0248662836.494059
California , Redondo Beach4699.1747572556.68932053883.388350-0.0904582931.346070
California , Rosemead1088.295567996.59605929237.5763550.0014482972.901225
California , San Francisco15772.7850004320.09500041796.680000-0.0570791627.162527
California , San Pablo1098.3350001197.36000015893.565000-0.0460862988.199060
California , Santa Ana1839.5100002036.55000036385.8950000.0225612440.801248
California , Santa Monica5765.4400003442.65500037148.630000-0.0894122987.848356
..................
New York , Manorhaven2652.2300002801.65500039507.9100000.0327552394.267055
New York , Mineola2264.4433961940.48584937675.6556600.0153732914.701342
New York , Mount Vernon2225.0967742204.57142961426.087558-0.1040921786.951522
New York , New Hyde Park1286.9400921214.04147524458.7004610.0141422594.185620
New York , New Square2742.6643842221.16438421160.9657530.0349634166.821427
New York , New York City2585.3850002283.14500051117.2900000.0024591124.952725
New York , Port Chester2279.9033821908.74396130056.028986-0.0210832603.272186
New York , South Floral Park1263.6588791243.14018725672.5700930.0536861899.280251
New York , Spring Valley1251.617021758.33333310494.3829790.0162774560.953536
New York , Tuckahoe1359.9427081539.77604241152.619792-0.0261523173.420892
New York , Valley Stream689.995536935.98660713672.5044640.0244972610.579963
New York , Williston Park2646.7298582217.72037941157.0663510.0298212632.755060
New York , Yonkers1958.8250002035.71000050962.235000-0.0521422801.821970
Ohio , Lakewood5662.4832543746.57894748987.4401910.0297622865.414756
Oregon , Johnson City1427.6805562018.41666722262.467593-0.0300843236.185849
Pennsylvania , Clifton Heights2299.6089111325.62871320412.386139-0.0371812796.794799
Pennsylvania , Collingdale2333.8380951373.24761920202.452381-0.0223912960.272453
Pennsylvania , Conshohocken1437.8100001331.07000017869.415000-0.0631592382.983574
Pennsylvania , Darby2304.8258711346.84577119152.810945-0.0071412430.219019
Pennsylvania , Dormont3147.2950002511.86500047464.645000-0.0740232422.238308
Pennsylvania , East Lansdowne3960.6650002615.00500040236.130000-0.0671312429.351333
Pennsylvania , Millbourne3966.5100002622.84500040909.590000-0.0670741836.653052
Pennsylvania , Mount Oliver3145.5700002512.10000047397.145000-0.0740232596.527861
Pennsylvania , Parkside750.5637251074.52451021153.6225490.0278533097.330532
Pennsylvania , Pennsbury Village5045.9056601943.64150939840.9056600.0331816664.431451
Pennsylvania , Philadelphia2840.6350002362.83000056576.2850000.0124912705.469378
Pennsylvania , Upper Darby[c]3945.5750002605.26500040082.720000-0.0686932924.651436
Pennsylvania , West Chester1753.6453202067.16256226178.615764-0.0404413443.109105
Rhode Island , Central Falls3699.7100001465.18000039257.2650000.0480071920.198825
Texas , Mobile City4325.9698804261.46385540372.487952-0.0534283908.226693
\n", - "

133 rows × 5 columns

\n", - "
" + "

Failed to display Jupyter Widget of type Figure.

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\n" ], "text/plain": [ - " followers friends_count statuses_count \\\n", - "location \n", - "California , Albany 12664.475000 2494.085000 41845.640000 \n", - "California , Alhambra 1807.570000 2007.625000 36424.005000 \n", - "California , Artesia 1704.073892 1966.793103 24957.950739 \n", - "California , Baldwin Park 1406.316038 1314.174528 28348.037736 \n", - "California , Bell 12797.990521 13001.018957 70891.734597 \n", - "California , Bell Gardens 3089.039409 1426.871921 26007.197044 \n", - "California , Bellflower 1451.950355 1787.907801 19833.773050 \n", - "California , Berkeley 12640.465000 2150.355000 41316.020000 \n", - "California , Cudahy 1064.834906 1354.113208 21860.179245 \n", - "California , Daly City 2115.755000 1776.705000 48826.885000 \n", - "California , East Palo Alto 6297.530000 2247.155000 79389.500000 \n", - "California , El Monte 1811.465000 2010.430000 36439.955000 \n", - "California , Hawaiian Gardens 1397.970443 1613.059113 24971.073892 \n", - "California , Hawthorne 4428.975728 2427.165049 51210.941748 \n", - "California , Hermosa Beach 4730.694175 2581.582524 53511.000000 \n", - "California , Huntington Park 1811.325000 2010.325000 36437.375000 \n", - "California , Inglewood 1814.460000 1990.245000 36245.290000 \n", - "California , La Puente 3491.522167 1928.679803 45418.852217 \n", - "California , Lawndale 4495.888350 2469.733010 51411.271845 \n", - "California , Lomita 3796.769697 3548.636364 34504.745455 \n", - "California , Lynwood 1674.735043 2267.948718 26078.538462 \n", - "California , Maywood 13274.779412 13488.235294 72953.416667 \n", - "California , Norwalk 1203.611940 1526.373134 32477.417910 \n", - "California , Paramount 1094.943396 1326.801887 21402.113208 \n", - "California , Redondo Beach 4699.174757 2556.689320 53883.388350 \n", - "California , Rosemead 1088.295567 996.596059 29237.576355 \n", - "California , San Francisco 15772.785000 4320.095000 41796.680000 \n", - "California , San Pablo 1098.335000 1197.360000 15893.565000 \n", - "California , Santa Ana 1839.510000 2036.550000 36385.895000 \n", - "California , Santa Monica 5765.440000 3442.655000 37148.630000 \n", - "... ... ... ... \n", - "New York , Manorhaven 2652.230000 2801.655000 39507.910000 \n", - "New York , Mineola 2264.443396 1940.485849 37675.655660 \n", - "New York , Mount Vernon 2225.096774 2204.571429 61426.087558 \n", - "New York , New Hyde Park 1286.940092 1214.041475 24458.700461 \n", - "New York , New Square 2742.664384 2221.164384 21160.965753 \n", - "New York , New York City 2585.385000 2283.145000 51117.290000 \n", - "New York , Port Chester 2279.903382 1908.743961 30056.028986 \n", - "New York , South Floral Park 1263.658879 1243.140187 25672.570093 \n", - "New York , Spring Valley 1251.617021 758.333333 10494.382979 \n", - "New York , Tuckahoe 1359.942708 1539.776042 41152.619792 \n", - "New York , Valley Stream 689.995536 935.986607 13672.504464 \n", - "New York , Williston Park 2646.729858 2217.720379 41157.066351 \n", - "New York , Yonkers 1958.825000 2035.710000 50962.235000 \n", - "Ohio , Lakewood 5662.483254 3746.578947 48987.440191 \n", - "Oregon , Johnson City 1427.680556 2018.416667 22262.467593 \n", - "Pennsylvania , Clifton Heights 2299.608911 1325.628713 20412.386139 \n", - "Pennsylvania , Collingdale 2333.838095 1373.247619 20202.452381 \n", - "Pennsylvania , Conshohocken 1437.810000 1331.070000 17869.415000 \n", - "Pennsylvania , Darby 2304.825871 1346.845771 19152.810945 \n", - "Pennsylvania , Dormont 3147.295000 2511.865000 47464.645000 \n", - "Pennsylvania , East Lansdowne 3960.665000 2615.005000 40236.130000 \n", - "Pennsylvania , Millbourne 3966.510000 2622.845000 40909.590000 \n", - "Pennsylvania , Mount Oliver 3145.570000 2512.100000 47397.145000 \n", - "Pennsylvania , Parkside 750.563725 1074.524510 21153.622549 \n", - "Pennsylvania , Pennsbury Village 5045.905660 1943.641509 39840.905660 \n", - "Pennsylvania , Philadelphia 2840.635000 2362.830000 56576.285000 \n", - "Pennsylvania , Upper Darby[c] 3945.575000 2605.265000 40082.720000 \n", - "Pennsylvania , West Chester 1753.645320 2067.162562 26178.615764 \n", - "Rhode Island , Central Falls 3699.710000 1465.180000 39257.265000 \n", - "Texas , Mobile City 4325.969880 4261.463855 40372.487952 \n", - "\n", - " vader average times \n", - "location \n", - "California , Albany -0.258858 2931.362055 \n", - "California , Alhambra 0.005641 2699.818191 \n", - "California , Artesia -0.008311 2985.501343 \n", - "California , Baldwin Park -0.005242 2573.503197 \n", - "California , Bell -0.126618 2017.529214 \n", - "California , Bell Gardens -0.085866 1843.151112 \n", - "California , Bellflower -0.000277 2529.536833 \n", - "California , Berkeley -0.067293 2826.648354 \n", - "California , Cudahy -0.039462 1423.611557 \n", - "California , Daly City 0.061896 2218.263782 \n", - "California , East Palo Alto -0.098829 2629.478149 \n", - "California , El Monte 0.010876 2503.617391 \n", - "California , Hawaiian Gardens -0.016217 1973.770853 \n", - "California , Hawthorne -0.063301 2125.824656 \n", - "California , Hermosa Beach -0.085617 2272.705411 \n", - "California , Huntington Park 0.010876 1584.643151 \n", - "California , Inglewood 0.007341 2466.212232 \n", - "California , La Puente 0.039831 2654.201018 \n", - "California , Lawndale -0.092004 1839.853008 \n", - "California , Lomita 0.007445 2992.532309 \n", - "California , Lynwood -0.032242 2141.015484 \n", - "California , Maywood -0.113848 1330.726768 \n", - "California , Norwalk 0.108944 2839.481233 \n", - "California , Paramount -0.024866 2836.494059 \n", - "California , Redondo Beach -0.090458 2931.346070 \n", - "California , Rosemead 0.001448 2972.901225 \n", - "California , San Francisco -0.057079 1627.162527 \n", - "California , San Pablo -0.046086 2988.199060 \n", - "California , Santa Ana 0.022561 2440.801248 \n", - "California , Santa Monica -0.089412 2987.848356 \n", - "... ... ... \n", - "New York , Manorhaven 0.032755 2394.267055 \n", - "New York , Mineola 0.015373 2914.701342 \n", - "New York , Mount Vernon -0.104092 1786.951522 \n", - "New York , New Hyde Park 0.014142 2594.185620 \n", - "New York , New Square 0.034963 4166.821427 \n", - "New York , New York City 0.002459 1124.952725 \n", - "New York , Port Chester -0.021083 2603.272186 \n", - "New York , South Floral Park 0.053686 1899.280251 \n", - "New York , Spring Valley 0.016277 4560.953536 \n", - "New York , Tuckahoe -0.026152 3173.420892 \n", - "New York , Valley Stream 0.024497 2610.579963 \n", - "New York , Williston Park 0.029821 2632.755060 \n", - "New York , Yonkers -0.052142 2801.821970 \n", - "Ohio , Lakewood 0.029762 2865.414756 \n", - "Oregon , Johnson City -0.030084 3236.185849 \n", - "Pennsylvania , Clifton Heights -0.037181 2796.794799 \n", - "Pennsylvania , Collingdale -0.022391 2960.272453 \n", - "Pennsylvania , Conshohocken -0.063159 2382.983574 \n", - "Pennsylvania , Darby -0.007141 2430.219019 \n", - "Pennsylvania , Dormont -0.074023 2422.238308 \n", - "Pennsylvania , East Lansdowne -0.067131 2429.351333 \n", - "Pennsylvania , Millbourne -0.067074 1836.653052 \n", - "Pennsylvania , Mount Oliver -0.074023 2596.527861 \n", - "Pennsylvania , Parkside 0.027853 3097.330532 \n", - "Pennsylvania , Pennsbury Village 0.033181 6664.431451 \n", - "Pennsylvania , Philadelphia 0.012491 2705.469378 \n", - "Pennsylvania , Upper Darby[c] -0.068693 2924.651436 \n", - "Pennsylvania , West Chester -0.040441 3443.109105 \n", - "Rhode Island , Central Falls 0.048007 1920.198825 \n", - "Texas , Mobile City -0.053428 3908.226693 \n", - "\n", - "[133 rows x 5 columns]" + "Figure(layout=FigureLayout(height='420px'))" ] }, - "execution_count": 151, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "#--- population per cities in United States --- ---- ---- --- ---- --- --- --- ---\n", - "html = wp.page(\"List_of_United_States_cities_by_population_density\").html().encode(\"UTF-8\")\n", - "UScities = pd.read_html(html)[1]\n", - "UScities = UScities.drop([0,2,4,6,8],axis=1)\n", - "UScities = UScities.rename(columns={1:'city',3:'state',5: 'land area (mi^2)',7:'density'})\n", - "UScities = UScities.iloc[1:]\n", - "#df['population']=[int(city.split('\\xa0')[-1].split('[')[0].replace(',','')) for city in df['population']]\n", - "UScities['density'] = [float(city.split('\\xa0')[-1].split('[')[0].replace(',','')) for city in UScities['density']]\n", - "UScities['land area (mi^2)']=[float(area.split('\\xa0')[-1]) for area in UScities['land area (mi^2)']]\n", - "#--- ---- ----- ----- ---- ---- ----- ---- ---- ----- --- ---- ---- ----- ---- ---\n", - "city=UScities.loc[UScities['city']=='Guttenberg'].loc[UScities['state']=='New Jersey'].loc[:,'density'].values[0]\n", + "import gmaps\n", + "import gmaps.datasets\n", + "gmaps.configure(api_key=\"AIzaSyCPoE4drYlpFL3CuL5zGOF3EEYkFaBD7ew\") # Your Google API key\n", "\n", - "import numpy as np\n", - "cityData = tweetsUS.groupby('location').mean()\n", - "#print(cityData)\n", - "aveTimes={}\n", - "for date in tweetsUS.groupby('location')['created_at']:\n", - " cityState, timeseries = date\n", - " re.sub('\\W','', cityState)\n", - " [state,city]=cityState.split(',')\n", - " city=city.lstrip().rstrip(); state=state.rstrip().lstrip()\n", - " #print(city, state)\n", - " #print('this line: ',UScities.loc[UScities['city']==city])\n", - " cityDensity=UScities.loc[UScities['city']==city].loc[UScities['state']==state].loc[:,'density'].values[0]\n", - " aveTimes[cityState]=np.mean([(b-a).seconds*10000/cityDensity for a,b in zip(timeseries.tolist()[1:],timeseries.tolist()[0:-1])])\n", - " #print(f'{city}, {cityDensity}, {aveTimes[cityState]}')\n", - "cityData['average times']=[aveTimes[city] for city in cityData.index]\n", - "cityData" + "mydata=cityDataDemo[0]\n", + "mydata['density of tweets'] = mydata['time between tweets'].max()-mydata['time between tweets']\n", + "location={};densityoftweets={}\n", + "for data in mydata.index:\n", + " while True:\n", + " try:\n", + " densityoftweets[str(data[2])].append(mydata.loc[data]['density of tweets'] if not(mydata.loc[data]['density of tweets']) else 1 )\n", + " location[str(data[2])].append([float(data[1].split(',')[0]) , float(data[1].split(',')[1])])\n", + " except:\n", + " #print(str(data[2]))\n", + " densityoftweets[str(data[2])]=[]\n", + " location[str(data[2])]=[]\n", + " else:\n", + " break\n", + "\n", + "#print(len(location[str(data[2])]))\n", + "#print(len(densityoftweets[str(data[2])]))\n", + "\n", + "fig = gmaps.figure()\n", + "fig.add_layer(gmaps.heatmap_layer(pd.DataFrame(location[ '2018-06-30' ]), weights=densityoftweets[ '2018-06-30' ]))\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 294, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "92b6cce893f249ad97d5bd79ce93ec64", + "version_major": 2, + "version_minor": 0 + }, + "text/html": [ + "

Failed to display Jupyter Widget of type Figure.

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\n", + " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", + " that the widgets JavaScript is still loading. If this message persists, it\n", + " likely means that the widgets JavaScript library is either not installed or\n", + " not enabled. See the Jupyter\n", + " Widgets Documentation for setup instructions.\n", + "

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\n", + " If you're reading this message in another frontend (for example, a static\n", + " rendering on GitHub or NBViewer),\n", + " it may mean that your frontend doesn't currently support widgets.\n", + "

\n" + ], + "text/plain": [ + "Figure(layout=FigureLayout(height='420px'))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import gmaps\n", + "import gmaps.datasets\n", + "gmaps.configure(api_key=\"AIzaSyCPoE4drYlpFL3CuL5zGOF3EEYkFaBD7ew\") # Your Google API key\n", + "\n", + "mydata=cityDataDemo[0]\n", + "#mydata['density of tweets'] = mydata['time between tweets'].max()-mydata['time between tweets']\n", + "location={};vader={}\n", + "for data in mydata.index:\n", + " while True:\n", + " try:\n", + " vader[str(data[2])].append(math.exp(10*mydata.loc[data]['vader']))\n", + " location[str(data[2])].append([float(data[1].split(',')[0]) , float(data[1].split(',')[1])])\n", + " except:\n", + " #print(str(data[2]))\n", + " vader[str(data[2])]=[]\n", + " location[str(data[2])]=[]\n", + " else:\n", + " break\n", + "\n", + "#print(location[\"2018-06-30\"])\n", + "#print(vader['2018-06-30'])\n", + "\n", + "fig = gmaps.figure()\n", + "fig.add_layer(gmaps.heatmap_layer(pd.DataFrame(location[ '2018-06-30' ]), weights=vader[ '2018-06-30' ]))\n", + "fig" ] }, { @@ -3429,6 +2828,906 @@ " #--- ---- ----- ----- ---- ---- ----- ---- ---- ----- --- ---- ---- ----- ---- ---" ] }, + { + "cell_type": "code", + "execution_count": 290, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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followersfriends_countstatuses_countvadertime between tweets
locationgeoday
California , Alhambra34.095287,-118.1270146,7.62mi2018-06-271939.3333331092.1333332.707040e+040.17945318.751007
2018-06-284128.5384623115.6923081.416746e+040.36912312.369011
2018-06-29839.5000001236.5000001.538581e+040.1270505.225646
2018-06-302885.7500001009.6666672.345683e+040.11232925.747544
2018-07-012447.6666671838.3333336.614050e+040.19659218.703823
2018-07-022966.9565222163.9565221.718978e+040.21360914.880041
California , Baldwin Park34.0852868,-117.9608978,6.66mi2018-06-2922.33333387.6666673.070000e+020.153200256.722792
California , Bellflower33.8816818,-118.1170117,6.07mi2018-06-29166.000000972.0000005.623500e+030.000000239.338955
2018-06-3011335.0000008179.3333331.384103e+05-0.037300197.943093
California , East Palo Alto37.4688273,-122.1410751,5mi2018-06-2427173.5714293205.1428571.266301e+060.000000111.602146
2018-06-25102848.5000002747.3333339.813763e+050.14835099.141168
2018-06-2622490.4285712629.2857141.048191e+060.120229100.499187
2018-06-27118.000000176.0000004.940000e+020.000000NaN
2018-06-281390.000000558.0000004.332400e+040.6249001.562298
2018-06-2916892.500000645.1250001.618525e+040.30411343.150490
2018-06-30645.833333461.6666671.269667e+030.1601675.351517
2018-07-02955.3333331470.3333332.008333e+030.27396737.598723
California , El Monte34.0686206,-118.0275667,9.55mi2018-06-271939.3333331092.1333332.707040e+040.17945317.388337
2018-06-284128.5384623115.6923081.416754e+040.36912311.470132
2018-06-29839.5000001236.5000001.538581e+040.1270504.845889
2018-06-302885.7500001009.6666672.345650e+040.11232923.876422
2018-07-012447.6666671838.3333336.614050e+040.19659217.344581
2018-07-022966.9565222163.9565221.718974e+040.21360913.798681
California , Inglewood33.9616801,-118.3531311,9.14mi2018-06-27345.875000474.8125009.315312e+03-0.0464371.676999
2018-06-282543.3750002692.8125001.152981e+040.0945561.383795
2018-06-29573.812500509.1875001.519144e+040.0237620.020016
2018-06-30180.687500304.0625004.386875e+030.0000000.557196
2018-07-01583.312500433.8750001.754075e+040.0000002.762721
2018-07-0245897.968750940.3750004.049775e+040.0125591.673422
California , La Puente34.0200114,-117.9495083,5mi2018-06-2921.00000071.5000002.880000e+02-0.132650237.146284
........................
Pennsylvania , Dormont40.3959026,-80.0331092,5mi2018-06-282688.6000001807.4000002.385320e+040.09562084.796590
2018-06-2914645.8888891246.0555569.190528e+040.35391139.162622
2018-06-30141.00000093.0000002.052000e+040.000000NaN
2018-07-01331.000000543.0000001.670100e+040.000000NaN
2018-07-02622.500000367.0000004.540000e+03-0.04685076.715513
Pennsylvania , East Lansdowne39.9456683,-75.2612943,5mi2018-06-24177.000000348.0000001.622000e+030.000000NaN
2018-06-25673.0000002627.5000001.314450e+040.413550272.839842
2018-06-26814.812500585.1875003.389938e+040.01351320.507126
2018-06-271273.571429966.0000001.298614e+040.19322991.089080
2018-06-287806.000000714.5000001.030750e+040.429400267.639164
2018-06-2910265.3333331214.5897442.657441e+040.38439216.363276
2018-06-306467.500000590.5000005.093250e+030.506775184.492235
2018-07-01227.500000223.5000001.118150e+040.00000093.428453
2018-07-02150281.5000002859.2500001.098642e+050.17782541.501566
Pennsylvania , Mount Oliver40.4114802,-79.98500899999999,5mi2018-06-251915.200000970.4000006.575200e+030.091220131.932594
2018-06-2653.500000148.0000002.829500e+03-0.076550303.771331
2018-06-271967.6666671585.6666673.390033e+040.234467205.285836
2018-06-282688.6000001807.4000002.385340e+040.09562090.898038
2018-06-2914645.8888891246.0555569.190528e+040.35391141.980526
2018-06-30141.00000093.0000002.052000e+040.000000NaN
2018-07-01331.000000543.0000001.670100e+040.000000NaN
2018-07-02622.500000367.0000004.540000e+03-0.04685082.235495
Pennsylvania , Pennsbury Village40.4281245,-80.1006113,5mi2018-07-030.0000000.0000000.000000e+000.000000NaN
Pennsylvania , Philadelphia39.9525839,-75.1652215,135.09mi2018-06-27547.533333446.8000001.781367e+040.4437931.055507
2018-06-286232.6875006083.1250006.164231e+040.1724250.779803
2018-06-291104.6875001707.7500001.269719e+040.4378250.626098
2018-06-30129.937500187.2500009.807312e+030.5514811.420144
2018-07-012094.125000773.4375009.368500e+030.1583504.207615
2018-07-022499.1428571989.4285713.824904e+040.1586323.006193
Texas , Mobile City32.9226225,-96.41109589999999,5mi2018-07-021138.000000512.0000009.918800e+040.000000NaN
\n", + "

150 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " followers \\\n", + "location geo day \n", + "California , Alhambra 34.095287,-118.1270146,7.62mi 2018-06-27 1939.333333 \n", + " 2018-06-28 4128.538462 \n", + " 2018-06-29 839.500000 \n", + " 2018-06-30 2885.750000 \n", + " 2018-07-01 2447.666667 \n", + " 2018-07-02 2966.956522 \n", + "California , Baldwin Park 34.0852868,-117.9608978,6.66mi 2018-06-29 22.333333 \n", + "California , Bellflower 33.8816818,-118.1170117,6.07mi 2018-06-29 166.000000 \n", + " 2018-06-30 11335.000000 \n", + "California , East Palo Alto 37.4688273,-122.1410751,5mi 2018-06-24 27173.571429 \n", + " 2018-06-25 102848.500000 \n", + " 2018-06-26 22490.428571 \n", + " 2018-06-27 118.000000 \n", + " 2018-06-28 1390.000000 \n", + " 2018-06-29 16892.500000 \n", + " 2018-06-30 645.833333 \n", + " 2018-07-02 955.333333 \n", + "California , El Monte 34.0686206,-118.0275667,9.55mi 2018-06-27 1939.333333 \n", + " 2018-06-28 4128.538462 \n", + " 2018-06-29 839.500000 \n", + " 2018-06-30 2885.750000 \n", + " 2018-07-01 2447.666667 \n", + " 2018-07-02 2966.956522 \n", + "California , Inglewood 33.9616801,-118.3531311,9.14mi 2018-06-27 345.875000 \n", + " 2018-06-28 2543.375000 \n", + " 2018-06-29 573.812500 \n", + " 2018-06-30 180.687500 \n", + " 2018-07-01 583.312500 \n", + " 2018-07-02 45897.968750 \n", + "California , La Puente 34.0200114,-117.9495083,5mi 2018-06-29 21.000000 \n", + "... ... \n", + "Pennsylvania , Dormont 40.3959026,-80.0331092,5mi 2018-06-28 2688.600000 \n", + " 2018-06-29 14645.888889 \n", + " 2018-06-30 141.000000 \n", + " 2018-07-01 331.000000 \n", + " 2018-07-02 622.500000 \n", + "Pennsylvania , East Lansdowne 39.9456683,-75.2612943,5mi 2018-06-24 177.000000 \n", + " 2018-06-25 673.000000 \n", + " 2018-06-26 814.812500 \n", + " 2018-06-27 1273.571429 \n", + " 2018-06-28 7806.000000 \n", + " 2018-06-29 10265.333333 \n", + " 2018-06-30 6467.500000 \n", + " 2018-07-01 227.500000 \n", + " 2018-07-02 150281.500000 \n", + "Pennsylvania , Mount Oliver 40.4114802,-79.98500899999999,5mi 2018-06-25 1915.200000 \n", + " 2018-06-26 53.500000 \n", + " 2018-06-27 1967.666667 \n", + " 2018-06-28 2688.600000 \n", + " 2018-06-29 14645.888889 \n", + " 2018-06-30 141.000000 \n", + " 2018-07-01 331.000000 \n", + " 2018-07-02 622.500000 \n", + "Pennsylvania , Pennsbury Village 40.4281245,-80.1006113,5mi 2018-07-03 0.000000 \n", + "Pennsylvania , Philadelphia 39.9525839,-75.1652215,135.09mi 2018-06-27 547.533333 \n", + " 2018-06-28 6232.687500 \n", + " 2018-06-29 1104.687500 \n", + " 2018-06-30 129.937500 \n", + " 2018-07-01 2094.125000 \n", + " 2018-07-02 2499.142857 \n", + "Texas , Mobile City 32.9226225,-96.41109589999999,5mi 2018-07-02 1138.000000 \n", + "\n", + " friends_count \\\n", + "location geo day \n", + "California , Alhambra 34.095287,-118.1270146,7.62mi 2018-06-27 1092.133333 \n", + " 2018-06-28 3115.692308 \n", + " 2018-06-29 1236.500000 \n", + " 2018-06-30 1009.666667 \n", + " 2018-07-01 1838.333333 \n", + " 2018-07-02 2163.956522 \n", + "California , Baldwin Park 34.0852868,-117.9608978,6.66mi 2018-06-29 87.666667 \n", + "California , Bellflower 33.8816818,-118.1170117,6.07mi 2018-06-29 972.000000 \n", + " 2018-06-30 8179.333333 \n", + "California , East Palo Alto 37.4688273,-122.1410751,5mi 2018-06-24 3205.142857 \n", + " 2018-06-25 2747.333333 \n", + " 2018-06-26 2629.285714 \n", + " 2018-06-27 176.000000 \n", + " 2018-06-28 558.000000 \n", + " 2018-06-29 645.125000 \n", + " 2018-06-30 461.666667 \n", + " 2018-07-02 1470.333333 \n", + "California , El Monte 34.0686206,-118.0275667,9.55mi 2018-06-27 1092.133333 \n", + " 2018-06-28 3115.692308 \n", + " 2018-06-29 1236.500000 \n", + " 2018-06-30 1009.666667 \n", + " 2018-07-01 1838.333333 \n", + " 2018-07-02 2163.956522 \n", + "California , Inglewood 33.9616801,-118.3531311,9.14mi 2018-06-27 474.812500 \n", + " 2018-06-28 2692.812500 \n", + " 2018-06-29 509.187500 \n", + " 2018-06-30 304.062500 \n", + " 2018-07-01 433.875000 \n", + " 2018-07-02 940.375000 \n", + "California , La Puente 34.0200114,-117.9495083,5mi 2018-06-29 71.500000 \n", + "... ... \n", + "Pennsylvania , Dormont 40.3959026,-80.0331092,5mi 2018-06-28 1807.400000 \n", + " 2018-06-29 1246.055556 \n", + " 2018-06-30 93.000000 \n", + " 2018-07-01 543.000000 \n", + " 2018-07-02 367.000000 \n", + "Pennsylvania , East Lansdowne 39.9456683,-75.2612943,5mi 2018-06-24 348.000000 \n", + " 2018-06-25 2627.500000 \n", + " 2018-06-26 585.187500 \n", + " 2018-06-27 966.000000 \n", + " 2018-06-28 714.500000 \n", + " 2018-06-29 1214.589744 \n", + " 2018-06-30 590.500000 \n", + " 2018-07-01 223.500000 \n", + " 2018-07-02 2859.250000 \n", + "Pennsylvania , Mount Oliver 40.4114802,-79.98500899999999,5mi 2018-06-25 970.400000 \n", + " 2018-06-26 148.000000 \n", + " 2018-06-27 1585.666667 \n", + " 2018-06-28 1807.400000 \n", + " 2018-06-29 1246.055556 \n", + " 2018-06-30 93.000000 \n", + " 2018-07-01 543.000000 \n", + " 2018-07-02 367.000000 \n", + "Pennsylvania , Pennsbury Village 40.4281245,-80.1006113,5mi 2018-07-03 0.000000 \n", + "Pennsylvania , Philadelphia 39.9525839,-75.1652215,135.09mi 2018-06-27 446.800000 \n", + " 2018-06-28 6083.125000 \n", + " 2018-06-29 1707.750000 \n", + " 2018-06-30 187.250000 \n", + " 2018-07-01 773.437500 \n", + " 2018-07-02 1989.428571 \n", + "Texas , Mobile City 32.9226225,-96.41109589999999,5mi 2018-07-02 512.000000 \n", + "\n", + " statuses_count \\\n", + "location geo day \n", + "California , Alhambra 34.095287,-118.1270146,7.62mi 2018-06-27 2.707040e+04 \n", + " 2018-06-28 1.416746e+04 \n", + " 2018-06-29 1.538581e+04 \n", + " 2018-06-30 2.345683e+04 \n", + " 2018-07-01 6.614050e+04 \n", + " 2018-07-02 1.718978e+04 \n", + "California , Baldwin Park 34.0852868,-117.9608978,6.66mi 2018-06-29 3.070000e+02 \n", + "California , Bellflower 33.8816818,-118.1170117,6.07mi 2018-06-29 5.623500e+03 \n", + " 2018-06-30 1.384103e+05 \n", + "California , East Palo Alto 37.4688273,-122.1410751,5mi 2018-06-24 1.266301e+06 \n", + " 2018-06-25 9.813763e+05 \n", + " 2018-06-26 1.048191e+06 \n", + " 2018-06-27 4.940000e+02 \n", + " 2018-06-28 4.332400e+04 \n", + " 2018-06-29 1.618525e+04 \n", + " 2018-06-30 1.269667e+03 \n", + " 2018-07-02 2.008333e+03 \n", + "California , El Monte 34.0686206,-118.0275667,9.55mi 2018-06-27 2.707040e+04 \n", + " 2018-06-28 1.416754e+04 \n", + " 2018-06-29 1.538581e+04 \n", + " 2018-06-30 2.345650e+04 \n", + " 2018-07-01 6.614050e+04 \n", + " 2018-07-02 1.718974e+04 \n", + "California , Inglewood 33.9616801,-118.3531311,9.14mi 2018-06-27 9.315312e+03 \n", + " 2018-06-28 1.152981e+04 \n", + " 2018-06-29 1.519144e+04 \n", + " 2018-06-30 4.386875e+03 \n", + " 2018-07-01 1.754075e+04 \n", + " 2018-07-02 4.049775e+04 \n", + "California , La Puente 34.0200114,-117.9495083,5mi 2018-06-29 2.880000e+02 \n", + "... ... \n", + "Pennsylvania , Dormont 40.3959026,-80.0331092,5mi 2018-06-28 2.385320e+04 \n", + " 2018-06-29 9.190528e+04 \n", + " 2018-06-30 2.052000e+04 \n", + " 2018-07-01 1.670100e+04 \n", + " 2018-07-02 4.540000e+03 \n", + "Pennsylvania , East Lansdowne 39.9456683,-75.2612943,5mi 2018-06-24 1.622000e+03 \n", + " 2018-06-25 1.314450e+04 \n", + " 2018-06-26 3.389938e+04 \n", + " 2018-06-27 1.298614e+04 \n", + " 2018-06-28 1.030750e+04 \n", + " 2018-06-29 2.657441e+04 \n", + " 2018-06-30 5.093250e+03 \n", + " 2018-07-01 1.118150e+04 \n", + " 2018-07-02 1.098642e+05 \n", + "Pennsylvania , Mount Oliver 40.4114802,-79.98500899999999,5mi 2018-06-25 6.575200e+03 \n", + " 2018-06-26 2.829500e+03 \n", + " 2018-06-27 3.390033e+04 \n", + " 2018-06-28 2.385340e+04 \n", + " 2018-06-29 9.190528e+04 \n", + " 2018-06-30 2.052000e+04 \n", + " 2018-07-01 1.670100e+04 \n", + " 2018-07-02 4.540000e+03 \n", + "Pennsylvania , Pennsbury Village 40.4281245,-80.1006113,5mi 2018-07-03 0.000000e+00 \n", + "Pennsylvania , Philadelphia 39.9525839,-75.1652215,135.09mi 2018-06-27 1.781367e+04 \n", + " 2018-06-28 6.164231e+04 \n", + " 2018-06-29 1.269719e+04 \n", + " 2018-06-30 9.807312e+03 \n", + " 2018-07-01 9.368500e+03 \n", + " 2018-07-02 3.824904e+04 \n", + "Texas , Mobile City 32.9226225,-96.41109589999999,5mi 2018-07-02 9.918800e+04 \n", + "\n", + " vader \\\n", + "location geo day \n", + "California , Alhambra 34.095287,-118.1270146,7.62mi 2018-06-27 0.179453 \n", + " 2018-06-28 0.369123 \n", + " 2018-06-29 0.127050 \n", + " 2018-06-30 0.112329 \n", + " 2018-07-01 0.196592 \n", + " 2018-07-02 0.213609 \n", + "California , Baldwin Park 34.0852868,-117.9608978,6.66mi 2018-06-29 0.153200 \n", + "California , Bellflower 33.8816818,-118.1170117,6.07mi 2018-06-29 0.000000 \n", + " 2018-06-30 -0.037300 \n", + "California , East Palo Alto 37.4688273,-122.1410751,5mi 2018-06-24 0.000000 \n", + " 2018-06-25 0.148350 \n", + " 2018-06-26 0.120229 \n", + " 2018-06-27 0.000000 \n", + " 2018-06-28 0.624900 \n", + " 2018-06-29 0.304113 \n", + " 2018-06-30 0.160167 \n", + " 2018-07-02 0.273967 \n", + "California , El Monte 34.0686206,-118.0275667,9.55mi 2018-06-27 0.179453 \n", + " 2018-06-28 0.369123 \n", + " 2018-06-29 0.127050 \n", + " 2018-06-30 0.112329 \n", + " 2018-07-01 0.196592 \n", + " 2018-07-02 0.213609 \n", + "California , Inglewood 33.9616801,-118.3531311,9.14mi 2018-06-27 -0.046437 \n", + " 2018-06-28 0.094556 \n", + " 2018-06-29 0.023762 \n", + " 2018-06-30 0.000000 \n", + " 2018-07-01 0.000000 \n", + " 2018-07-02 0.012559 \n", + "California , La Puente 34.0200114,-117.9495083,5mi 2018-06-29 -0.132650 \n", + "... ... \n", + "Pennsylvania , Dormont 40.3959026,-80.0331092,5mi 2018-06-28 0.095620 \n", + " 2018-06-29 0.353911 \n", + " 2018-06-30 0.000000 \n", + " 2018-07-01 0.000000 \n", + " 2018-07-02 -0.046850 \n", + "Pennsylvania , East Lansdowne 39.9456683,-75.2612943,5mi 2018-06-24 0.000000 \n", + " 2018-06-25 0.413550 \n", + " 2018-06-26 0.013513 \n", + " 2018-06-27 0.193229 \n", + " 2018-06-28 0.429400 \n", + " 2018-06-29 0.384392 \n", + " 2018-06-30 0.506775 \n", + " 2018-07-01 0.000000 \n", + " 2018-07-02 0.177825 \n", + "Pennsylvania , Mount Oliver 40.4114802,-79.98500899999999,5mi 2018-06-25 0.091220 \n", + " 2018-06-26 -0.076550 \n", + " 2018-06-27 0.234467 \n", + " 2018-06-28 0.095620 \n", + " 2018-06-29 0.353911 \n", + " 2018-06-30 0.000000 \n", + " 2018-07-01 0.000000 \n", + " 2018-07-02 -0.046850 \n", + "Pennsylvania , Pennsbury Village 40.4281245,-80.1006113,5mi 2018-07-03 0.000000 \n", + "Pennsylvania , Philadelphia 39.9525839,-75.1652215,135.09mi 2018-06-27 0.443793 \n", + " 2018-06-28 0.172425 \n", + " 2018-06-29 0.437825 \n", + " 2018-06-30 0.551481 \n", + " 2018-07-01 0.158350 \n", + " 2018-07-02 0.158632 \n", + "Texas , Mobile City 32.9226225,-96.41109589999999,5mi 2018-07-02 0.000000 \n", + "\n", + " time between tweets \n", + "location geo day \n", + "California , Alhambra 34.095287,-118.1270146,7.62mi 2018-06-27 18.751007 \n", + " 2018-06-28 12.369011 \n", + " 2018-06-29 5.225646 \n", + " 2018-06-30 25.747544 \n", + " 2018-07-01 18.703823 \n", + " 2018-07-02 14.880041 \n", + "California , Baldwin Park 34.0852868,-117.9608978,6.66mi 2018-06-29 256.722792 \n", + "California , Bellflower 33.8816818,-118.1170117,6.07mi 2018-06-29 239.338955 \n", + " 2018-06-30 197.943093 \n", + "California , East Palo Alto 37.4688273,-122.1410751,5mi 2018-06-24 111.602146 \n", + " 2018-06-25 99.141168 \n", + " 2018-06-26 100.499187 \n", + " 2018-06-27 NaN \n", + " 2018-06-28 1.562298 \n", + " 2018-06-29 43.150490 \n", + " 2018-06-30 5.351517 \n", + " 2018-07-02 37.598723 \n", + "California , El Monte 34.0686206,-118.0275667,9.55mi 2018-06-27 17.388337 \n", + " 2018-06-28 11.470132 \n", + " 2018-06-29 4.845889 \n", + " 2018-06-30 23.876422 \n", + " 2018-07-01 17.344581 \n", + " 2018-07-02 13.798681 \n", + "California , Inglewood 33.9616801,-118.3531311,9.14mi 2018-06-27 1.676999 \n", + " 2018-06-28 1.383795 \n", + " 2018-06-29 0.020016 \n", + " 2018-06-30 0.557196 \n", + " 2018-07-01 2.762721 \n", + " 2018-07-02 1.673422 \n", + "California , La Puente 34.0200114,-117.9495083,5mi 2018-06-29 237.146284 \n", + "... ... \n", + "Pennsylvania , Dormont 40.3959026,-80.0331092,5mi 2018-06-28 84.796590 \n", + " 2018-06-29 39.162622 \n", + " 2018-06-30 NaN \n", + " 2018-07-01 NaN \n", + " 2018-07-02 76.715513 \n", + "Pennsylvania , East Lansdowne 39.9456683,-75.2612943,5mi 2018-06-24 NaN \n", + " 2018-06-25 272.839842 \n", + " 2018-06-26 20.507126 \n", + " 2018-06-27 91.089080 \n", + " 2018-06-28 267.639164 \n", + " 2018-06-29 16.363276 \n", + " 2018-06-30 184.492235 \n", + " 2018-07-01 93.428453 \n", + " 2018-07-02 41.501566 \n", + "Pennsylvania , Mount Oliver 40.4114802,-79.98500899999999,5mi 2018-06-25 131.932594 \n", + " 2018-06-26 303.771331 \n", + " 2018-06-27 205.285836 \n", + " 2018-06-28 90.898038 \n", + " 2018-06-29 41.980526 \n", + " 2018-06-30 NaN \n", + " 2018-07-01 NaN \n", + " 2018-07-02 82.235495 \n", + "Pennsylvania , Pennsbury Village 40.4281245,-80.1006113,5mi 2018-07-03 NaN \n", + "Pennsylvania , Philadelphia 39.9525839,-75.1652215,135.09mi 2018-06-27 1.055507 \n", + " 2018-06-28 0.779803 \n", + " 2018-06-29 0.626098 \n", + " 2018-06-30 1.420144 \n", + " 2018-07-01 4.207615 \n", + " 2018-07-02 3.006193 \n", + "Texas , Mobile City 32.9226225,-96.41109589999999,5mi 2018-07-02 NaN \n", + "\n", + "[150 rows x 5 columns]" + ] + }, + "execution_count": 290, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cityDataFinal[0]" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/combined_3_new.ipynb b/combined_3_new.ipynb new file mode 100644 index 0000000..30748db --- /dev/null +++ b/combined_3_new.ipynb @@ -0,0 +1,829 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Visualization Project: Media and Social Media Monitoring and Analytics." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Project Overview\n", + "\n", + "

Nowadays, advertisement departments and PR agencies are interested in the public response regarding their products. This is why companies such as Business Wire , NUVI, newsapi.aylien.com provide real-time social media and media monitoring and analytics.

\n", + "\n", + "

Our team decided to create a program that takes any user input as keywords, that they would like to analyze. Once a user provides a valid input, the program outputs graphs analyzing sentiment, location, timeline of tweet among other things. Besides, twitter API we also use News API to build graphs around user input to show media trends and tendencies.

\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Research Questions to Answer\n", + "
    \n", + "
  • What are the related handles (hashtags) appearing together with the user searched term?
  • \n", + "
  • What is the sentiment for the most top-10 influenced people (with the highest number of followers) for the target term?
  • \n", + "
  • What is the sentiment for the most retweeted tweets for the target term?
  • \n", + "
  • What is an overall average sentiment for the target term?
  • \n", + "
  • Which news sources write mostly about the topic?
  • \n", + "
  • What is an average sentiment score of their articles? How it changes over period of time?
  • \n", + "
  • How the topic popularity in media changes over period of time?
  • \n", + " \n", + "
\n", + " \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Sources\n", + "Data sets are dynamic and come from twitter API (api.search) and News API (newsapi.org)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Project Steps:\n", + " \n", + "
    \n", + "
  • Data retrieving, selecting and cleaning.
  • \n", + "
  • Collecting and grouping data in DataFrames.
  • \n", + "
  • Creating pivot tables. Calculating averages, finding highest/lowest values.
  • \n", + "
  • Building charts. Analyzing findings.
  • \n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Next Steps:\n", + " \n", + "
    \n", + "
  • Collect data from cities with lower population density.
  • \n", + "
  • Collect data over time, for longer periods of analysis.
  • \n", + "
  • Upload analyser to a host website.
  • \n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#import dependencies\n", + "import requests\n", + "import tweepy\n", + "from config import consumer_key, consumer_secret, access_token, access_token_secret\n", + "import json\n", + "from config1 import key\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import math\n", + "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n", + "analyzer = SentimentIntensityAnalyzer()\n", + "import seaborn as sns\n", + "import time\n", + "from wordcloud import WordCloud\n", + "import collections" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Setup Tweepy API Authentication\n", + "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n", + "auth.set_access_token(access_token, access_token_secret)\n", + "api = tweepy.API(auth, parser=tweepy.parsers.JSONParser())" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Function to get tweets for searched term\n", + "#Text, location, dates, specified number of results\n", + "def SearchForData(search_term, nTweets):\n", + " maxTweets = 10000000 # Some arbitrary large number\n", + " public_tweets=[]\n", + " # Counter to keep track of the number of tweets retrieved\n", + " counter = 0\n", + " oldest_tweet = None\n", + " unique_ids = []\n", + " # Loop through 5 times (total of 500 tweets)\n", + " desiredTweets = []\n", + " while len(desiredTweets) < min(nTweets,maxTweets):\n", + " # Retrieve 100 most recent tweets -- specifying a max_id\n", + " public_tweets = api.search(search_term, count=100, result_type=\"recent\", max_id=oldest_tweet)\n", + "\n", + " for tweet in public_tweets['statuses']:\n", + " tweet_id = tweet[\"id\"]\n", + "\n", + " # Append tweet_id to ids list if it doesn't already exist\n", + " # This allows checking for duplicate tweets\n", + " if tweet_id not in unique_ids :\n", + " unique_ids.append(tweet_id)\n", + " desiredTweets.append(tweet)\n", + " \n", + " # Reassign the the oldest tweet (i.e. the max_id) subtract 1 so the previous oldest isn't included\n", + " oldest_tweet = tweet_id - 1\n", + " return desiredTweets\n", + "# Calling the function and searching a term \n", + "tweet=SearchForData('spaceX',100)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['patrickmoore', 'neilarmstrong', 'Spacex', 'Mars', 'Mars', 'VR', 'space', 'Dragon', 'CRS15', 'Canadarm2', 'ISS', 'AI', 'Dragon', 'Dragon', 'CRS15', 'Canadarm2', 'ISS', 'patrickmoore', 'neilarmstrong', 'ExperiencePays', 'patrickmoore', 'neilarmstrong', 'ECOSTRESS', 'SpaceX', 'Dragon', 'CRS15', 'Canadarm2', 'ISS', 'ElonMusk', 'SpaceX', 'Dragon', 'ECOSTRESS', 'SpaceX', 'ENGCOL', 'fashionfriday', 'goals', 'SpaceX', 'womeninstem', 'Dragon', 'Dragon', 'CRS15', 'Canadarm2', 'ISS']\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Getting all hashtags in a list\n", + "hashtags = []\n", + "text=''\n", + "for t in range(100):\n", + " for u in (tweet[t]['entities']['hashtags']):\n", + "# print(u)\n", + " hashtags.append(u['text'])\n", + " \n", + "print(hashtags)\n", + "# Assigning the list to a string variable since wordcloud needs it in a string variable and can'y use list\n", + "text=' '.join(hashtags)\n", + "#print(text)\n", + "# Using WordCloud library to create a Wordcloud chart\n", + "wordcloud = WordCloud(background_color='white',max_words=len(text),max_font_size=40,relative_scaling=.15).generate(text)\n", + "\n", + "plt.figure(figsize=(7,10))\n", + "plt.imshow(wordcloud)\n", + "plt.axis('off')\n", + "plt.title(\"Word Cloud of Hashtags\")\n", + "plt.savefig('WordCloud.png',dpi=500)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[('Dragon', 7), ('CRS15', 4), ('Canadarm2', 4), ('ISS', 4), ('SpaceX', 4)]\n", + "Top 5 associated hashtags to Spacex are : Dragon, CRS15, Canadarm2, ISS, SpaceX\n" + ] + } + ], + "source": [ + "# Creating a function to get top 5 hashtags associated with searched term\n", + "from collections import defaultdict\n", + "def leaders(xs, top=10):\n", + " counts = defaultdict(int)\n", + " for x in xs:\n", + " counts[x] += 1\n", + " return sorted(counts.items(), reverse=True, key=lambda tup: tup[1])[:top]\n", + "print(leaders(hashtags, top=5))\n", + "# Printing summary of the chart\n", + "tophashes=[x[0] for x in leaders(hashtags, top=5)]\n", + "print(\"Top 5 associated hashtags to Spacex are :\",', '.join(tophashes))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average overall sentiment is 0.063\n", + "Sentiment of top 10 influential people is 0.057\n", + "Sentiment of top 10 retweeted tweets is 0.059\n", + "General public has more positive sentiments than top 10 influential people about spacex\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def getSentiments(target_term):\n", + " # Get 100 recent tweets and create lists of tweets, sentiments, followers and retweets\n", + " public_tweets = api.search(target_term, count=100, lang=\"en\", result_type=\"recent\")\n", + " tweets = []\n", + " sentiments = []\n", + " followers = []\n", + " retweets = []\n", + " for tweet in public_tweets['statuses']:\n", + " tweets.append(tweet['text'])\n", + " followers.append(tweet['user']['followers_count'])\n", + " retweets.append(tweet['retweet_count'])\n", + " result = analyzer.polarity_scores(tweet[\"text\"])\n", + " sentiments.append(result['compound'])\n", + " # Create a dataframe by combining all the lists \n", + " combined_df = pd.DataFrame({'Followers':followers,'Sentiments':sentiments, 'Retweets':retweets, 'Tweets':tweets})\n", + " \n", + " # Calculate average sentiment of top 10 users with most followers\n", + " top_10_followers = combined_df.nlargest(10, 'Followers')\n", + " top_10_followers_average = round(top_10_followers['Sentiments'].mean(),3)\n", + "\n", + " top_10_retweets = combined_df.nlargest(10, 'Retweets')\n", + " top_10_retweets_average = round(top_10_retweets['Sentiments'].mean(),3)\n", + "\n", + " overal_average = round(combined_df['Sentiments'].mean(),3)\n", + " \n", + " # Print analysis\n", + " print('Average overall sentiment is ' + str(overal_average))\n", + " print('Sentiment of top 10 influential people is '+str(top_10_followers_average))\n", + " print('Sentiment of top 10 retweeted tweets is '+str(top_10_retweets_average))\n", + "\n", + " if top_10_followers_average>overal_average:\n", + " print('Top 10 influential people have more positive sentiments than general public about '+target_term)\n", + " else:\n", + " print('General public has more positive sentiments than top 10 influential people about '+target_term)\n", + " \n", + " #Draw bar chart for sentiments\n", + " plt.figure(figsize= (15,10)) \n", + " titles = ['Influential Users','Retweeted Most','Overall average']\n", + " sent = [top_10_followers_average, top_10_retweets_average, overal_average]\n", + " plt.bar(titles, sent)\n", + "\n", + " plt.title(f\"Sentiment Analysis {time.strftime('%x %X')}\")\n", + " plt.ylabel(\"Tweet Polarity\")\n", + " plt.axhline(0, color = 'black')\n", + " plt.savefig(\"output_9_1.png\")\n", + " plt.ylim (-1.0,1.0)\n", + " plt.show()\n", + " \n", + " # Draw scatter chart for sentiments, number of followers and number of retweets \n", + " # Remove users with top 20 follower count to allow more meaningful visualization\n", + " combined_df1 = combined_df.nsmallest(80, 'Followers')\n", + " plt.figure(figsize= (15,10))\n", + " plt.scatter(combined_df1['Followers'], combined_df1['Sentiments'], color=\"lightskyblue\", edgecolor=\"black\"\n", + " , label=\"Number of retweets\", alpha=0.5, s=combined_df1['Retweets'], linewidths=1)\n", + " plt.title(f\"Sentiment Analysis based on Number of Followers {time.strftime('%x %X')}\")\n", + " plt.xlabel(\"Number of Followers\")\n", + " plt.ylabel(\"Tweet Polarity\")\n", + " #plt.ylim (-1.0,1.0)\n", + "\n", + " lgnd=plt.legend(loc=\"upper right\", title=\"Sentiment Analysis based on Number of Followers\", scatterpoints=1)\n", + " lgnd.legendHandles[0]._sizes = [50]\n", + " lgnd.legendHandles[0]._sizes = [50]\n", + " lgnd.legendHandles[0]._sizes = [50]\n", + " plt.savefig(\"output_8_1.png\")\n", + " plt.show()\n", + " \n", + " \n", + "\n", + "getSentiments('spacex')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def news_api_data(user_input):\n", + " '''takes an argument \"user_input\" as keywords to perform API calls to newsapi.org,\n", + " returns a DataFrame with news data\n", + " ''' \n", + " \n", + " #in case we have several words as user's input, we can mark words or phrases that must appear with a + symbol\n", + " user_input_list=user_input.split(\" \")\n", + " user_input_plus=\"\".join(f'+{k}' for k in user_input_list)\n", + " print(user_input_plus)\n", + "\n", + " url=\"https://newsapi.org/v2/everything\"\n", + " \n", + " #specify parameters for sample, i.e results come from the particular news resources\n", + " sparams={\n", + " 'apiKey': key,\n", + " 'q': user_input_plus,\n", + " 'language': 'en',\n", + " 'pageSize': 100,\n", + " 'from': '2017-06-01',\n", + " 'sortBy': 'publishedAt',\n", + " 'sources': 'abc-news, associated-press, bbc-news, breitbart-news, cbc-news, cbs-news, cnn, fox-news, daily-mail, independent, nbc-news, newsweek, new-york-magazine, reuters, time, the-globe-and-mail, the-telegraph, the-washington-times, usa-today'\n", + " }\n", + " \n", + " #make API request and retrieve totalResults value \n", + " responses=requests.get(url, params=sparams)\n", + " \n", + " st_code=responses.status_code \n", + " if st_code!=200: \n", + " print(f'API problem, code {responses.status_code}')\n", + " \n", + " news_info=responses.json()\n", + " sample_total=news_info['totalResults']\n", + " \n", + " #if response containes more than 10000 articles, retrive information for 10000.\n", + " #Otherwise API returns an error 419 - too many requests \n", + " if sample_total>10000:\n", + " sample_total=10000\n", + " print(f'The total number of results is {sample_total}')\n", + " \n", + " #calculate the nuber of pages to iterate through (numer of all results is diveded by 100 (i.e. records per page))\n", + " x=math.ceil(sample_total/100)\n", + " print(f'The number of pages is {x}')\n", + " \n", + " #create DataFrame for retrieved results\n", + " news_data=pd.DataFrame(columns=[\"published_at\",\"name\", \"author\", \"description\", \"url\",\"year_month\"])\n", + " index=0\n", + "\n", + " #iterate through each page and store results in the DataFrame\n", + " for page in range(1,x+1):\n", + " sparams['page']=page\n", + " responses=requests.get(url, params=sparams) \n", + " news_info=responses.json()\n", + " print(f'processing page {page} of {x}')\n", + " if 'articles' not in news_info:\n", + " print(f'skipping page {page} of {x}')\n", + " continue\n", + " for article in news_info['articles']:\n", + " news_data.loc[index,\"published_at\"]=article[\"publishedAt\"]\n", + " news_data.loc[index,\"name\"]=article[\"source\"][\"name\"]\n", + " news_data.loc[index,\"author\"]=article[\"author\"]\n", + " news_data.loc[index,\"description\"]=article[\"description\"]\n", + " news_data.loc[index,\"url\"]=article[\"url\"]\n", + " news_data.loc[index,\"year_month\"]=article[\"publishedAt\"][:7]\n", + " index+=1\n", + " \n", + " #clean the data from duplicate records \n", + " news_data.drop_duplicates(subset=['published_at','name','description'], keep='first', inplace=True)\n", + "\n", + " news_data.to_csv(\"report.csv\")\n", + " #news_data.info()\n", + " return news_data " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+spacex\n", + "The total number of results is 1989\n", + "The number of pages is 20\n", + "processing page 1 of 20\n", + "processing page 2 of 20\n", + "processing page 3 of 20\n", + "processing page 4 of 20\n", + "processing page 5 of 20\n", + "processing page 6 of 20\n", + "processing page 7 of 20\n", + "processing page 8 of 20\n", + "processing page 9 of 20\n", + "processing page 10 of 20\n", + "processing page 11 of 20\n", + "processing page 12 of 20\n", + "processing page 13 of 20\n", + "processing page 14 of 20\n", + "processing page 15 of 20\n", + "processing page 16 of 20\n", + "processing page 17 of 20\n", + "processing page 18 of 20\n", + "processing page 19 of 20\n", + "processing page 20 of 20\n" + ] + }, + { + "data": { + "text/html": [ + "
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published_atnameauthordescriptionurlyear_month
02018-07-03T15:00:27ZFox NewsChris CiacciaFox News China plans 'megarocket' that could o...http://www.foxnews.com/tech/2018/07/03/china-p...2018-07
12018-07-03T14:24:47ZAssociated PressBy BRENT ADDLEMAN, New Castle NewsNEW CASTLE, Pa. (AP) — Lt. Col. Andrew Morgan ...https://apnews.com/ebf4d54529874feb86b92c12c5b...2018-07
22018-07-02T22:01:39ZDaily Mailhttp://www.dailymail.co.uk/home/search.html?s=...China is working on a super-powerful rocket th...http://www.dailymail.co.uk/sciencetech/article...2018-07
32018-07-02T15:54:29ZAssociated PressBy WAYNE PARRY Associated PressLACEY TOWNSHIP, N.J. (AP) — Federal regulators...https://apnews.com/8710cbcd59c142779217a967dd2...2018-07
42018-07-02T15:33:58ZDaily Mailhttp://www.dailymail.co.uk/home/search.html?s=...SpaceX's capsule reached the station three day...http://www.dailymail.co.uk/sciencetech/article...2018-07
\n", + "
" + ], + "text/plain": [ + " published_at name \\\n", + "0 2018-07-03T15:00:27Z Fox News \n", + "1 2018-07-03T14:24:47Z Associated Press \n", + "2 2018-07-02T22:01:39Z Daily Mail \n", + "3 2018-07-02T15:54:29Z Associated Press \n", + "4 2018-07-02T15:33:58Z Daily Mail \n", + "\n", + " author \\\n", + "0 Chris Ciaccia \n", + "1 By BRENT ADDLEMAN, New Castle News \n", + "2 http://www.dailymail.co.uk/home/search.html?s=... \n", + "3 By WAYNE PARRY Associated Press \n", + "4 http://www.dailymail.co.uk/home/search.html?s=... \n", + "\n", + " description \\\n", + "0 Fox News China plans 'megarocket' that could o... \n", + "1 NEW CASTLE, Pa. (AP) — Lt. Col. Andrew Morgan ... \n", + "2 China is working on a super-powerful rocket th... \n", + "3 LACEY TOWNSHIP, N.J. (AP) — Federal regulators... \n", + "4 SpaceX's capsule reached the station three day... \n", + "\n", + " url year_month \n", + "0 http://www.foxnews.com/tech/2018/07/03/china-p... 2018-07 \n", + "1 https://apnews.com/ebf4d54529874feb86b92c12c5b... 2018-07 \n", + "2 http://www.dailymail.co.uk/sciencetech/article... 2018-07 \n", + "3 https://apnews.com/8710cbcd59c142779217a967dd2... 2018-07 \n", + "4 http://www.dailymail.co.uk/sciencetech/article... 2018-07 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "news_dat=news_api_data('spacex')\n", + "news_dat.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Based on the analysis of \"Overal Quantity of Articles per News Source\" chart, we can notice that Daily Mail published the maximum number of articles (610).\n", + "New York Magazine published the minimal quantity of articles (6) related to the given keywords.\n" + ] + } + ], + "source": [ + "def bar_news(news_data):\n", + " '''takes a DataFrame as an argument, \n", + " creates a bar chart \"Overal Quantity of Articles per News Source\"\n", + " ''' \n", + " #group data by News Sources names\n", + " group_news=news_data.groupby(\"name\")\n", + " group_count=group_news['published_at'].count().rename(\"count\")\n", + "\n", + " df_group_count=pd.DataFrame(group_count)\n", + " df_group_count.sort_values(by=['count'], inplace=True, ascending=False)\n", + " df_group_count.reset_index(inplace=True)\n", + " \n", + " #create a bar chart to show quantity of articles for each news source \n", + " group_name=df_group_count['name']\n", + " y_pos=np.arange(len(df_group_count['count']))\n", + " plt.figure(figsize=(10, 7))\n", + " plt.barh(y_pos, df_group_count['count'], tick_label=group_name, alpha=0.6, color=\"green\")\n", + " plt.title(f\"Overal Quantity of Articles per News Source, 09/01/17-{time.strftime('%x')}\")\n", + " plt.xlabel(\"Number of Articles\")\n", + " plt.savefig(\"news_bar_chart.png\", dpi=100, bbox_inches='tight')\n", + " plt.show()\n", + " \n", + " #add analysis for bar chart\n", + " q=len(df_group_count['count'])-1\n", + " name_min=df_group_count.iloc[q,0]\n", + " min_q=df_group_count.iloc[q,1]\n", + " \n", + " name_max=df_group_count.iloc[0,0]\n", + " max_q=df_group_count.iloc[0,1]\n", + " print(f'Based on the analysis of \"Overal Quantity of Articles per News Source\" chart, we can notice that {name_max} published the maximum number of articles ({max_q}).' ) \n", + " print(f'{name_min} published the minimal quantity of articles ({min_q}) related to the given keywords.')\n", + "bar_news(news_dat)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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year_monthnamedescriptionscore
02018-07Fox NewsFox News China plans 'megarocket' that could o...0.00
12018-07Associated PressNEW CASTLE, Pa. (AP) — Lt. Col. Andrew Morgan ...0.25
22018-07Daily MailChina is working on a super-powerful rocket th...0.13
32018-07Associated PressLACEY TOWNSHIP, N.J. (AP) — Federal regulators...0.00
42018-07Daily MailSpaceX's capsule reached the station three day...0.10
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" + ], + "text/plain": [ + " year_month name \\\n", + "0 2018-07 Fox News \n", + "1 2018-07 Associated Press \n", + "2 2018-07 Daily Mail \n", + "3 2018-07 Associated Press \n", + "4 2018-07 Daily Mail \n", + "\n", + " description score \n", + "0 Fox News China plans 'megarocket' that could o... 0.00 \n", + "1 NEW CASTLE, Pa. (AP) — Lt. Col. Andrew Morgan ... 0.25 \n", + "2 China is working on a super-powerful rocket th... 0.13 \n", + "3 LACEY TOWNSHIP, N.J. (AP) — Federal regulators... 0.00 \n", + "4 SpaceX's capsule reached the station three day... 0.10 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def compound_score_data(news_data):\n", + " '''takes a DataFrame as an argument and calculates compound scores for articles description,\n", + " returns a new DataFrame\n", + " '''\n", + " news_data_new=news_data.loc[:,['year_month', 'name', 'description']]\n", + " for index, row in news_data_new.iterrows():\n", + " text=news_data_new.loc[index,\"description\"]\n", + " if text:\n", + " results = analyzer.polarity_scores(text)\n", + " news_data_new.loc[index,\"score\"]=round(results[\"compound\"],2)\n", + " else:\n", + " news_data_new.drop(index, inplace=True)\n", + " return(news_data_new)\n", + "compound_df=compound_score_data(news_dat)\n", + "compound_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def count_articles_heat_map(news_data): \n", + " '''takes a DataFrame as an argument,\n", + " creates a heatmap chart \"Number of Articles per Month\"\n", + " Since some news sources didn't publish articles on particular months,\n", + " using pd.pivot_table gives us a 2D Series where missing values are replaced with NaN.\n", + " '''\n", + " d_matrix = pd.pivot_table(news_data, \"url\", index=[\"name\"], columns=[\"year_month\"], aggfunc='count') \n", + " d_matrix.head(20)\n", + " fig = plt.figure(figsize=(12,12))\n", + " cm = sns.heatmap(d_matrix, cmap='YlGnBu', annot=True, fmt='g')\n", + " cm.set_title(f\"Number of Articles per Month, 09/01/17-{time.strftime('%x')}\")\n", + " plt.savefig(\"count_values_heat_map.png\", dpi=100)\n", + " plt.show()\n", + "count_articles_heat_map(news_dat)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def compound_scores_heat_map(news_data_new):\n", + " '''takes a DataFrame with compound scores as an argument,\n", + " creates a heatmap chart for average compound scores.\n", + " Since some news sources didn't publish articles on particular months,\n", + " using pd.pivot_table gives us a 2D Series where missing values are replaced with NaN.\n", + " '''\n", + " c_matrix = pd.pivot_table(news_data_new, \"score\", index=[\"name\"], columns=[\"year_month\"], aggfunc=np.mean) \n", + " c_matrix=c_matrix.round(2)\n", + " \n", + " #create a heatmap chart of the average compound scores\n", + " fig = plt.figure(figsize=(12,12))\n", + " hm = sns.heatmap(c_matrix, cmap='RdYlGn', annot=True)\n", + " hm.set_title(f\"Heatmap of Avg. Compound Scores, 09/01/17-{time.strftime('%x')}\")\n", + " plt.savefig(\"compound_scores_heat_map.png\", dpi=100)\n", + " plt.show()\n", + "compound_scores_heat_map(compound_df)" + ] + }, + { + "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": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}