Twitter_SentimentAnalysis_Final.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0726c8a2",
   "metadata": {},
   "source": [
    "# Extract and Analyze Twitter Data\n",
    "\n",
    "The tweet data is retrieved using the Twitter Developer Platform and spaCy models are used for natural language processesing. Binary classification is used to score the sentiment of the tweets; 1 designated as positive, 0 as negative and a .5 threshold. \n",
    "\n",
    "Use this worksheet to update the query and conduct your own research!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea931075",
   "metadata": {},
   "source": [
    "## Install required packages as necessary\n",
    "Download the spaCy English pipeline from the terminal window: python -m spacy download en_core_web_lg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "580d6832",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install requests\n",
    "%pip install pandas\n",
    "%pip install pyyaml\n",
    "%pip install datetime\n",
    "%pip install pandas\n",
    "%pip install numpy\n",
    "%pip install datetime\n",
    "%pip install matplotlib \n",
    "%pip install wordcloud\n",
    "\n",
    "%pip install seaborn\n",
    "%pip install spacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4a3997b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import requests\n",
    "import pandas as pd\n",
    "import json\n",
    "import ast\n",
    "import yaml "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8888eb5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from datetime import datetime, date"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e726072e",
   "metadata": {},
   "source": [
    "## Setup Bearer Token to Use Twitter API\n",
    "Save your Twitter token in a plain text file, with a .yaml exension, containing only the following: \n",
    "BEARER_TOKEN: \"***\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "608330e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#AUTHENTICATION SETUP\n",
    "\n",
    "#function to read in YAML file containing your bearer token\n",
    "def process_yaml():\n",
    "    with open(\"/Users/tdubon/twitter/config.yaml\") as file:\n",
    "        return yaml.safe_load(file)\n",
    "     \n",
    "#access bearer token\n",
    "def create_bearer_token(data):\n",
    "    return data[\"BEARER_TOKEN\"] \n",
    "\n",
    "\n",
    "#connect to Twitter API\n",
    "def twitter_auth_and_connect(bearer_token, url):\n",
    "    headers = {\"Authorization\": \"Bearer{}\".format(bearer_token)}\n",
    "    response = requests.request(\"GET\", url, headers=headers)\n",
    "    return response.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b083a31",
   "metadata": {},
   "source": [
    "## Retrieve data from Twitter\n",
    "Enter keywords for query in the create_url() function. See https://tinyurl.com/2j5phrhu for instructions on customizing your query syntax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "5e4355f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_url():\n",
    "    query='(Putin OR Lukashenka OR Russia OR \"Vladimir Putin\" OR Zelensky OR Ukraine OR Kyiv OR Kharkiv OR Chernihiv OR Mykolaiv OR Mariupol OR \"Volodymyr Zelenskyy\") -is:retweet lang:en'\n",
    "    max_results= 100\n",
    "    mrf = \"max_results={}\".format(max_results)\n",
    "    tweet_fields = \"tweet.fields=created_at,public_metrics,context_annotations,text,possibly_sensitive,geo\"\n",
    "    url = \"https://api.twitter.com/2/tweets/search/recent?query={}&{}&{}\".format(query, mrf, tweet_fields)\n",
    "    return url\n",
    "\n",
    "def create_headers(bearer_token):\n",
    "    headers = {\"Authorization\": \"Bearer {}\".format(bearer_token)}\n",
    "    return headers\n",
    "\n",
    "def connect_to_endpoint(url, headers):\n",
    "    response = requests.request(\"GET\", url, headers=headers)\n",
    "    print(response.status_code)\n",
    "    if response.status_code != 200:\n",
    "        raise Exception(response.status_code, response.text)\n",
    "    return response.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd0ae787",
   "metadata": {},
   "source": [
    "Update path below to save to your own desktop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "8b040a80",
   "metadata": {},
   "outputs": [],
   "source": [
    "def main():\n",
    "    url= create_url()\n",
    "    data = process_yaml()\n",
    "    bearer_token = create_bearer_token(data)\n",
    "    headers = create_headers(bearer_token)\n",
    "    json_response = connect_to_endpoint(url, headers)\n",
    "    print(json.dumps(json_response, indent=4, sort_keys=True))\n",
    "    with open(\"/Users/tdubon/twitter/downloaded_tweets2.json\", \"w\") as json_file:\n",
    "        json.dump(json_response, json_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c6259c40",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n",
      "{\n",
      "    \"data\": [\n",
      "        {\n",
      "            \"context_annotations\": [\n",
      "                {\n",
      "                    \"domain\": {\n",
      "                        \"description\": \"Ongoing News Stories like 'Brexit'\",\n",
      "                        \"id\": \"123\",\n",
      "                        \"name\": \"Ongoing News Story\"\n",
      "                    },\n",
      "                    \"entity\": {\n",
      "                        \"id\": \"1484601166080081920\",\n",
      "                        \"name\": \"Russo-Ukrainian conflict\"\n",
      "                    }\n",
      "                }\n",
      "            ],\n",
      "            \"created_at\": \"2022-05-07T03:27:08.000Z\",\n",
      "            \"id\": \"1522780042014576640\",\n",
      "            \"possibly_sensitive\": false,\n",
      "            \"public_metrics\": {\n",
      "                \"like_count\": 0,\n",
      "                \"quote_count\": 0,\n",
      "                \"reply_count\": 0,\n",
      "                \"retweet_count\": 0\n",
      "            },\n",
      "            \"text\": \"Answer to As a Russian, what do you think of Ukrainians demonstrating against Russia's occupation in cities like Kherson? by Ekaterina Shevchenko https://t.co/Vm38XEjR9y\"\n",
      "        },\n",
      "        {\n",
      "            \"context_annotations\": [\n",
      "                {\n",
      "                    \"domain\": {\n",
      "                        \"description\": \"Ongoing News Stories like 'Brexit'\",\n",
      "                        \"id\": \"123\",\n",
      "                        \"name\": \"Ongoing News Story\"\n",
      "                    },\n",
      "                    \"entity\": {\n",
      "                        \"id\": \"1484601166080081920\",\n",
      "                        \"name\": \"Russo-Ukrainian conflict\"\n",
      "                    }\n",
      "                }\n",
      "            ],\n",
      "            \"created_at\": \"2022-05-07T03:27:07.000Z\",\n",
      "            \"id\": \"1522780038931914752\",\n",
      "            \"possibly_sensitive\": false,\n",
      "            \"public_metrics\": {\n",
      "                \"like_count\": 0,\n",
      "                \"quote_count\": 0,\n",
      "                \"reply_count\": 0,\n",
      "                \"retweet_count\": 0\n",
      "            },\n",
      "            \"text\": \"Defenders inside Ukrainian steel mill refuse to surrender\\nhttps://t.co/bP7r8ZtzoI\"\n",
      "        },\n",
      "        {\n",
      "            \"context_annotations\": [\n",
      "                {\n",
      "                    \"domain\": {\n",
      "                        \"description\": \"Ongoing News Stories like 'Brexit'\",\n",
      "                        \"id\": \"123\",\n",
      "                        \"name\": \"Ongoing News Story\"\n",
      "                    },\n",
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      "            \"text\": \"@lhart41 A LOSE-LOSE situation from inept war of choice by delusional Putin &amp; his generals.\\n\\nUkraine\\u2019s brave resistance to modern destruction &amp; colonization is not surprising.\\n\\n#Zwastika\"\n",
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      "            \"text\": \"To follow up from @11thHour , it is the job of journalists to report on information that USG official sgivem them.  But USG officials should not be giving them secret information that damages US interests. Officials from both the Zelensky and Biden teams said that to me today.\"\n",
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      "            \"text\": \"@ng_ukraine This one broke my heart\"\n",
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      "            \"text\": \"@RALee85 And of course, the assumes Russia could even \\\"win the war\\\" with that kind of mobilization.\"\n",
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      "            \"text\": \"@eternal60088253 @PeterSLifeS \\ud83d\\udd17  The video you requested to download is ready\\uff1a \\n\\nhttps://t.co/9zcKwUTvoD\\n\\n\\ud83c\\udd97Russia invading Ukraine\\ud83c\\uddfa\\ud83c\\udde6[ADs]\\ud83d\\udd17\\n\\nIf you still can\\u2019t download, please use this instead\\uff1a https://t.co/3fjaDqJE8H\"\n",
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      "            \"text\": \"@Waycross84 @RevStatus @PeoplesBaleada Lol NATO \\\"Encroachment\\\" does not give Russia the right to invade sovereign countries. Also, since you cannot point to any third party claim that the people in Donbas were being \\\"Attached\\\", I am just going to say all of that is pure 100% Russian propaganda until proven otherwise.\"\n",
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      "            \"text\": \"https://t.co/ibU0JGhk8r\\nWho's to believe  British and US intelligence,they are proven pushers of  Alternative facts , saying lies over and over, and over , will brainwas many, but not all\"\n",
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      "            \"text\": \"@EpicJourneyMan1 @scotthortonshow my dad's side of the family is from the region, and I have plenty of relatives and family friends who still live there. so sorry, but I know exactly what I'm talking about. if you can't separate the soviet union from modern day russia, you're living in the past\"\n",
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      "            \"text\": \"@StanSzafran @SantiagoAuFund Zelensky knows he will not get what he is asking for. It\\u2019s a common strategy in politics, ask for the moon and receive much less. If he asks for very little he will get barely anything at all. Furthermore, think about it from his Publics perspective, he has to act this way.\"\n",
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      "            \"text\": \"@Russia @STRIZHI_RU Our friend country\"\n",
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      "            \"text\": \"@watinsky @GarlandNixon My problem is why is our tax money being sent to Ukraine to protect their borders instead of being used here to protect ours?\\ud83e\\udd37\\u200d\\u2642\\ufe0f\\ud83e\\udd37\\u200d\\u2642\\ufe0f\"\n",
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      "            \"text\": \"30 million to Ukraine and our own people are suffering!!\"\n",
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      "            \"text\": \"@potorium @RALee85 Not from what I am hearing. A good % of the Ukr forces have been destroyed. Many have trained for only 2 days and many are middle aged. I do agree with the 3:1 ratio. Russia will resort to more violence before beefing up their troops is my guess. They are in a war of attrition.\"\n",
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      "            \"text\": \"@newsmax Maybe they shouldnt of sent so much money to Ukraine?\"\n",
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      "            \"text\": \"@pati_marins64 @fatorbinario @markjlowe @UAWeapons Well, even if Ukraine lost, the Russians would be too weak to invade the rest of the Europe due to the resource they already spent fighting a single country.\\nAnd this is the reason why i think NATO will continue to keep Ukraine fighting.\"\n",
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      "            \"text\": \"Clinton Campaign \\u2018Just Made Stuff Up\\u2019 About Trump/Russia, Former FBI Intel Chief Says https://t.co/QRw87G1uSE\"\n",
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      "            \"text\": \"@QuintusCurtius I've traveled extensively and lived in Russia.  It's certainly not a dung heap. I wouldn't call it a defender of Christian values either, but average Russian does defend \\\"normalcy\\\" (i.e. against homo/trans/feminism/soy, etc.) more than average American does.\"\n",
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      "            \"text\": \"You gotta be fuckin' kiddin\\\"! They fed and still feed ruZZia money, and protect them from sanctions, and now THIS!? #SlavaUkraini @ArmUkraineNow\\n #Russia #StandWithUkraine #PutinsWarCrimes #WeAreAllUkrainians #StopTheWar #UkraineWar #Bucha #Russia #Moskva  #Azovstal #Odesa #Kyiv https://t.co/SgAhdr8Z1B https://t.co/D5gZc3xG1G\"\n",
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      "            \"text\": \"Ukraine \\ud83c\\uddfa\\ud83c\\udde6 a international disaster, Haiti and Puerto Rico \\ud83c\\uddf5\\ud83c\\uddf7not back 100 and this looney tune has \\\" had it hard waiting for Trump allies to collect evidence. When they go low... next https://t.co/0WdjeAHl4x\"\n",
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      "            \"text\": \"@TonyKnox15 @campbellclaret If Ukraine had anything like an airforce or significant weaponised drone arsenal there would be limited tanks in Ukraine, So I do agree with Boris. Haven\\u2019t said that for a while\"\n",
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      "            \"text\": \"@LaniJMG1 @TuckerCarlson Tucker is a genius, he exposes the insanity of the left every night, if it wasn't for the left, their riots, threats, horrible policies that have led the US into a state of near depression &amp; the Ukraine invasion, the country would be near perfect, if only the left would disappear\"\n",
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      "            \"text\": \"X Factor Ukraine Judge BREAKS Guitar of a Contestant! SHOCKING! [with English\\u00a0Subtitles] https://t.co/1wqLY9KiFe\"\n",
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      "            \"text\": \"@philsc123 UKRAINIAN PEOPLE NEED YOUR SUPPORT\\nThe ongoing crisis in Ukraine has resulted in the loss of life and massive displacement of families and children from their homes. we need backers to Help Provide Support! https://t.co/MdvgleRXmQ\\n#CharityNFT @DonorsChoose @Philantropist @Shelter\"\n",
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      "            \"text\": \"@RATMofficial Sounds like a distraction to me. There\\u2019s like this war going on in the Ukraine that US is being a proxy for, did you guys know that?\"\n",
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      "            \"text\": \"@BataevAndrej @dmitry_gordon Wrong. Russia started the war.\"\n",
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      "            \"text\": \"@agris1144 @catherireland @kane900000 @Rus_Emb_Ireland As I said previously the people didn\\u2019t have to vote, but they did. They could have boycotted instead they overwhelmingly voted to join Russia. Never mind the fact over 60% of the population were ethnic Russians and they\\u2019re president was just removed illegally by Nazi supporters.\"\n",
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      "            \"text\": \"@MSkravick Russia is more like it.\\n\\nNah, can't kill 'em, unfortunately. Depending on the number of strikes, they get stuffed into a black SUV and driven to the border. That's what 'physical removal' insinuates.\"\n",
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      "            \"text\": \"@lazygamereviews Hey I imagine you heard but in the event you didnt @LinusTech  is selling a butt load of classic GPUS in an auction with proceeds going to Ukraine, If you look on his channel you can find a link to the auction in the description for todays (May 6) WAN show\"\n",
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      "            \"text\": \"Hello everyone! \\nWe are the community of lovely Xochitl Gomez in Russia! \\n\\nVK \\u2014 https://t.co/2SvxTNT0AB\\nINSTAGRAM \\u2014 https://t.co/kdhcF0CnfB\\nTWITTER \\u2014 https://t.co/G4CPoByLWr\\n\\nJoin us! \\n\\n#XochitlGomez https://t.co/8R6woJs9dx\"\n",
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      "            \"text\": \"@alive_lena @mhmck @NATO Good point! Putin breaks all rules and @NATO @EU_Commission sit on the sidelines pondering. @NATO @UN &amp; the Red Cross and whoever else help! The situation is dire!\"\n",
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      "            \"text\": \"@JayDubbya_2022 @RebeccaRoseGold @highlanderCF1 @benshapiro May '22 acct chiming in and attempting to steer the discussion toward Russia lol\\n\\nYou're overpaid.\"\n",
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      "            },\n",
      "            \"text\": \"No one wants to hear from this criminal:                  Hillary Clinton discusses war in Ukraine, democracy in the U.S. and the future of Roe v. Wade https://t.co/FEczCaon8x\"\n",
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      "            \"text\": \"@MikeCarlton01 If it wasn\\u2019t so serious - alleged crimes &amp; MIA - you would have a good laugh. If this poor excuse for a government is returned, I don\\u2019t think I will be here. Ukraine looks a better option! At least their leader has some integrity.\"\n",
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      "            \"text\": \"The Missing Of Mariupol Special Report (The Search Is On) https://t.co/llIaTnryup\"\n",
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      "            \"text\": \"Great thread on Russia: https://t.co/gWTm2QkT8d\"\n",
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      "            \"text\": \"@Scafool5 @powderfoot90 @TuckerCarlson Tucker is a genius, he exposes the insanity of the left every night, if it wasn't for the left, their riots, threats, horrible policies that have led the US into a state of near depression &amp; the Ukraine invasion, the country would be near perfect, if only the left would disappear\"\n",
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      "            \"text\": \"@cwebbonline But we knew. It\\u2019s why we were glued to daily national news fiascos, filling us with anxiety and cursing. Also why some of are now burned out. Oh, and there was a pandemic. And now there\\u2019s war in Ukraine, and Roe, and SCOTUS and \\ud83d\\ude16 What a mess\"\n",
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      "            \"text\": \"May 5\\nCol. L. Wilkerson (ret) took to the airwaves to warn against \\\"dangerous chickenhawk thinktank warriors\\\", naming Victoria Nuland's husband Rob Kagan, who is telling Americans that the US is a \\\"shrinking violet\\\" &amp; should use the threat of nuclear weapons against Russia!\"\n",
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   "source": [
    "main()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "537aa0d7",
   "metadata": {},
   "source": [
    "## Extract Data from JSON File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "1b733f5c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#read the JSON file back in\n",
    "\n",
    "with open(\"/Users/tdubon/twitter/downloaded_tweets2.json\", \"r\") as f:\n",
    "    read_content = json.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e21d2a0",
   "metadata": {},
   "source": [
    "Inspect json data"
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  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "94826b42",
   "metadata": {},
   "outputs": [
    {
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       "  'text': 'Defenders inside Ukrainian steel mill refuse to surrender\\nhttps://t.co/bP7r8ZtzoI',\n",
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       "  'text': '@lhart41 A LOSE-LOSE situation from inept war of choice by delusional Putin &amp; his generals.\\n\\nUkraine’s brave resistance to modern destruction &amp; colonization is not surprising.\\n\\n#Zwastika',\n",
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       "  'text': 'To follow up from @11thHour , it is the job of journalists to report on information that USG official sgivem them.  But USG officials should not be giving them secret information that damages US interests. Officials from both the Zelensky and Biden teams said that to me today.',\n",
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       "  'text': '@ng_ukraine This one broke my heart'},\n",
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       "  'text': '@RALee85 And of course, the assumes Russia could even \"win the war\" with that kind of mobilization.',\n",
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       "  'text': '@eternal60088253 @PeterSLifeS 🔗  The video you requested to download is ready： \\n\\nhttps://t.co/9zcKwUTvoD\\n\\n🆗Russia invading Ukraine🇺🇦[ADs]🔗\\n\\nIf you still can’t download, please use this instead： https://t.co/3fjaDqJE8H',\n",
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       " {'created_at': '2022-05-07T03:27:03.000Z',\n",
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       "  'text': '@Lift_Our_Voice @SamRamani2 @langfittnpr How this is not helping defend Ukraine I\\'ll never know. \\n\"The UK has already provided over 4,000 anti-tank weapons to Ukraine\\'s armed forces, including Next-Generation Light Anti-Tank Weapons Systems, or NLAWs, and Javelin missiles.\"',\n",
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       "  'text': \"Canadian fighting in Ukraine describes the 'hell' he witnessed https://t.co/6kf5WL5CVj via @YouTube\",\n",
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       "  'text': '@andersostlund @ulrichspeck Zelensky will lose respect and should U turn',\n",
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       "  'text': 'UN reaches consensus on Ukraine for the first time; calling for peace https://t.co/npWuZHhZ76 It takes some wrangling but eventually they see the light.',\n",
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       "  'text': '@TheEconomist I don’t trust anyone not to lie to me about what’s really going on in Ukraine. Especially when they take out ad space to try and tell me about it.',\n",
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       " {'created_at': '2022-05-07T03:27:01.000Z',\n",
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       "  'text': 'UNO declaring strong concern in reference to the war in Ukraine. Hoping for more \"shuttle diplomacy\" by Guterres. Well, we shall see what or what not will be achieved.',\n",
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       "  'text': '@OleksandrKolym Glory to the Heroes of Ukraine https://t.co/J1St52CNn7',\n",
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       "  'text': \"Check out Vladimir Putin News Page's video! #TikTok https://t.co/GBsmJVY9Mg\",\n",
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       "  'text': \"@nypost I love sticking to Putin and his cronies as much as anyone, but what is the legal basis for this? and doesn't anyone see a downside?\",\n",
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       "  'text': \"@StalinFrog The year is 2025, Russia and Ukraine are no longer fighting. It's Duty and Freedom fighting over Ukraine.\",\n",
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       "  'text': 'Russia’s southern neighbors take a stand https://t.co/Xi9gDLWMkn',\n",
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       "  'text': '@DrLylePLysol Sounds like the Biden administration except it’s like racists!!! Systemic racism!! Trans rights, transition all the kids, LGBTQIA+~&amp;  ABORTIONS OF FULL TERM BABIES! Mask mask, racism, equality, electric cars, Ukraine needs 100 billion more dollars,and everything is Putins fault.',\n",
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       "  'text': \"@ArtilleryM109A6 @HillaryClinton I'm not saying she's wrong for what she said. I agree, if Russia was anything like America and our values. But they aren't. They're complete opposite. What we see as bad they see as strength.. probably. Idk. But comparing 2 completely different countries/moralities is redundant\",\n",
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       "  'text': 'America First and fuck Ukraine!\\n\\n#FJB #LGB #DemsLie\\n#RedWave2022',\n",
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       "  'text': '@Waycross84 @RevStatus @PeoplesBaleada Lol NATO \"Encroachment\" does not give Russia the right to invade sovereign countries. Also, since you cannot point to any third party claim that the people in Donbas were being \"Attached\", I am just going to say all of that is pure 100% Russian propaganda until proven otherwise.',\n",
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       "  'text': '@MacaesBruno India will choose Russia over the west. Their stance has been clear from the beginning.',\n",
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       "  'text': '@AFP Orban leveraging his EU position to strengthen his tie with Putin and looking for future favor.',\n",
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       "  'text': 'Will Russia use nuclear weapons? https://t.co/jqzwCgCvLT via @Yahoo',\n",
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       "  'text': \"https://t.co/ibU0JGhk8r\\nWho's to believe  British and US intelligence,they are proven pushers of  Alternative facts , saying lies over and over, and over , will brainwas many, but not all\"},\n",
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       "  'text': \"@EpicJourneyMan1 @scotthortonshow my dad's side of the family is from the region, and I have plenty of relatives and family friends who still live there. so sorry, but I know exactly what I'm talking about. if you can't separate the soviet union from modern day russia, you're living in the past\",\n",
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       "  'text': '@StanSzafran @SantiagoAuFund Zelensky knows he will not get what he is asking for. It’s a common strategy in politics, ask for the moon and receive much less. If he asks for very little he will get barely anything at all. Furthermore, think about it from his Publics perspective, he has to act this way.',\n",
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       "  'text': 'Yes, Ukraine has the main role, beeing the the example of how to stand against invaders. All thanks to Ukraine. #SlavaUkraine https://t.co/ZEMETMVVNY',\n",
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       "  'text': '@Russia @STRIZHI_RU Our friend country',\n",
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       "  'text': '@watinsky @GarlandNixon My problem is why is our tax money being sent to Ukraine to protect their borders instead of being used here to protect ours?🤷\\u200d♂️🤷\\u200d♂️',\n",
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       "  'text': '30 million to Ukraine and our own people are suffering!!',\n",
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       "  'text': '@potorium @RALee85 Not from what I am hearing. A good % of the Ukr forces have been destroyed. Many have trained for only 2 days and many are middle aged. I do agree with the 3:1 ratio. Russia will resort to more violence before beefing up their troops is my guess. They are in a war of attrition.',\n",
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       "  'text': '@newsmax Maybe they shouldnt of sent so much money to Ukraine?',\n",
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       "  'text': '@pati_marins64 @fatorbinario @markjlowe @UAWeapons Well, even if Ukraine lost, the Russians would be too weak to invade the rest of the Europe due to the resource they already spent fighting a single country.\\nAnd this is the reason why i think NATO will continue to keep Ukraine fighting.',\n",
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       "  'text': 'Clinton Campaign ‘Just Made Stuff Up’ About Trump/Russia, Former FBI Intel Chief Says https://t.co/QRw87G1uSE',\n",
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       "  'text': '@QuintusCurtius I\\'ve traveled extensively and lived in Russia.  It\\'s certainly not a dung heap. I wouldn\\'t call it a defender of Christian values either, but average Russian does defend \"normalcy\" (i.e. against homo/trans/feminism/soy, etc.) more than average American does.',\n",
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       "  'text': 'You gotta be fuckin\\' kiddin\"! They fed and still feed ruZZia money, and protect them from sanctions, and now THIS!? #SlavaUkraini @ArmUkraineNow\\n #Russia #StandWithUkraine #PutinsWarCrimes #WeAreAllUkrainians #StopTheWar #UkraineWar #Bucha #Russia #Moskva  #Azovstal #Odesa #Kyiv https://t.co/SgAhdr8Z1B https://t.co/D5gZc3xG1G',\n",
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       "  'text': 'Ukraine 🇺🇦 a international disaster, Haiti and Puerto Rico 🇵🇷not back 100 and this looney tune has \" had it hard waiting for Trump allies to collect evidence. When they go low... next https://t.co/0WdjeAHl4x',\n",
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       "  'text': '@TonyKnox15 @campbellclaret If Ukraine had anything like an airforce or significant weaponised drone arsenal there would be limited tanks in Ukraine, So I do agree with Boris. Haven’t said that for a while',\n",
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       "  'text': \"@LaniJMG1 @TuckerCarlson Tucker is a genius, he exposes the insanity of the left every night, if it wasn't for the left, their riots, threats, horrible policies that have led the US into a state of near depression &amp; the Ukraine invasion, the country would be near perfect, if only the left would disappear\",\n",
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       "  'text': 'X Factor Ukraine Judge BREAKS Guitar of a Contestant! SHOCKING! [with English\\xa0Subtitles] https://t.co/1wqLY9KiFe',\n",
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       "     'description': \"Talent seekers compete with one another to become the nation's next singing sensation.\\nPhoto via @TheXFactor\"}},\n",
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       "  'text': '@philsc123 UKRAINIAN PEOPLE NEED YOUR SUPPORT\\nThe ongoing crisis in Ukraine has resulted in the loss of life and massive displacement of families and children from their homes. we need backers to Help Provide Support! https://t.co/MdvgleRXmQ\\n#CharityNFT @DonorsChoose @Philantropist @Shelter',\n",
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       "  'text': '@RATMofficial Sounds like a distraction to me. There’s like this war going on in the Ukraine that US is being a proxy for, did you guys know that?',\n",
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       "  'text': '@BataevAndrej @dmitry_gordon Wrong. Russia started the war.',\n",
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       "  'text': '@TheLegateIN Who is paying  for all the weapons  which Ukraine  is getting?? Is it all free or a long term loan given to Ukraine?',\n",
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       "  'text': '@Cynthia95001250 @EuromaidanPress I live in neighbourhood of Russia. Where do you live, Russophile?',\n",
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       "  'text': '@agris1144 @catherireland @kane900000 @Rus_Emb_Ireland As I said previously the people didn’t have to vote, but they did. They could have boycotted instead they overwhelmingly voted to join Russia. Never mind the fact over 60% of the population were ethnic Russians and they’re president was just removed illegally by Nazi supporters.',\n",
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       "  'text': 'Oh my God !, I don’t watch news very much at all anymore because we’ll you know why but this Russia/ Ukrainian TRAGEDY is God awful.  I wish there was something I could do. #sosad',\n",
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       "  'text': 'Victory Day parade: All eyes on Moscow - and what Putin does next - The Madras Tribune \\n#MadrasTribune #News #BreakingNews\\nhttps://t.co/g7qsgqC4NJ',\n",
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       "     'name': 'Vladimir Putin',\n",
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       "  'text': '@Tamaravi2020 @TheAgitator19 @jmvasquez1974 @YMarchinsky It is kind odd isn’t it? Russia army invades, women were raped, people terrorized and homes/cities razed and destroyed.  Doesn’t take a brain surgeon to see The real natzi killers are the invading Russians.',\n",
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       "  'text': 'Retired US major general: What it will take for the Ukrainians to win\\n\\nBy Peter Bergen, CNN National Security Analyst\\n\\nUpdated 1400 GMT (2200 HKT) May 5, 2022\\n\\nhttps://t.co/50W0VNf63G',\n",
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       "  'text': \"@MSkravick Russia is more like it.\\n\\nNah, can't kill 'em, unfortunately. Depending on the number of strikes, they get stuffed into a black SUV and driven to the border. That's what 'physical removal' insinuates.\",\n",
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       "  'text': 'Ukrainian Children’s Relief Fund https://t.co/2RaOf30lKz via @pledgeofficial',\n",
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       "  'text': 'Oil prices rise 1.5%, another weekly gain as EU nears Russia ban | Oil and Gas\\xa0News https://t.co/RxtGcXAMRh',\n",
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       "  'text': \"@zoesdad2000 @TuckerCarlson Tucker is a genius, he exposes the insanity of the left every night, if it wasn't for the left, their riots, threats, horrible policies that have led the US into a state of near depression &amp; the Ukraine invasion, the country would be near perfect, if only the left would disappear\",\n",
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       "  'text': '@lazygamereviews Hey I imagine you heard but in the event you didnt @LinusTech  is selling a butt load of classic GPUS in an auction with proceeds going to Ukraine, If you look on his channel you can find a link to the auction in the description for todays (May 6) WAN show',\n",
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       "  'text': \"@APUkraine @DefenceU It's not common you guys want to act like animals you'll be treated like animals. All u jokes had to do is let those whom broke away from Ukraine be independent instead u kept attacking saying no u ain't allowed to leave Ukraine. https://t.co/4mAg4u5wPj\",\n",
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       "  'text': 'President Trump pointed out that Biden had sent 700,000 (?)and 70,000 armored trucks in aid to Ukraine. \\n\\nHe also mentioned that during his (President Trump’s) term in office, he was able to get 7 million people off of food stamps. \\n\\n777',\n",
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       "  'text': '@AJEnglish 3.5 billions for what ? re develop Ukraine or weapons to make war more longer ?',\n",
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       "  'text': '🇺🇦On the United24 platform, you can choose how to help Ukraine and where to send your donation:\\n1️⃣ Defence and Demining —\\n2️⃣ Humanitarian and Medical Aid\\n3️⃣ Rebuild Ukraine\\n💙💛Thank you for supporting Ukraine! \\n✊Together we will win!\\nhttps://t.co/Z8S4wGyd5a https://t.co/96LBqnDZzD',\n",
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       "  'text': 'This person lives in Ukraine, and is currently disseminating information to Japanese media, and is actively volunteering locally.\\nWe need your support for volunteer activities.\\nI would be happy if you could help Ukraine.\\nThis is the activity of this person. https://t.co/B5jVfryKqP',\n",
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       "  'text': \"@BenHNoble putin doesn't have to worry, but for another reason—public opinion in russia supports the war.\",\n",
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       "  'text': '@RALee85 @HN_Schlottman I’ve been worried about this escalation for some time. Mobilization would be politically damaging for Putin. But losing may be worse.',\n",
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       "  'text': 'Just watched SBS’s Zelensky The Story. Goes for 61mins. If you’re short on time watch from 54 minute mark. It literally brought me to tears. For Ukraine but also for the astonishing courage and leadership of Volodymyr Zelensky. He puts other so-called leaders to shame. Watch it.',\n",
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       "  'text': \"@waltshaub Wait, what?!? He just said he sent classified documents to Putin. That or he's a fucking retard. Both? Yeah, I can believe that. Betrayal and admittance, like chewing gum and walking for Trump.\",\n",
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       "  'text': '@MarkHertling @andersoncooper Artillery is the king of battle, if Ukraine can knock out Russias, they will have a much easier time pushing the Russians out.',\n",
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       "  'text': '@Mariia_Zolkina Good God...Ukraine is the front line to the civilized world ✊️🙏🕯',\n",
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       "  'text': '@BamaSteph86 Lastly the Sanctions were a bust. Russia went to Gold backed currency.  Forced Germany, Poland, and Italy to keep paying in New currency and opened up massive business with China and India.  Syria and Belarus are also on standby.',\n",
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       "  'text': '@unusual_whales This is BS. They are giving Ukraine some of that money then laundering g the rest for themselves!',\n",
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       "  'text': '@RALee85 What does \"winning the war\" look like?  Sanctions would remain in place, tens of millions of people in Ukraine would have to kept down, not to mention millions of Ukrainians who fled to the rest of Europe who will be able to sustain years of guerilla warfare in Ukraine and Russia',\n",
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       "  'text': 'Will Putin be the next Khrushchev ?',\n",
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       "  'text': \"@RichardHaden16 @TuckerCarlson Tucker is a genius, he exposes the insanity of the left every night, if it wasn't for the left, their riots, threats, horrible policies that have led the US into a state of near depression &amp; the Ukraine invasion, the country would be near perfect, if only the left would disappear\",\n",
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       "  'text': 'A brainwashed #Russian girl said : #Putin  is the president of the world??!!\"\\n#PutinWarCriminal is NOT MY PRESIDENT https://t.co/coKm5vQlS9',\n",
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       "  'text': '@RomanObens @Mayor_St_Chuck @andersostlund Uh no if they even dare to step foot in Russia and bring the fight there tge nukes launch',\n",
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       "  'text': 'Dr @Swamy39\\nFrom The #Archives: \\nJapan Urges India To Take Tougher Stand Against Russia🍁🍁\\n@jagdishshetty\\n\\nhttps://t.co/lk5D6tjVz6',\n",
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       "  'text': '@Biz_Ukraine_Mag hostwinds offers cloud hosting at competitive prices to our customer.Start your website today with our quick-to-set-up shared hosting solutions or fire up a cloud server instantly.We promote fast and reliable hosting applications with incredible support\\nhttps://t.co/VbqDtIIguC'},\n",
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       "  'text': '‘I didn’t believe stories of #atrocities in #Ukraine. But then I saw the photos’ - Based over the border in #Poland, one rights activist tells of her shock at hearing accounts of #rape &amp; #murder in #Ukraine https://t.co/bO0J14LLJ2',\n",
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       "  'text': \"@RusEmbUSA @mod_russia @mfa_russia @PentagonPresSec @UnderSecT @jrpsaki @K_JeanPierre @UnderSecStateP @DeputySecState It's not a question of resources. It's a question of time. That time is currently being manipulated, having to babysit a nuclear armed country throwing daily tantrums, because it's unjust invasion of a neighboring country isn't going well. The more it loses, the louder it screams\",\n",
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       "  'text': '@SenateDems @SenateGOP @HouseDemocrats @HouseGOP approve #Ukraine land lease and the $33 billion package! #StopRussia #HelpUkraine #PutinWarCriminal',\n",
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       "  'text': \"@xzr56 @tota_filip @EFumiste @RALee85 It's a defensive pact. It would be great if they did.\\n\\nThen we would not need to worry about Russia invading it's neighbors.\",\n",
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       "  'text': 'There are loads of people like us who know contrary to what our lying \"leaders\" tell us, that Putin was given no choice but to move troops into Ukraine. The traitors are in the Pentagon, White House &amp; Whitehall who arm Ukraine.\\nhttps://t.co/v9ie2U8gao',\n",
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       "  'text': \"@olgatokariuk After Washington's acknowledgment of NATO/US active involvement in the war, Russia is expected to respond accordingly. It won't be a slow and safe operation but a rapid and devastating response like NATO's 'shock &amp; awe' operation in Iraq, perhaps.\",\n",
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       " {'created_at': '2022-05-07T03:26:16.000Z',\n",
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       "  'text': '@giddy_bunny @NanetteDonnelly @TedSheckler7 @QuidRises @TallybanJoe @Rocket654340691 @OliverPuzzie @stopthee @ProofBlog @dslarsen @longjohns1234 @Frdmlvr3691 @Carla87414309 @Synyster63 @EndZonerBoner @Trump2428 @skeeduu @Rocket2865 @UseLogicPlease1 @Bigteethyouhave @texasangler1968 @DaniTrump2020 @DesertRatJT @ukwildcatfan191 Forget the truth from the CDC,\\nThey’ll say it was Putin or Trump🙄',\n",
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       "     'name': 'Vladimir Putin',\n",
       "     'description': 'President of Russia Vladimir Putin'}},\n",
       "   {'domain': {'id': '35',\n",
       "     'name': 'Politician',\n",
       "     'description': 'Politicians in the world, like Joe Biden'},\n",
       "    'entity': {'id': '864931126132985856',\n",
       "     'name': 'Vladimir Putin',\n",
       "     'description': 'President of Russia Vladimir Putin'}},\n",
       "   {'domain': {'id': '29',\n",
       "     'name': 'Events [Entity Service]',\n",
       "     'description': 'Entity Service related Events domain'},\n",
       "    'entity': {'id': '1124379225207656448',\n",
       "     'name': 'Trump says he discussed Venezuela and the Mueller report with Putin in an hour-long call',\n",
       "     'description': 'President Trump confirmed the call in a series of Tweets on Friday, adding that the political turmoil in Venezuela was also a subject of a phone conversation with Russia\\'s Vladimir Putin. Referring to the report\\'s conclusion that Russia interfered in the 2016 election while clearing the Trump campaign of conspiracy, Trump said he and Putin discussed the \"Russia Hoax.\"'}}]},\n",
       " {'created_at': '2022-05-07T03:26:16.000Z',\n",
       "  'id': '1522779823315329025',\n",
       "  'possibly_sensitive': False,\n",
       "  'public_metrics': {'retweet_count': 0,\n",
       "   'reply_count': 0,\n",
       "   'like_count': 0,\n",
       "   'quote_count': 0},\n",
       "  'text': 'Hello everyone! \\nWe are the community of lovely Xochitl Gomez in Russia! \\n\\nVK — https://t.co/2SvxTNT0AB\\nINSTAGRAM — https://t.co/kdhcF0CnfB\\nTWITTER — https://t.co/G4CPoByLWr\\n\\nJoin us! \\n\\n#XochitlGomez https://t.co/8R6woJs9dx',\n",
       "  'context_annotations': [{'domain': {'id': '123',\n",
       "     'name': 'Ongoing News Story',\n",
       "     'description': \"Ongoing News Stories like 'Brexit'\"},\n",
       "    'entity': {'id': '1484601166080081920',\n",
       "     'name': 'Russo-Ukrainian conflict'}},\n",
       "   {'domain': {'id': '46',\n",
       "     'name': 'Brand Category',\n",
       "     'description': 'Categories within Brand Verticals that narrow down the scope of Brands'},\n",
       "    'entity': {'id': '781974596752842752', 'name': 'Services'}},\n",
       "   {'domain': {'id': '47',\n",
       "     'name': 'Brand',\n",
       "     'description': 'Brands and Companies'},\n",
       "    'entity': {'id': '10045225402', 'name': 'Twitter'}}]},\n",
       " {'created_at': '2022-05-07T03:26:14.000Z',\n",
       "  'id': '1522779816189177859',\n",
       "  'possibly_sensitive': False,\n",
       "  'public_metrics': {'retweet_count': 0,\n",
       "   'reply_count': 0,\n",
       "   'like_count': 0,\n",
       "   'quote_count': 0},\n",
       "  'text': '@alive_lena @mhmck @NATO Good point! Putin breaks all rules and @NATO @EU_Commission sit on the sidelines pondering. @NATO @UN &amp; the Red Cross and whoever else help! The situation is dire!',\n",
       "  'context_annotations': [{'domain': {'id': '88',\n",
       "     'name': 'Political Body',\n",
       "     'description': 'A section of a government, like The Supreme Court'},\n",
       "    'entity': {'id': '1016738021939351558',\n",
       "     'name': 'North Atlantic Treaty Organization',\n",
       "     'description': 'North Atlantic Treaty Organization'}},\n",
       "   {'domain': {'id': '123',\n",
       "     'name': 'Ongoing News Story',\n",
       "     'description': \"Ongoing News Stories like 'Brexit'\"},\n",
       "    'entity': {'id': '1484601166080081920',\n",
       "     'name': 'Russo-Ukrainian conflict'}},\n",
       "   {'domain': {'id': '10',\n",
       "     'name': 'Person',\n",
       "     'description': 'Named people in the world like Nelson Mandela'},\n",
       "    'entity': {'id': '864931126132985856',\n",
       "     'name': 'Vladimir Putin',\n",
       "     'description': 'President of Russia Vladimir Putin'}},\n",
       "   {'domain': {'id': '35',\n",
       "     'name': 'Politician',\n",
       "     'description': 'Politicians in the world, like Joe Biden'},\n",
       "    'entity': {'id': '864931126132985856',\n",
       "     'name': 'Vladimir Putin',\n",
       "     'description': 'President of Russia Vladimir Putin'}},\n",
       "   {'domain': {'id': '45',\n",
       "     'name': 'Brand Vertical',\n",
       "     'description': 'Top level entities that describe a Brands industry'},\n",
       "    'entity': {'id': '781974596157251587', 'name': 'Government/Education'}},\n",
       "   {'domain': {'id': '46',\n",
       "     'name': 'Brand Category',\n",
       "     'description': 'Categories within Brand Verticals that narrow down the scope of Brands'},\n",
       "    'entity': {'id': '781974597226729473', 'name': 'Non-profit'}},\n",
       "   {'domain': {'id': '47',\n",
       "     'name': 'Brand',\n",
       "     'description': 'Brands and Companies'},\n",
       "    'entity': {'id': '10044311823',\n",
       "     'name': 'United Nations',\n",
       "     'description': 'Global conversation about the United Nations and all related efforts.'}},\n",
       "   {'domain': {'id': '88',\n",
       "     'name': 'Political Body',\n",
       "     'description': 'A section of a government, like The Supreme Court'},\n",
       "    'entity': {'id': '10044311823',\n",
       "     'name': 'United Nations',\n",
       "     'description': 'Global conversation about the United Nations and all related efforts.'}}]},\n",
       " {'created_at': '2022-05-07T03:26:14.000Z',\n",
       "  'id': '1522779813454311424',\n",
       "  'possibly_sensitive': False,\n",
       "  'public_metrics': {'retweet_count': 0,\n",
       "   'reply_count': 0,\n",
       "   'like_count': 0,\n",
       "   'quote_count': 0},\n",
       "  'text': \"@JayDubbya_2022 @RebeccaRoseGold @highlanderCF1 @benshapiro May '22 acct chiming in and attempting to steer the discussion toward Russia lol\\n\\nYou're overpaid.\",\n",
       "  'context_annotations': [{'domain': {'id': '10',\n",
       "     'name': 'Person',\n",
       "     'description': 'Named people in the world like Nelson Mandela'},\n",
       "    'entity': {'id': '1059665393688559617',\n",
       "     'name': 'Ben Shapiro',\n",
       "     'description': 'Ben Shapiro'}},\n",
       "   {'domain': {'id': '123',\n",
       "     'name': 'Ongoing News Story',\n",
       "     'description': \"Ongoing News Stories like 'Brexit'\"},\n",
       "    'entity': {'id': '1484601166080081920',\n",
       "     'name': 'Russo-Ukrainian conflict'}}]},\n",
       " {'created_at': '2022-05-07T03:26:13.000Z',\n",
       "  'id': '1522779811034415108',\n",
       "  'possibly_sensitive': False,\n",
       "  'public_metrics': {'retweet_count': 0,\n",
       "   'reply_count': 0,\n",
       "   'like_count': 0,\n",
       "   'quote_count': 0},\n",
       "  'text': 'No one wants to hear from this criminal:                  Hillary Clinton discusses war in Ukraine, democracy in the U.S. and the future of Roe v. Wade https://t.co/FEczCaon8x',\n",
       "  'context_annotations': [{'domain': {'id': '123',\n",
       "     'name': 'Ongoing News Story',\n",
       "     'description': \"Ongoing News Stories like 'Brexit'\"},\n",
       "    'entity': {'id': '1484601166080081920',\n",
       "     'name': 'Russo-Ukrainian conflict'}},\n",
       "   {'domain': {'id': '10',\n",
       "     'name': 'Person',\n",
       "     'description': 'Named people in the world like Nelson Mandela'},\n",
       "    'entity': {'id': '10037721440',\n",
       "     'name': 'Hillary Clinton',\n",
       "     'description': 'Former First Lady of the United States Hillary Clinton'}},\n",
       "   {'domain': {'id': '35',\n",
       "     'name': 'Politician',\n",
       "     'description': 'Politicians in the world, like Joe Biden'},\n",
       "    'entity': {'id': '10037721440',\n",
       "     'name': 'Hillary Clinton',\n",
       "     'description': 'Former First Lady of the United States Hillary Clinton'}}]},\n",
       " {'created_at': '2022-05-07T03:26:12.000Z',\n",
       "  'id': '1522779806471192577',\n",
       "  'possibly_sensitive': False,\n",
       "  'public_metrics': {'retweet_count': 0,\n",
       "   'reply_count': 0,\n",
       "   'like_count': 0,\n",
       "   'quote_count': 0},\n",
       "  'text': '@MikeCarlton01 If it wasn’t so serious - alleged crimes &amp; MIA - you would have a good laugh. If this poor excuse for a government is returned, I don’t think I will be here. Ukraine looks a better option! At least their leader has some integrity.',\n",
       "  'context_annotations': [{'domain': {'id': '123',\n",
       "     'name': 'Ongoing News Story',\n",
       "     'description': \"Ongoing News Stories like 'Brexit'\"},\n",
       "    'entity': {'id': '1484601166080081920',\n",
       "     'name': 'Russo-Ukrainian conflict'}}]},\n",
       " {'created_at': '2022-05-07T03:26:12.000Z',\n",
       "  'id': '1522779805976084482',\n",
       "  'possibly_sensitive': False,\n",
       "  'public_metrics': {'retweet_count': 0,\n",
       "   'reply_count': 0,\n",
       "   'like_count': 0,\n",
       "   'quote_count': 0},\n",
       "  'text': 'The Missing Of Mariupol Special Report (The Search Is On) https://t.co/llIaTnryup',\n",
       "  'context_annotations': [{'domain': {'id': '123',\n",
       "     'name': 'Ongoing News Story',\n",
       "     'description': \"Ongoing News Stories like 'Brexit'\"},\n",
       "    'entity': {'id': '1484601166080081920',\n",
       "     'name': 'Russo-Ukrainian conflict'}}]},\n",
       " {'created_at': '2022-05-07T03:26:11.000Z',\n",
       "  'id': '1522779803119763458',\n",
       "  'possibly_sensitive': False,\n",
       "  'public_metrics': {'retweet_count': 0,\n",
       "   'reply_count': 0,\n",
       "   'like_count': 0,\n",
       "   'quote_count': 0},\n",
       "  'text': 'Great thread on Russia: https://t.co/gWTm2QkT8d',\n",
       "  'context_annotations': [{'domain': {'id': '123',\n",
       "     'name': 'Ongoing News Story',\n",
       "     'description': \"Ongoing News Stories like 'Brexit'\"},\n",
       "    'entity': {'id': '1484601166080081920',\n",
       "     'name': 'Russo-Ukrainian conflict'}}]},\n",
       " {'created_at': '2022-05-07T03:26:10.000Z',\n",
       "  'id': '1522779797734240259',\n",
       "  'possibly_sensitive': False,\n",
       "  'public_metrics': {'retweet_count': 0,\n",
       "   'reply_count': 0,\n",
       "   'like_count': 0,\n",
       "   'quote_count': 0},\n",
       "  'text': \"@Scafool5 @powderfoot90 @TuckerCarlson Tucker is a genius, he exposes the insanity of the left every night, if it wasn't for the left, their riots, threats, horrible policies that have led the US into a state of near depression &amp; the Ukraine invasion, the country would be near perfect, if only the left would disappear\",\n",
       "  'context_annotations': [{'domain': {'id': '10',\n",
       "     'name': 'Person',\n",
       "     'description': 'Named people in the world like Nelson Mandela'},\n",
       "    'entity': {'id': '1055165655240990720',\n",
       "     'name': 'Tucker Carlson',\n",
       "     'description': 'Tucker Carlson'}},\n",
       "   {'domain': {'id': '94',\n",
       "     'name': 'Journalist',\n",
       "     'description': \"A journalist like 'Anderson Cooper'\"},\n",
       "    'entity': {'id': '1055165655240990720',\n",
       "     'name': 'Tucker Carlson',\n",
       "     'description': 'Tucker Carlson'}},\n",
       "   {'domain': {'id': '123',\n",
       "     'name': 'Ongoing News Story',\n",
       "     'description': \"Ongoing News Stories like 'Brexit'\"},\n",
       "    'entity': {'id': '1484601166080081920',\n",
       "     'name': 'Russo-Ukrainian conflict'}}]},\n",
       " {'created_at': '2022-05-07T03:26:09.000Z',\n",
       "  'id': '1522779795834253317',\n",
       "  'possibly_sensitive': False,\n",
       "  'public_metrics': {'retweet_count': 0,\n",
       "   'reply_count': 0,\n",
       "   'like_count': 0,\n",
       "   'quote_count': 0},\n",
       "  'text': '@cwebbonline But we knew. It’s why we were glued to daily national news fiascos, filling us with anxiety and cursing. Also why some of are now burned out. Oh, and there was a pandemic. And now there’s war in Ukraine, and Roe, and SCOTUS and 😖 What a mess',\n",
       "  'context_annotations': [{'domain': {'id': '123',\n",
       "     'name': 'Ongoing News Story',\n",
       "     'description': \"Ongoing News Stories like 'Brexit'\"},\n",
       "    'entity': {'id': '1220701888179359745', 'name': 'COVID-19'}},\n",
       "   {'domain': {'id': '123',\n",
       "     'name': 'Ongoing News Story',\n",
       "     'description': \"Ongoing News Stories like 'Brexit'\"},\n",
       "    'entity': {'id': '1484601166080081920',\n",
       "     'name': 'Russo-Ukrainian conflict'}},\n",
       "   {'domain': {'id': '88',\n",
       "     'name': 'Political Body',\n",
       "     'description': 'A section of a government, like The Supreme Court'},\n",
       "    'entity': {'id': '867872043672326144',\n",
       "     'name': 'Supreme Court of the United States',\n",
       "     'description': 'Conversation about the Supreme Court and justices'}}]},\n",
       " {'created_at': '2022-05-07T03:26:09.000Z',\n",
       "  'id': '1522779793405665287',\n",
       "  'possibly_sensitive': False,\n",
       "  'public_metrics': {'retweet_count': 0,\n",
       "   'reply_count': 0,\n",
       "   'like_count': 0,\n",
       "   'quote_count': 0},\n",
       "  'text': \"@RealJamesWoods There'll be a tough time trying to lay this season's brownouts on Putin.\\nEager to hear how this'll play out.\",\n",
       "  'context_annotations': [{'domain': {'id': '123',\n",
       "     'name': 'Ongoing News Story',\n",
       "     'description': \"Ongoing News Stories like 'Brexit'\"},\n",
       "    'entity': {'id': '1484601166080081920',\n",
       "     'name': 'Russo-Ukrainian conflict'}},\n",
       "   {'domain': {'id': '10',\n",
       "     'name': 'Person',\n",
       "     'description': 'Named people in the world like Nelson Mandela'},\n",
       "    'entity': {'id': '864931126132985856',\n",
       "     'name': 'Vladimir Putin',\n",
       "     'description': 'President of Russia Vladimir Putin'}},\n",
       "   {'domain': {'id': '10',\n",
       "     'name': 'Person',\n",
       "     'description': 'Named people in the world like Nelson Mandela'},\n",
       "    'entity': {'id': '899697002988019714',\n",
       "     'name': 'James Woods',\n",
       "     'description': 'James Woods'}},\n",
       "   {'domain': {'id': '35',\n",
       "     'name': 'Politician',\n",
       "     'description': 'Politicians in the world, like Joe Biden'},\n",
       "    'entity': {'id': '864931126132985856',\n",
       "     'name': 'Vladimir Putin',\n",
       "     'description': 'President of Russia Vladimir Putin'}},\n",
       "   {'domain': {'id': '56',\n",
       "     'name': 'Actor',\n",
       "     'description': 'An actor or actress in the world, like Kate Winslet or Leonardo DiCaprio'},\n",
       "    'entity': {'id': '899697002988019714',\n",
       "     'name': 'James Woods',\n",
       "     'description': 'James Woods'}}]},\n",
       " {'created_at': '2022-05-07T03:26:08.000Z',\n",
       "  'id': '1522779791438491648',\n",
       "  'possibly_sensitive': False,\n",
       "  'public_metrics': {'retweet_count': 0,\n",
       "   'reply_count': 0,\n",
       "   'like_count': 0,\n",
       "   'quote_count': 0},\n",
       "  'text': 'May 5\\nCol. L. Wilkerson (ret) took to the airwaves to warn against \"dangerous chickenhawk thinktank warriors\", naming Victoria Nuland\\'s husband Rob Kagan, who is telling Americans that the US is a \"shrinking violet\" &amp; should use the threat of nuclear weapons against Russia!',\n",
       "  'context_annotations': [{'domain': {'id': '123',\n",
       "     'name': 'Ongoing News Story',\n",
       "     'description': \"Ongoing News Stories like 'Brexit'\"},\n",
       "    'entity': {'id': '1484601166080081920',\n",
       "     'name': 'Russo-Ukrainian conflict'}}]}]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Inspect json data\n",
    "read_content[\"data\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "a4c13d60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(read_content[\"data\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05eb3092",
   "metadata": {},
   "source": [
    "#### Define functions to retrieve each tweet field of interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "f0c2db8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Initialize Lists\n",
    "id_data = []\n",
    "date_data = [] \n",
    "rtwt_data = []\n",
    "reply_data = []\n",
    "text_data = []\n",
    "\n",
    "#lang_data = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "e9ea28cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_id():\n",
    "    for data in read_content[\"data\"]:\n",
    "        id_record = data[\"id\"]\n",
    "        id_data.append(id_record)\n",
    "\n",
    "def get_created_at():\n",
    "    for data in read_content[\"data\"]:\n",
    "        date_record = data[\"created_at\"]\n",
    "        date_data.append(date_record)\n",
    "   \n",
    "\n",
    "def retweet_count():\n",
    "    for retweets in read_content[\"data\"]:\n",
    "        rtwt_count=retweets[\"public_metrics\"][\"retweet_count\"] \n",
    "        rtwt_data.append(rtwt_count)\n",
    "\n",
    "def reply_count():\n",
    "    for reply in read_content[\"data\"]:\n",
    "        reply_count = reply[\"public_metrics\"][\"reply_count\"]\n",
    "        reply_data.append(reply_count)\n",
    "\n",
    "        \n",
    "def get_text():\n",
    "    for data in read_content[\"data\"]:\n",
    "        text_record = data[\"text\"]\n",
    "        text_data.append(text_record)\n",
    "                \n",
    "def get_domain():\n",
    "    d_id = []\n",
    "    d_name = []\n",
    "    d_desc = []\n",
    "    d_twt_id = []\n",
    "    \n",
    "    for j in read_content[\"data\"]:\n",
    "        for i in j:\n",
    "            if i == \"context_annotations\":\n",
    "                for d in j[\"context_annotations\"]:\n",
    "                    d_id.append(d[\"domain\"][\"id\"])\n",
    "                    d_name.append(d[\"domain\"][\"name\"])\n",
    "                    d_desc.append(d[\"domain\"][\"description\"])\n",
    "                    d_twt_id.append(j[\"id\"])\n",
    "                    \n",
    "    domain = {\"id\": d_id, \"name\": d_name, \"desc\": d_desc,\"tweet id\": d_twt_id}\n",
    "    return domain\n",
    "\n",
    "\n",
    "def get_entity():    \n",
    "    e_id = []\n",
    "    e_name = []\n",
    "    e_desc = []\n",
    "    e_twt_id = []\n",
    "\n",
    "    for j in read_content[\"data\"]:\n",
    "        for i in j:\n",
    "            if i == \"context_annotations\":\n",
    "                for d in j[\"context_annotations\"]:\n",
    "                    e_id.append(d[\"entity\"][\"id\"])\n",
    "                    e_name.append(d[\"entity\"][\"name\"])\n",
    "                    e_twt_id.append(j[\"id\"])\n",
    "                \n",
    "    entity = {\"id\": e_id, \"name\": e_name, \"desc\": e_desc,\"tweet id\": e_twt_id}\n",
    "    return entity\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "0d045278",
   "metadata": {},
   "outputs": [],
   "source": [
    "def main():\n",
    "    get_id() \n",
    "    get_created_at() \n",
    "    retweet_count()\n",
    "    reply_count() \n",
    "    get_text()\n",
    "    get_domain()\n",
    "    get_entity()\n",
    "\n",
    "main()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "73a1a812",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "print(get_entity())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "b1225ae1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'1522779931083694080', '1522779924267945984', '1522779923265454081', '1522779923265454081', '1522779923265454081', '1522779920950247426', '1522779920816308224', '1522779920816308224', '1522779920816308224', '1522779920816308224', '1522779920816308224', '1522779920040046592', '1522779919331201024', '1522779917791936515', '1522779916894453760', '1522779916894453760', '1522779916894453760', '1522779910103830528', '1522779910103830528', '1522779910103830528', '1522779906492485635', '1522779906068729856', '1522779906068729856', '1522779906068729856', '1522779906068729856', '1522779906068729856', '1522779902721757188', '1522779902721757188', '1522779902721757188', '1522779902721757188', '1522779901127974912', '1522779900867796992', '1522779893192351744', '1522779893192351744', '1522779893192351744', '1522779887454461953', '1522779887454461953', '1522779887454461953', '1522779886141997062', '1522779886141997062', '1522779886141997062', '1522779885445390336', '1522779885445390336', 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'1522779823701114882', '1522779823315329025', '1522779823315329025', '1522779823315329025', '1522779816189177859', '1522779816189177859', '1522779816189177859', '1522779816189177859', '1522779816189177859', '1522779816189177859', '1522779816189177859', '1522779816189177859', '1522779813454311424', '1522779813454311424', '1522779811034415108', '1522779811034415108', '1522779811034415108', '1522779806471192577', '1522779805976084482', '1522779803119763458', '1522779797734240259', '1522779797734240259', '1522779797734240259', '1522779795834253317', '1522779795834253317', '1522779795834253317', '1522779793405665287', '1522779793405665287', '1522779793405665287', '1522779793405665287', '1522779793405665287', '1522779791438491648']}\n"
     ]
    }
   ],
   "source": [
    "print(get_domain())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "8ecf2c43",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 100 100 100 100\n"
     ]
    }
   ],
   "source": [
    "print(len(id_data), len(date_data), len(rtwt_data), len(reply_data), len(text_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "e22748b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#save tweet fields to dataframe (does not include entity or domain data)\n",
    "save_data = {\"id\": id_data, \"date\": date_data, \"retweet count\": rtwt_data, \"reply count\": reply_data, \"text\": text_data}\n",
    "df = pd.DataFrame(save_data)\n",
    "df.columns\n",
    "df.head()\n",
    "df.to_csv(\"/Users/tdubon/twitter/pol_tweet_data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "42ec3a22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#inspect data\n",
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "512b75c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     id                      date  retweet count  reply count  \\\n",
      "0   1522780042014576640  2022-05-07T03:27:08.000Z              0            0   \n",
      "1   1522780038931914752  2022-05-07T03:27:07.000Z              0            0   \n",
      "2   1522780037467963393  2022-05-07T03:27:07.000Z              0            0   \n",
      "3   1522780035119075329  2022-05-07T03:27:06.000Z              1            0   \n",
      "4   1522780022645403649  2022-05-07T03:27:03.000Z              0            0   \n",
      "..                  ...                       ...            ...          ...   \n",
      "95  1522779803119763458  2022-05-07T03:26:11.000Z              0            0   \n",
      "96  1522779797734240259  2022-05-07T03:26:10.000Z              0            0   \n",
      "97  1522779795834253317  2022-05-07T03:26:09.000Z              0            0   \n",
      "98  1522779793405665287  2022-05-07T03:26:09.000Z              0            0   \n",
      "99  1522779791438491648  2022-05-07T03:26:08.000Z              0            0   \n",
      "\n",
      "                                                 text  \n",
      "0   Answer to As a Russian, what do you think of U...  \n",
      "1   Defenders inside Ukrainian steel mill refuse t...  \n",
      "2   @lhart41 A LOSE-LOSE situation from inept war ...  \n",
      "3   To follow up from @11thHour , it is the job of...  \n",
      "4                 @ng_ukraine This one broke my heart  \n",
      "..                                                ...  \n",
      "95    Great thread on Russia: https://t.co/gWTm2QkT8d  \n",
      "96  @Scafool5 @powderfoot90 @TuckerCarlson Tucker ...  \n",
      "97  @cwebbonline But we knew. It’s why we were glu...  \n",
      "98  @RealJamesWoods There'll be a tough time tryin...  \n",
      "99  May 5\\nCol. L. Wilkerson (ret) took to the air...  \n",
      "\n",
      "[100 rows x 5 columns]\n"
     ]
    }
   ],
   "source": [
    "print(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a5a85a4",
   "metadata": {},
   "source": [
    "## Date Formatting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "57a509df",
   "metadata": {},
   "outputs": [],
   "source": [
    "format_data = \"%Y-%m-%dT%H:%M:%S.%fZ\"\n",
    "df['date_frmt'] = [datetime.strptime(i, format_data) for i in df['date']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "ed33cda5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(columns=\"date\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "1942adb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>retweet count</th>\n",
       "      <th>reply count</th>\n",
       "      <th>text</th>\n",
       "      <th>date_frmt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>2022-05-07 03:27:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1522780038931914752</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1522780037467963393</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>@lhart41 A LOSE-LOSE situation from inept war ...</td>\n",
       "      <td>2022-05-07 03:27:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1522780035119075329</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>To follow up from @11thHour , it is the job of...</td>\n",
       "      <td>2022-05-07 03:27:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1522780022645403649</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>@ng_ukraine This one broke my heart</td>\n",
       "      <td>2022-05-07 03:27:03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    id  retweet count  reply count  \\\n",
       "0  1522780042014576640              0            0   \n",
       "1  1522780038931914752              0            0   \n",
       "2  1522780037467963393              0            0   \n",
       "3  1522780035119075329              1            0   \n",
       "4  1522780022645403649              0            0   \n",
       "\n",
       "                                                text           date_frmt  \n",
       "0  Answer to As a Russian, what do you think of U... 2022-05-07 03:27:08  \n",
       "1  Defenders inside Ukrainian steel mill refuse t... 2022-05-07 03:27:07  \n",
       "2  @lhart41 A LOSE-LOSE situation from inept war ... 2022-05-07 03:27:07  \n",
       "3  To follow up from @11thHour , it is the job of... 2022-05-07 03:27:06  \n",
       "4                @ng_ukraine This one broke my heart 2022-05-07 03:27:03  "
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7843414d",
   "metadata": {},
   "source": [
    "## Text Cleaning and Formatting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "b74d49e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n",
    "\n",
    "import re\n",
    "import seaborn as sns\n",
    "import string\n",
    "import warnings\n",
    "import spacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "f35cd754",
   "metadata": {},
   "outputs": [],
   "source": [
    "#preliminary text cleaning\n",
    "df[\"text\"]=[i.strip().lower() for i in df[\"text\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "544b77cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>retweet count</th>\n",
       "      <th>reply count</th>\n",
       "      <th>text</th>\n",
       "      <th>date_frmt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1522780042014576640</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>answer to as a russian, what do you think of u...</td>\n",
       "      <td>2022-05-07 03:27:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1522780038931914752</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>defenders inside ukrainian steel mill refuse t...</td>\n",
       "      <td>2022-05-07 03:27:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1522780037467963393</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>@lhart41 a lose-lose situation from inept war ...</td>\n",
       "      <td>2022-05-07 03:27:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1522780035119075329</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>to follow up from @11thhour , it is the job of...</td>\n",
       "      <td>2022-05-07 03:27:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1522780022645403649</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>@ng_ukraine this one broke my heart</td>\n",
       "      <td>2022-05-07 03:27:03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    id  retweet count  reply count  \\\n",
       "0  1522780042014576640              0            0   \n",
       "1  1522780038931914752              0            0   \n",
       "2  1522780037467963393              0            0   \n",
       "3  1522780035119075329              1            0   \n",
       "4  1522780022645403649              0            0   \n",
       "\n",
       "                                                text           date_frmt  \n",
       "0  answer to as a russian, what do you think of u... 2022-05-07 03:27:08  \n",
       "1  defenders inside ukrainian steel mill refuse t... 2022-05-07 03:27:07  \n",
       "2  @lhart41 a lose-lose situation from inept war ... 2022-05-07 03:27:07  \n",
       "3  to follow up from @11thhour , it is the job of... 2022-05-07 03:27:06  \n",
       "4                @ng_ukraine this one broke my heart 2022-05-07 03:27:03  "
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "c9ddca7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#removing \n",
    "def cleanup_text(file, rem_item):\n",
    "    r = re.findall(rem_item, file)\n",
    "    for i in r:\n",
    "        file = re.sub(i, \"\", file)\n",
    "    return file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "a6befec3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove handles\n",
    "df[\"clean text\"] = np.vectorize(cleanup_text)(df[\"text\"], '@[\\w]*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "79e9a075",
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove hyperlinks\n",
    "df[\"clean text\"] = np.vectorize(cleanup_text)(df[\"clean text\"], r'https?://\\S+')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "9ed3a1a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove new line notation\n",
    "df[\"clean text\"] = np.vectorize(cleanup_text)(df[\"clean text\"], '\\n[\\w]*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "de9fc7b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove punctuation\n",
    "df[\"clean text\"] = np.vectorize(cleanup_text)(df[\"clean text\"], '#[\\w]*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "4a0043a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0     answer to as a russian, what do you think of u...\n",
      "1     defenders inside ukrainian steel mill refuse t...\n",
      "2      a lose-lose situation from inept war of choic...\n",
      "3     to follow up from  , it is the job of journali...\n",
      "4                               this one broke my heart\n",
      "                            ...                        \n",
      "95                             great thread on russia: \n",
      "96       tucker is a genius, he exposes the insanity...\n",
      "97     but we knew. it’s why we were glued to daily ...\n",
      "98     there'll be a tough time trying to lay this s...\n",
      "99    may 5. l. wilkerson (ret) took to the airwaves...\n",
      "Name: clean text, Length: 100, dtype: object\n"
     ]
    }
   ],
   "source": [
    "len(df[\"clean text\"])\n",
    "print(df[\"clean text\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09b11735",
   "metadata": {},
   "source": [
    "### Tokenize text in spaCy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "4cf8e0c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "nlp = spacy.load(\"en_core_web_lg\")\n",
    "\n",
    "#to load previously trained model saved to your PC use next line instead:\n",
    "#nlp = spacy.load(\"/Users/tdubon/spaCy_models\")\n",
    "\n",
    "#tokens saved as strings needed for entity recognition\n",
    "#convert to strings and save to text\n",
    "text = str(df[\"clean text\"])\n",
    "#save tokens to doc\n",
    "doc = nlp(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "a0d1eed8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Tokens needed for word cloud and classification saved into dataframe\n",
    "#process each row in clean text column\n",
    "df[\"nlp_proc\"] = [nlp(i) for i in df[\"clean text\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "8fbdf78c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove stop words and punctuation\n",
    "stop_words = []\n",
    "\n",
    "def remove_words(doc):\n",
    "    for token in doc:\n",
    "        if token.is_punct == True:\n",
    "            stop_words.append(token)\n",
    "        \n",
    "        if token.is_stop == True:\n",
    "            stop_words.append(token)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "01f272cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in df[\"nlp_proc\"]:\n",
    "    remove_words(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "d7ad358b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#create list of words\n",
    "doc_list = []\n",
    "\n",
    "for i in df[\"nlp_proc\"]:\n",
    "    for token in i:\n",
    "        if token not in stop_words:\n",
    "            doc_list.append(token.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "eb7a55a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['answer',\n",
       " 'russian',\n",
       " 'think',\n",
       " 'ukrainians',\n",
       " 'demonstrating',\n",
       " 'russia',\n",
       " 'occupation',\n",
       " 'cities',\n",
       " 'like',\n",
       " 'kherson',\n",
       " 'ekaterina',\n",
       " 'shevchenko',\n",
       " 'defenders',\n",
       " 'inside',\n",
       " 'ukrainian',\n",
       " 'steel',\n",
       " 'mill',\n",
       " 'refuse',\n",
       " 'surrender',\n",
       " ' ',\n",
       " 'lose',\n",
       " 'lose',\n",
       " 'situation',\n",
       " 'inept',\n",
       " 'war',\n",
       " 'choice',\n",
       " 'delusional',\n",
       " 'putin',\n",
       " 'amp',\n",
       " 'generals.ukraine',\n",
       " 'brave',\n",
       " 'resistance',\n",
       " 'modern',\n",
       " 'destruction',\n",
       " 'amp',\n",
       " 'colonization',\n",
       " 'surprising',\n",
       " 'follow',\n",
       " ' ',\n",
       " 'job',\n",
       " 'journalists',\n",
       " 'report',\n",
       " 'information',\n",
       " 'usg',\n",
       " 'official',\n",
       " 'sgivem',\n",
       " ' ',\n",
       " 'usg',\n",
       " 'officials',\n",
       " 'giving',\n",
       " 'secret',\n",
       " 'information',\n",
       " 'damages',\n",
       " 'interests',\n",
       " 'officials',\n",
       " 'zelensky',\n",
       " 'biden',\n",
       " 'teams',\n",
       " 'said',\n",
       " 'today',\n",
       " ' ',\n",
       " 'broke',\n",
       " 'heart',\n",
       " ' ',\n",
       " 'course',\n",
       " 'assumes',\n",
       " 'russia',\n",
       " 'win',\n",
       " 'war',\n",
       " 'kind',\n",
       " 'mobilization',\n",
       " '  ',\n",
       " '🔗',\n",
       " ' ',\n",
       " 'video',\n",
       " 'requested',\n",
       " 'download',\n",
       " 'ready',\n",
       " '🆗',\n",
       " 'russia',\n",
       " 'invading',\n",
       " 'ukraine',\n",
       " '🇺',\n",
       " '🇦',\n",
       " '[ads]',\n",
       " '🔗',\n",
       " 'download',\n",
       " 'use',\n",
       " 'instead',\n",
       " '   ',\n",
       " 'helping',\n",
       " 'defend',\n",
       " 'ukraine',\n",
       " 'know',\n",
       " 'uk',\n",
       " 'provided',\n",
       " '4,000',\n",
       " 'anti',\n",
       " 'tank',\n",
       " 'weapons',\n",
       " 'ukraine',\n",
       " 'armed',\n",
       " 'forces',\n",
       " 'including',\n",
       " 'generation',\n",
       " 'light',\n",
       " 'anti',\n",
       " 'tank',\n",
       " 'weapons',\n",
       " 'systems',\n",
       " 'nlaws',\n",
       " 'javelin',\n",
       " 'missiles',\n",
       " 'canadian',\n",
       " 'fighting',\n",
       " 'ukraine',\n",
       " 'describes',\n",
       " 'hell',\n",
       " 'witnessed',\n",
       " ' ',\n",
       " '  ',\n",
       " 'zelensky',\n",
       " 'lose',\n",
       " 'respect',\n",
       " 'u',\n",
       " 'turn',\n",
       " 'un',\n",
       " 'reaches',\n",
       " 'consensus',\n",
       " 'ukraine',\n",
       " 'time',\n",
       " 'calling',\n",
       " 'peace',\n",
       " ' ',\n",
       " 'takes',\n",
       " 'wrangling',\n",
       " 'eventually',\n",
       " 'light',\n",
       " ' ',\n",
       " 'trust',\n",
       " 'lie',\n",
       " 'going',\n",
       " 'ukraine',\n",
       " 'especially',\n",
       " 'ad',\n",
       " 'space',\n",
       " 'try',\n",
       " 'tell',\n",
       " 'uno',\n",
       " 'declaring',\n",
       " 'strong',\n",
       " 'concern',\n",
       " 'reference',\n",
       " 'war',\n",
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       " 'forced',\n",
       " 'germany',\n",
       " 'poland',\n",
       " 'italy',\n",
       " ...]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "doc_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "789ccd9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uhI2QyJoMPtjC279zg9PfG6dZ9tF0QaE3yZf/+wPsf6qdJ//mLm6eLa+wytp3Z3j+v9pPsmDx+r+6yrkfTeJU4zGk8iYP/9IAj//qII//6gDDH88xeXnJb77roVae+lu7UVLx5r+5xrkfTdIs+whNkGm3eezbgzz8i308//f2MXa+Qnl8ZS6nYWv0Hs1z5nvjfPAfh6lMuiilyHYkeOLXdvHwL/Tz1K/v5vJbM8wNb0/ARTc1nv+7e+k5kufM9yd47/duUJv1iAKJnTbY/3QHz/3dvZz42R5GThY5+ZdjyHDtZ6FZ9nnl/3eZ9/9giPELlW0Z30bQ7AR2bx/uzZu333kN+BPj+BPj2zyq7Yf0PZSUKN9f14VRq44ihIbvN7jXUVQNnT0cpswcc3y+csK3nr2QjLMXMgMFZk9OkN1VQClFWPep36ygIsXI9y7x0D96nkP/xcMUz0+hGRq5Pa0MfecizlQdzdSwCkmsrI2ZsUl2pMnuKuBVPYKKS+SGjHz/Mvv/+gn2/vIxqkMlzLSN3ZLkxp+dI9pgZl2AlU/Q/aVB9ISJM1Mn0ZrCzNk0PlhppapI4ZVdhr5zASuf4NBvPsap/8+bOFOxn0n6EeNv3ODwbz5GfbTM3Jk7/wE1XTD0SZHT3xtfQVCNos/bv32D3qN5eg7l2f1oGxdfjQOVhq3xwDd6aNuV5uM/HeWjPx6lUfRXHvs719n7ZBsdezMcfqlrkXQ1Q/DYXxsgkTX55M9G+eAPR1a4ARpFnzf/7TU69qQZfKiFh3+xn1f/2ZUVYxZCMDfU4NM/H2P8wtK9a5YDPvzDEboPZOl7IM/hFzt5+3du3PG9WY69T7Wx69FW5oYbvP4vrzI3snSvmuWAU98Zo3Nfhqd+fTcnvtXH2R9O4IdrW5RRqFZMQjsCXUezbYRhkDxwEC2VQrNMjEJLHJCah/IDosYtoW4h0JJJNHtpRYcC6blIZ+1iBi2RQNg2Ua2GZlkI2wYpiZrNOC3QthF2ApREOs66rgZh2/HxelxYoMIQ6Xmbck2oMET5Xky+8zneOgYaOhqCiAgRSCQhC4SrY2DMU05IQDTvQ7awkUj0xc/8xc8EGiYmAg1JRECc4mhgolBExNfW0NHRCfDnjwOb5OL1Pk/YOulaBnoiTkfa9c1Di9vLV2a5/B8+Jaj7NMdrnPqnb7Ln54+y65uHiIKI2vXSYoAq1ZNj7y8fIztYQHoh2cECJ/7hM8x8Os7QX17Ar7hMvT9K2PDp+/I+Wh/oJqh7zHw8hgziH6MxXkVoYtE/q5Sien0Or+SgpCLyQ0InoP2hXrqeGiCoegz92Xkm3llK8nbnGhQvTMf5rG7I5d/7lMO/+Sidj/Uz/J2Li/vNfDLG4b/zGMXzU7gzd2fNTVyoUp1avZQd/qRIY86jdSBN98HsEulaGvufbo/9vAp6juTWPK+SCtPW6dqfXfSbJ7Mm/SdaaJY8Rk6W1vS7Vqdchj8tMfhQC7sfa8VMaKsCY6WxJtNXVxPX1JUaM0N1+o8XGDjRAmwT6T7ehp0xKY05tAwkaRlIrtrHTOpEgaLnYBbD1PC3EATaVghBYvceCs89j9nRidnSArpO8uAhBv7nf7xi18b5c0z9h99d4TbQkklavvwVsk88idD1uLBBSipvvE7x+99d85L5Z58j98STTP/RH5J9+BFSR48SNRqUXv4x/thNCi99hdThoyjPpfzWm1TffWclkQqB3T9A9tFHSe47gNHSAkAwM039zGkap08RzM1tuJJUUUTkurF7IQzR0OhjD1laMLFwqGNgIpFc5FNsEvSwizTx81ulyATDBPgc5TEaVEmQQsegyAzj3CAipI1uOulDR0MiGeUaDar0sQcQjHIFhaKDXgq0c4VTSCQSRZlZnFvTeJbBNjLoukUUBXjhDk/My7Bl0vUrLuf/5Qe33a9xs8rZf/bemp/VR8qc/t/e3vB4FUpmT04we3Jizc/HXrm2av8rf3BqaUMgGX/9BuOvr08Et54/ckPO/fP3V+2XaEsR1LwVvuA7gZqPoIfeaoKQkaI269G5L0u6dcnq0XSNlt4UhqXNuxAGN7yGYenohkYUSHJdCQxT4FQD6jPr+z3LEw5RqEhkTNJtNuWx5RaWwm9GuPXVhK2kojHnE4WSbKe96vM7RaEniWlrDD7Uwm/+iyc33Dc0NQxLB3YwcHQbqDAkmJ0lmJ3F6u4muW8/QalE8+KFFQTrT02uIjLl+zQunCesVdHsBKkjR7G6um57TWGa5J54Es1O4I2MYA8O0vrVr+NcuYyRL+BcvUJicBeFF76Mc/kS/uTSCi2xazdtP/fzmB2d+OPjeONjIARWewctL30Vu7eP4o9+QDA1tf53lhHK81a4FwQaDnWKNGiji2Eus4fD2CRopwcDk8ucQkNnNwdpo5tJRoitBDjHRxRoo4dBkqTxcOllkJvcoMwMveyhh0Euc4oaZdrpIUEKD5c8rZSYRrKQxSEZZ2jDe9iZP0Q+1UvNmWZ4dvV7v1P4/NnenxMITWBmLaxCkl0/d4Tq9SLVa3N3fV4p1boGRORLhBDo5lIwUNNiF4PvhAx/WmLm+saZ2NNXaou5yIatxTmRkSLawJ8eehIlFZoOhrk6+VCp9SP4USBRKvbDbgeEiMetFExeqnLjw43veehF+M5nZOVCnDI1PIQ3PARA9vEnSOzegz8xQfE7f3nbQJoKQ9zr13Cvx0aElkpujnR1Ay2TYfZP/jNIRdsv/CKpQ4ex+vuZ/ZM/JqxVaf3Gz5A5/iBWb98i6erZHPnnX8Bs76D6ztvUT50krJRBaNg9PRS+8jVSh4/gT09TeeM1pLt2gDGqVim98jIqDAmrsa9cIfEICPBpUl90IVgkSJKmQRUfFw2NJnUyLK3aiswgifBwkSg0NEwssrTQjksrHdgkSZACBHUqtNFNiiwQuxJKbK1yrupM4IcN/PDe6Eos4D7proO48u4Q3c/sIqh7XPx3H286ELgehBAYpha7RdaoXDOTOkopomWpW1JB6Es0XXDlzRk++fPRVccthwzUYspZ4EYopdAMDcNenxStpI7QYnIOVlnhAs3Q0A1BtEawyrB1NE0QetsTaVfz31dKxcy1Gq/81uXbHABe/acvGq5khD8+RjATB339yQmSe/YSTE3hjcUrMn9qCnUkxMjnF49L7ttPYmAAf3qK8puvI5tLhOPcuI7+wXskdu0ideAgjTOn8CfWXmlKx6H+6SeL/9bQUHH5QDy+eT+umv9boRCLSrICsbh/jAXf7FLATaCQhARUmCOcX8lIIhQSH48GVdJkSZCiToWA9Vdza6HSHKfCvQ9afm5JVwgNIfTFypXtQiLRQnffY8zNnKdWHYuvpRnomkkUeah5ky50Q0Z/dIWJd4YImyFeaXtmw2ynjZ3WV5WkWimdbGcC34moLPP5RoFk9kadgQdbyLRZhJ7cNMGVbjo4tZBk1qDQu7bmgRDQvjuNbmo0Sj71NdKvkrnY7XCrL9qw44ILTRcUb26ftTA33ECGklxXcs3y3fsApCIsL2VjyGYzdnMUl9I3le+jpERYVrxBCOzBAbR0huDiBYSuo2ezK0/rechmA7OjAz2d2ZahRoTUKFGgnRwtCDTSZJliY3edj0+FOQwMysyio6MtkwAvMs0gB0iT5Qqnt2Ws9wKfU9IVZHJ9ZLI9TNy8vf94S2fWdCw7i6aZi9ta2w7Q2fMQI9dfo1Gfn9mlwis5267zO3CihdaBdJy+tFDzL+DAMx1kWiyaZZ/x80svU+hLLr05w8CDLex9qp0r78wy9HFxzQoyI6ER+XLRFeA7EVffmeHJv7GLPY+3cvG1qVXE2b4nw65HWlFKce3d2TVzbdsG0/Qdy1ObcZfcDAL6HijQuTeDlIrhT4qrjrtTXH13lod/oZ/WgRTHvtbDqe+MrTnR6PO5w+uli/0kQykVq48t/FtKlJLI5RoLaslqBNAsGz2TQeg62cefJPPIY6vOK4RYFLQVxubpQaHwcJBIAnxcmkRENKkhiZhhHIWin1izZYqbFIl9xnUqi5ZsfEzsmgjxGeYyPeziIA+ikEwyQp04iya+RoiHR3ODgNntkLDyuP7SO6cJnUyik6qztpV/t/jMSFcIjXSmi2SqAyEEjlOkUZtAKUm+ZQ+dXSfQDZso9PDcCrXqTZSSpNKdpNIdCKHje1UqlWGUjEhnutCNBIZuY5hJnOYc9doESkUIoZMv7MKyswgh0LSVX1vKgMBvoNTOWlRSKroP5Xjsrw3w6Z8JypMOuq7RvjfNk39rN1ba4Op7s9w8U148JvIlF16e5MiXO+k7VuC5v7uXVMFi5nqdwI3QTUEiY5DtTJDrTHD6u+OLWQpKKk7+xRgHnulg31PtPP0bezj7gwmqUw5CF7T0pXj0lwfoPphl8nJtTY1bpRT5ngSP/FI/oS+ZuV5HRoqWviRP/PVBOvZlmBtucO3djf1pmi4W3v2lv9fhypGTJS69Oc2jvzzAl35jN4alcfNsGacSIDSwUwbpNpuOvRmuvTcb+7F/+nh3bUnUjW6EJhDzggHe+BjB9AaVYUot+mpvCxGT7rQaW9xUIfbFD7GUBTTNGNOMrTr8KkvVbC5NhlmSCnBocJ3za17WwMTEZpbxxQDaViEQDLY9xnjpNHV3BkNP0JE7QD7Z+5NHuqlUB129jxAGznzduKBZn0YphWEksex42WNaGaLIA6EhECSTrSRTbYCgo+sYciikWhmhte0gLW0HqJSHEEKnpW0/Y6PvUa+O0dJ2gI6uB2g2ZrDsDIlEYcVYmo1ZlDxDqkMhDYugGcZiFkJgJnR0S8er+2h6nBWgIoVu6yipSOQsapObW1qHnmT0VIk9T7TRfShHecxBMwSd+7O0DaSYvFzj/d8fXlXKWxxt8Nq/uMoLf28f+55sp2t/ltmhBn4zRDc1knmTlr4Ubj3kwitTK1LDJi9XeeNfXeXZv7OPJ/76ILsebqE03kTTNdp2pWnfnaY40oxLfSdXW/UyVExdrZFps/mZ/+kIs0N1olDRNpiic3+WZjngnd+9QXV6pQWdbrU49rVukjkTw9ZJt1rkuxKYCZ0Hv9VH98EcgRcRepLx8xWuvz+34ppv/84NknmTwy908dX/4SCzQw0aRR+hxUUmue4E2Y4Ef/g/fxqns/0Uku5WoYIA6fsgJc0LFyi9+vLGB2yymk6zDRIdWdyp2uLEilKxhJgCM5/Em96+lCwNnVY6aKETSTRP8HdYLo2i6kzS1/oQc7XrZBKdJK0C48VTtz/4DvGZka5hpUgmWxmf+4By6ToCLSZXoDh7kWS6HZRibGR5apmgVLpOce4KSkn2HPgGmWwP1UqcdhKGLlMTJ4kij117vkw220u9OkZn94OU5q4wPXmSQut+UqnOFWPx3DKeW2bv8R5a9nUSeiGRL4nCWBJQKahNQOfhAkLXCJohhq1z89MZ5Ba6RAgNLr81Q2m0yaPfHmD/M+1YCZ160efsDyf4+E9GGT1dWnVcFMRL//qsx+EXu9j3pXZ6j+Sw0wZhIKnPeoyeKnHpjWma5ZVKWqEnOfODCaozHse+2s2ex9voPpxDhoryuMNHfzzChZenYvfAGs+tEDB1ucapvxrjwZ/vY99T7WRaLZxayLV3Zzn9vXEuzZcGL0e+O8nz/9U+Mm02mqmhaUsZGYdf7OLQC53IUBGFko//eJQbH8ytMNKKIw1+9E8vMfJpiQPPdNB1ILuYo9wo+cwNNTj9V+NMXKhsTRthp6Hi0JEQzKt23evMivUlt1QYEhaLqCDA7u2FdSrJtgoVShLdeRK9BWQQoYIII21jtaaZfefqtndSiV0ZLiVmaFDD22IA7VZMVy4hhMZg++M0vCKjcx9Rd3dOQ/gzI91a9SaTYx/T0fkAHV3HmZo4SaV0fTGQtRZ03aSt7SC5lt1omkE6003gL6VQNZszBH7s2wkDF0230HQT287SaEyhlMRzy/j+2rOuVw+w05BqS+A3QpRUuGUPK20StSXIdKVozLhYGRM7YxL5Em+hnl/TELYV+8QWoBRymWatbsYqWRdfm2L0TIlk1kTogsiXONWAZtlfl0BCXzJ2rsLMjTof/+koVlJH08VitN9vhnEO8LLMB82yyR1+iPLp97n6zgxjZ8sk8yaGpWN39JA58gQTb49Rvjy37nWFLlBKceOjOSav1EjlTXRLQ4YKtxbQ3vMSidRVvMZVlrP2zPU6//7vf4TQV5OAYdq09R6nrfc4jeokVz54f9WquKX7KMqXfPhHlzn3w0mstL6YlhYFksCJcKrBtqSL6YaNlOGK6rEV98Aw4jYEglifOAjWXcZHjgNKoaVSGC0FgtnZRTlG4LMT551H89JF0sePYw8Mknn4ERpnz8RpbfNjFJoWF2gohfL9TY1XT1lYrWmEJggbHiqSmLkkYcMlcoKVpfvbAIWkRpka5Ts+RzbZTSHVv/hvTehIGWKbGdoye8kluxkvrRbx2Q58ZqSrpKRYvEq5dJ3W9kP09D2G79do1ucTsqVE01cOL5nqoLvvMW5c/SGOU2TPvq+uIGklYzWjhXQUAcgoJAwdbDtPnXEMM4lhJNYc0/ipOWIDRSzRh4yXSUoqZq9WUFLRvj9PtjsVk+i8Vmti3x5afvXnMdpaF88nHYeZf/N7UI19pbH1M18IMe1Rm142QwuBkW1BtxOAImw2iJp1UAqhGxjZPJppIQOfylR5UTNVt+NqLc3KIZIeBLECmp7Okt51gNTuAzgTI8jAx6lXaZZjV0iimiMohLi16LaWYpziBs2ST7O00pLuHsxjmKvvZ+BGTK1RxbaAsfNv0DlQJ5Xrpjq12lIpTV2aX2XIVa6L7YRpZ9j30K8wM/oJc+NnV32ut7WSfe5Jkg8cQUvYeMOj1F5/F+/a0JrLb398jLBaxe7rp+UrX6Nx9jTS89Fsm8hxcK9dXbG/lkyhp1PxpC009FQ67kuWyWB1d8fPdCSRTnNFetf62JgkvbGbVN59h5aXvkrbt36e5IGDuMNDKMdFJGzMjg4Sg7twLl2i/NYbMfHeBmHNZeqVi8suv9SH7zPtF7gBdM3ENlY2TW14sXVr6mvzw3bhMyPddLqTdLYHKUMsK4vnVpDz2qFKSRynSEfXMTq6TuA6RRr1yTg6KwPS2W6SqTYsO4vjLF+Or/XAKWamztLWcRhdN0mm2jDM1WWlEOswKIBbMwPm/x3N/3/6Ypnpi+WV++gaIpFAS608t9A2VzRgtXbQ+vgL8/sLGsNXqF0+g4pC0nsPkTnwAEIp0DSq5z6hMXyF9J5DtDz8JbypcfRkCoTG3Puv4s1OkerbTe7IQ1gt7bQ88gxBpUj1wsnFti1hs0Fj6DJh/e5FYEw7S2v3EaSMaNam8J343mi6RabQh2GlCP0mjcoEUTivWSpDpAxW5GrGx5ik872YdganNoNTXwr2CE0nne/DSmQJA5dmdYLQd0ikWtCtFI3yzcXrZlsHqc7eQKkIO9VKMtsRV0zVp3EbS/5jpRRR4BGFq1MThWWRfe5Jsl9+Ds2Ks12Mtla0ZJLSH/05wcTqQFRYqVB+9VXyzz5H+shRMg89PL/i8ah9+skK0hWGQeahh8g/82ysgWBaaIkEaBrZRx4l/cADSN9HNh1qH31I5a037vAXWgalqH34AUQR2cceJ3XgIJkHH4r1F+b1G6JqhbBW3YImIqjgMyxQuQOUG6OUGxvnvO8Udpx0zWwBYVj4ldkVP2IYeWiagZ3IE4UeU5Mncd2YQNO7D1Kfm8aYS5BMts77egWOM8fE+MekUh0ENBgffX9RILlSGUYTelyeiKRSurEoITc7fQ6lFIlkC83GNI36FK5b3tL30BMpkl39NMaGloSltxF2Wxe6nWDmzR8QNqogtLgFSyJJ/oHHKJ98j+bINXJHHyZ35CGaY0OxVa7rVC+ewpsep+2Zr5Hecwhvepza5XhplN5ziMkf/OdV1wtrZarnP1m1/U6Qb99DszqFaWfItPQzNfwBgVuntfswufZ9+G4NK5nDTrUwO3YatYG0nxA6ViJHx+CjVGdv4FxdIrZCxwFaug/H57OzNDIdzI6dJJntoK3vIW6c+XOiwCXT0k/X7iepzg2RSLfTMfBIHLVXkGvfy9TQ+7iN2KqRkc/s2Cmc+syqsej5HGZvzyLhLsDq78VobV2TdJGS+slPCOZmsXt640lYKaJmc7FoYQFKKoKZGeqnb5NjKiX+9FJJrnP9OioM8caWMgHckWEqb76BN7ykLeKNjcXbbrkuUlL7+CPc4WHs/n6MfB5hmqggJKpV8aen8aen1lUP+0mDqadoSQ9g6IlFL1AY+UxVLuzI9XacdGUUosU5JSvgOkUmxtbOwU3376c49zaT4x+t+mxu+jxrFYZWyyu7lZZL15fGIENmpu4ueVpPpEj17qE5MbIjgXJnfBi7vYvWJ14gqMxRvXga6TbREykS3QPkHwjIHjqBkc5gZAsILVaG8udm8EuzyDAkqJYxs/nbXGkHxt6YY/zamyQy7fTs+RKpbDe1YIj2/ocZv/omteIQLd1HaO97kNLUJcINfHxR6DI3foZktoOVD42gY/BRZkc/pTR1kVz7Prp2PUZl5irN2gytMiKV66Y2N0Sh8yCVmWsoGZJv34euW4xffQOlFP2HXiLfsW8Z6QaUpi6uORZhGgjTXL09YcdtbNeBCkPcG9dxb1xfd5/5i+NcvYJz9crG+92C5WXDC/CGh1cQLoB3cxTv5jrWnFIEM9MEMysnDqMtj96aRXnrB6eSx/bgXBjadL/DzSD5wF6cs/H9EoaOsC1k013Xp2z2tiMMHX8knoy0VIr0U49i9feu2jeq12m8+xHBxFpaEoL+todJ22144VJ8KAy3Nz9/ObZEui3HnsDMt2Kk85QvfBSncPUMxkuWoYsk2nuw8m1olk312lmC8hyFY48T1MpUr54h0d6PnkjSuHmd7N6jeHNTJHsGMTMFglqJ2rVzRG6T4sm3CBtr+wOtQjvZvcfQ7ST14UvI0CfR3ktzYohk1wCR2yTR2YcQGkGtRPXaOTKDB7FbOgjdBtXLp7Hbu0n17galqFw6iWaaZHYfRreS1K6dJWjWKBx5FM0waU4M0Ri9RlArUzzzHjLYeqRUqTjfNnCjdRP5w3qV0qfvYra0kdl3lMKJJyh99GbccrtZp3rhZNwgUBD7+OYT41UULavvXxawYZ6yNmogdRtEQVz9tpFuA0CzOk0UBQRuDSlDDCuFbiZI53voP/wVlAzRDBvTTG/a3XIrdNMmme2kZ//zdO15Ek23MO0MmmbgNos49RmyLYO49TmS2U6mhz9CaAZ2Mk9L9xGSuVjPwLKzBO7m0pek66EcZ7GvFxC7CuoNlHt3EfPbQSQszK5WlOcTzFbQM8lYQnH+/gkhEEkLLWETTBVRro/emsNoyRKMzyIdDy2XxuppI6rUCSaLiKSF1dVG1HQJZ8sI08DsaY/FxcemUV6AnkthD3bjXVm7WszsbkUY8YQvLAMtnUQvZFCuH1/DNrF62gHwb07HQjoDnagoIpiYQ5gGWspGz6YJpkvIWjMm0PnsFmHoJA4NYva14w9N4g1PoaVsomoDzTbBMJDVBkZbHi1lL5KuMA3svbtIP/rgqjH7E1M4Z9a2WgWCQrqfy+MvE0QOCxP9mjnQ24RNk65mJbBaOqiPXiHVNYimGyQ6e3GnxxCmRf7QQ0jPwZ0ZI6iWyO4/zszEj/DmptCTqThIkEhiJDNxV4l0nqBaJtHWTfXKGYJqiciL/X1BrbzmGIRpkezZhfRdnKkRMrsPUzr3PnoiRfujL1K9dhYVhWi6SfHMu2T3HKHl2OOAoHzxExLt3eT2PQCaIGxUcSaGkYFHemA/kdPAmRwls+8Ytatn0e0klcunCKrFRWX8O/V/Nks+v/8/foxuCLzG2lae3dmLZppEnkvUrGNkC6BpRK5DY/gKVmsHjXIxjqRvkkijehU9lcHu7CFyHCKnvqUl44/+t0u8+i+u3Lbs2Epk0YSGbiTi0u3IJwo93GaR0Qs/in2oIi6ICbwttk5d+C6hT+BWGb/2Fo1yXC8vNI3AraNURKMyTqHzAB0DD+FUp/C9uJNtGDiUJs8zOfQ+UeAihE4Ubc49FJUrOBcuYw30oRdyIATS9Wh+epZgfOeEsYVtkn7kEHprFrM1R/XVT0DTSB3bg3R93GtjmB0FrIFOonIdq78Db2iS9MMHCWZKJPb3UXvrNNmnjy9mz4TlOpnHj6KlE5hdLZS/9z5GIUPqxD7cqzcRMybKCwimS0SN9QOXKoxIntiHc+4GeiFL9tkTBNMl7MEuyt97D6u/g8SBAbwb44gpHQwDs7cdq68D9+IwSEni6B78sRnsXd3U3jiJiiTJE/tpnr4GmoaeS6OlEnHTWMsgcXCAYGIOe08P3tAkfrWBPzK5qAMMsfGxnv6wuo1GcBA2UUoSRt6qGMMC7IyBmM/TD5p353bZNOlKP/4hkh19eOUZwmYNK9eKbiUJm3XcmQl0yyZs1AibNTTTiqOX0VJ6jZoPBKHpizesdOZ9cgdOELlNKldOxRH7dSA0HSvbgplvRbOT+KUZIqdJ5DQQhkFYr6JZNtJ3iZwGKoowCnmCyiyR20D6HlpLJ+XzH5Hde5T84UeoD13CyrVgpDLoyQx+cRq/PEtj9Cr5AydoTo1QH7p0SwO/rUEpbttDTDNtcsceRk+kCGplaudPEtZiki9++Ab5Bx6l9ckXY3/clbMgIKhVcKfH5lOdFEF5btECBnAmR2kOX6HtyS/jzUxQOffJ4jk3A68R4t2mulIpSabQR0v3UZKZdmTk06xOIaOAubEztPYcpVYcnic7j8BroOkGqVw3qVwPiVQLufa9NKuTuI05rESORLqNRLodJSW5tr04jRkCt8bM6KcUOg6gaQZCaMgopBpcJwojnNoUubbdtPWdYPTCj+K24ygqs9fp6H+YfPs+AreO0DQa1QmiYBPLRylpvPcxUa1O4vABNNPEuzZE8/Q5ZH0H25Knk5g9bQBETRdhm4TTZbRsCmEahNMlzI4C3tAEYbmO1d8ZE93oFP7IFOmHD6JlU/jjM7Ela5vouTRmVwsqjIjqDlrCIizV4r8zqUVLXjZc5AakG85WYreCiLNawrkK7qURtKSNlrIJ56rIPg8tnYwJNJtCaBpawkRYJioI8K7exJ8sktjbi7AtwumlYLjyA8JiFZTCH5pE+QGy6WHv7kEvZIjKMT9ElZX3X4VR7I5YA9LzUf7a759C4QUNjvZ/k7n60PyErAilz3hpqUDiwFf6yLQnmL1W5eprd1eptmnSFboBmkZQK8cvtlI402NxwrVTJ3Kb6O09S/sLgZHOkejow0im8StFpOtgDxwks8vHyOQQuo6ZLeBXipiZHLqd3JB0VeDjTI0iAx+/MkdQr2AV2jCyeRqjV0l2DxA5DayWdrL7jqHbCerDl0i0dZPdcwTdSuLNjmNm8zEpZ+I0LGdqFDPXSlAtEVSLaHYCYZgEjWpsmWs6aof1Wp2xGzhja2v/Ro0axfdfW33MzRs4N5eOaVy/pdOylJQ+fovSx9s50pUoTV4gDBzS+TgTZWr4I7xmnCExc/NTWroOk873opSkVhyO09kMi1SuCxkFNGvTJDLthIGD25jDsFKk8j3zGRCCVL6H0G8SuDXmxs8QRT7pXA8KaJRvLqYM+m6N6ux1ZBTQqE6ysExslMfj0vL2faRb+vCapXlC3hxUEOCcPItzcnU62U5BuR7B+CzCMghLdYKJOcyeNqTjobwAY36Jb/Z1oBcaKC/AH5/F3tuLlrBA01Cuj6w2kekGqQcPULr+Ov5EvOKIyg2CqSJ6JkUwXSJ5dA/BzWmi6m0mEkPH6m3HaMtj7epBubGgzoJRJTQttpZnyqSO78UfmsAa6ELPpYlqzmKKnVoWUBemgb27G6MthzXYFbtGmi7G/n7s/X2454cIp0skj+4mmCwinXXcOjJCeWuT7kYthQAi6VN1JjB1G1OPdaGDcOW5Zq9WqU00aczdffripkk30dGLX54j8hysfBt6IvapWvn5Gdlt0hy/Qeg04lzSK2dQSuLOTiA0HRl4+JUijZtXUGFI7do5/MocVqEdnDpeaYqguroaazmUjGLSDX00wwIZEQUe9RsX5s/VgZnJEzpNIs/FL8/hzU0SNqoY6Rx+tYQ3O4GZb4tbVE8M4UyOIHQD23PRDHP+IZKoKMQvz+KXZ+/Ij/vTgrnxOEuiMnN11WdR4DJ78+Sq7b5bZWpobdHoZnWSZnXtpbuMAorjZymyFgEqKrPXqMxeW7W9WZmgWdmZOvqdgGx6uFdGY2t3vnd4VG1Sf/8cQmixD79ToVyfcLpEMFOOLVBNIEwTf2yGqO7EZFdpUH/nDLLu4F4eja1dqRbPqxyf5seXCKbLmxqbiiT1987FrYeqdbyrY0R1B+fCEFG5gZa0UI5H44MLhMUq0g+xnLifWjCx1I1COj7ulZuxFRpG1N87FxeeKAimS3g3xlHzAdewUkc6HsFMaX2LNZLrErLygg3cC4rr02/d9ntPntuYm7YCsZHDWAix+KHd1k3+4EPIMEAIQePmNZrj29OeZTuR6tuL3dZF6fS79/S6icMHaP1b38bsaFvcJpsO07/1b+NE+vu4j61iA1Gg1EMHkF6Ae2Fo42NubeN+u8+3A9t4Ti2dIPXIodgt9MklZG39ApH0lx6n7Td+dWVVKFB/5wNKf/rdLbmEelqOM3EXFWlKqXUDL5u2dL3iNHOfvA4iLgv9vFp/zuQI7vTdtdW5j/v4XGAD3nLO3Vib2G7ddOs+t/t8O7CN55RNj+ZHF+PKPG9jt5DyfVQQLOkHL5xjDZ+uJvRYYF1FcX7uLZoV7dl9q0jXzhgc+dkBbrwzxYlf3oNmaHzw25dwylvL29+CYKYk8nYud227oKIQ9cUqjrmP+9gyFjrw/sRDqfX9uLfuGgQoz4dlpKuUWjN7IZfsRaqQmjPFwZ6volaQhiBtt3ErNEOjdVeWxpzH3PUq7ftyWCljB0l3HSSSrUTSXzsVSMT15EqGmFaGMGguBj6E0LFTLXhOeUWFkp0ooJAEXj2OUMsQw0oTBe4tN+Y+th2ahl7IYbS1omczCNuOczKlimUBHYeoWicsluKl2jZYNCJho+dzGPk8WjqJsMy4IEGIpeu6HrLZJCpVCMtliD6f9fw7DsPAKOTRWwvo2Qxawo6zgaII6c//PsUyYbG8YXHDdkDLZjDaWtBzWbRkEmHGqYwqjBtWRrX6/FhK90zkJyZdD7LLOl5EMk6bu2UMXlhb5KKklePm3KcrPk/ZhdXnlwrNEBT604x+NEPbnuyqfTaDDUlX00xS2S6kDIgCF9POxOpdmg4IotCltesw9coYhpFA000Cr45lZwkDB8NMYVgpqqUhEqkWGjVvsWU6QCbXE+9n5NCNBKHfpKXjIK5TJDBT2Ik8leIN7GQBV84RhRFaKknywWNYvT0rxupeuYZz5vzt9D7Whb1/D8mjh1ZUIIXFEs1PzxCV7yw/926gtxZIPXwco1C45ROFc/4S7qVrt6+NFyKu0ll2r/yb4zQ/Ob1q5je7O0k+9AD2rgGM9lb0XBaRSCySrvR9lOMQVWqEs0X88UncC5fxb45vvkZ/YVgJG6uvB2ugD7O3O355C3m0dBrNMuMXWNNAynmy95CNBmGxTDA+iXvlGt6NkW0pULAP7CN14uiWjgkmprYtbUwkE6SOH8EamFe8Ugp/bJzG+8tKtDUNa/cgyWOH4hLk9lb0XAbNToCuQRghgwDZbBLOlQgmpnAvX8O7fA3Z3N7Vqd7WQvLoIRL792B0tKHnc2ip5OJEqcIQ5cakG84W8Udu4py/FD8n4c4aTSoIkbe4EVQYrCna4/jl+b8EE6Uzq0p+86meVcf4zZBLPx5DCJi9XsOwp3CqW5cE2JB0dcPCThYIA4d8695F+bvAb+A2ZwlDL05aDxwK7QeQkY9SimZtkjB0McwUmhZnBDiNWWS0ZNEqFaGURNMMCu0HUDKiUZskinzcZglN09F0Gykj3MYccj6hXUsmSB0/Surh47eMVs1XndwZ61qD/WRfeHqFYI13YwTv2o17Trp6IUfupefJfOkxtGRihSygc/4SjQ9Pbs56EILUiWOkHnpgcZNz7iLO2QtLpKtpJI8fIfflZ7EG++Pr3QoNdCMJqSRGWyvWnkESjhtneNxc3Qlg3eHYNsnjR0g/fByjqyMm2mRi/Sq1eZlBLZmE1gJmfy/JowdJPfwA7uVr1F5/h2B8/Tbhm4G9q5/sV55bFXzZCM0z53GvXN8W0tVsm+Sxw6SfeASIl8PuhSvzE2MIhkHuhadJP/koRmc7mm2tPomloVsmejqF2dFOYv9ekseP4F25TuUHrxJOrdaV2CqEbZN68BjpJx7BGuxDy6TXvGfCssCy0HNZzN5uEocPkDxxFOfMBervfEhUKt/1WNaDCsLYvbB8W7h62y1HMVVZXQY+eovlC/ErV59xEUCuK0mz5BHdQUPWDUlXCA07kUOgCIMmAoHn1eLZ2K0RRT6+VycMmoSBQxR6SBmSSLURyYAwdLG1AppmEN6SjG6YSSw7RyKRJwpdZBTge1UMI0EYNOMeZkKg6eaiMtVPA/TWFvLf+DLpJx9Bs6zFwCVhSPP0eSrfezmuhrrDJZteyMc9sIitrOwzT5J54WmM1sKmS3SFELE1U65suv7eaGul8O1vkTiwL7aM7qAcWAgBponZ1RmT/0A/xT/8M/zhm/dsCbvTEEKgZ9IYba1EjSb5n3mJ9BOPoKVTm54YhKFjtrdhFPKY3V0U/+Of4o/ceXDZaG8l99UXSD1yIh7HFp4TYVtYg/2Y3Z3Y+3ZT/qsf4g+NbKtuwwJUECBvcasoP1yhab0WpIwwNHuxlREwXxK8EmZS5/gv7kLTNVIFC83QeO2fnqE+szV+2pB0pQypV8ZjMRk1/7ItPtzx/0szlwDFzMQpYmEAtWw/hesU13whwsBhYuS9+DTl0fljJL5bmz+3w+zkGT5fbQF2FnprgcK3vkb6yUfjWvT5+6j8gMbHJ6l+/xXCmbXkfrZwjXwOoWuIZILc80+T/erzK15oJWVsHQRhnMyuCYQRVxMtvmxKEc7OEYxuvn11VKmi/GBNy1ap2Her3DjgocJ5UW1dR7Ot2Gdo6EsWv4jzUa3dA7T8ys8x+9t/QFQsrzinJZJEKiS6TVGLbDQIp2fj8+txpaQwjPhvQ4/vy13oV9wJtFQSa+8uzJ4uMk8/sSSOr1RceeU4MZEs/D6mhZZKIKyVIvrCMLB29VP4pZ9l7nf+E1GluuWxGJ3ttPzKt0gePxrf92WrLiUl0nHj3y0KARHfv4S99DvPHyNsm8ThA7TlcxR//493JI1S+cFqS3f+udoIrdnddBeOoWvmYg6DHza5MPb9Ffv59ZC3fivu1yY0wRN/++CaIv23w4akGwYutcqSFbF2Tu/8tnmSXbXfRhbIss9uJfP4z58iws1nyX89tnCFvkRKKgxpfHSSynd+tC1LMy2VREsmSRzcT+bFZ9AzsZCz9HyCsQmCmTnCuSKy0UC6PsLQ0TNp9JYCRmsBo70NvSVPMD1LMLf5DsAqDGl88CnJo4fRs+mYaB2XsFgimJohnJklnJkjrNbilzgM0RIJ9JY81kAf9t5dWH09KzrUCiGwdw+Sfvxhqj94dWk7ghaji0ZUoS43TmpvnrtIMDOHlkggkgm0hI2WTMakkUyQ2Lcbq6/nnhKvlkmRff5Lsb80YbPQgcQfHcMfvok/Nk5UriAdL/59clnMvm4S+/Zg7d2FtiwuITQNe88uMs88TuX7r27J/66lkuS//iLJ40dXTJQqivDHJvGHRvDHJgjnSqh53QORTGK0tWD192LPTxximUiP2dNF/ue/wdx/+COi2e3rIA3z/ts13Au3Wr/LIdDob3uE2epVGt5SrzW5RhcR3dToe7ANtLi5aqYjsSW31AJuk72gNtQ+vY/tQezDfW7ewl3+cEuaH5+m+r2Xt88XJgT2gX1kn3kCo5CLXUXjUzQ/Polz7hLB9MzaloGux8vVvm7Mvh6CsYktB0a8azfwR8cwO9txr93AvzGCPz5JMDaxYcCn+dFJrIHY95p68IEVkxKGTurEMervfIisxRk0CkU5nCZUty/3ldU6XnX90vPCL30zJt17CC2RwN41sPjvqNGk/sa7ND45TTA5tXb2xqenafb2kH3hadJPPYa2THpS2BaJwwdpfHSacHqT/l1NI/3YQ6QePrGCWFQQ0vj4FPW338cfvrlupZewTOy9u8l++VmSDxxeQbz27kGyzz5F5bs/WrfC7E4QB9JutXRv59ONiXeyfI5I3kYfxRC0H8ghNIEQMHZyDne7A2n3sfPQ8zlyX36O9NNPxEGShWV+FNH8+DSV779MuAWLcjPIvfQMRkcsKONduUH1x6/jXrq6oRITUUQ4VyScK+Kcv7woxbcVKM+n8p0fgmkSTk4T1Wqb8u2pIMS7PoR0XYzWAvbuwcXPhBDz1nAv7vnLi9t95ZDTOzCFjSNruLJOxBfPgFBBQPXHr1N7412Us4HvUEEwNkH1R6+hZzMrgqdCCIzOduy9uzZNutZAH+mnHkMsC+QqKWl88AmV779COLuxm0v5Ae6lK8img7Atkof2L43HMkmeOIp78QruxVhLOPPoo2DoNM+eQzbuLEApXZf6m+8unhNi91Ews7rJpK5Zi0URDW9uvhvwDSLpzxdNSPxw5WQcuBHnvxs3wVVSoZsagbv1jIzPB+kK0K24pbm8jXbrTxL0Qp7cV58n8/QT8TJywYcbBDQ+/JTqD1+7ax/urRBCYHZ2oKTCuz5E+a9+gHd9eGtpX2F4x0Lu3o2ROw56BZPT1F57B+s3+lbI+mmJBFZ/3wrSNYRFweigKWvkjQ6iICRSdyYr+VlBSUn9g0+pv/vRxoS7DOFskfp7H2Ht6sdoKSxu1zNpzJ7OOIh6m9bqwjJJPXIcs69nydevFO6Fy1Rffeu2hLv0BeIUxdqrb2N2tGG0tsTnFwKzoz3OsLgxgvI8nGvXYjeKexdB80jij4zhj9w+o6Yzd5CBtscAMHQbTej0FB5YdHN6YZ1Tw0sdVzRDoCI13xMxvieHv97P1dfHacxuLXXxc0G6Vi7Bvl85Rn2swugPY+EUzdJJdaZxSy5hY/vb49wLqEiuSzB6Pkf+Z16KAyXzQaIFP2f9vY+p/ui1nUtVU4qoVF5qsHgvI/93cy0p8YZil4Q90Le4WVgmRmthjUspbJHEEFZsrH3BEhyCqRka732ErG5OdB2I3UWj43g3RlaQrtA0jNYW9Ez6tgE1a6CPxOEDcb70PGS9QePjU1vXEZYS78Yw7sWrpL/02CKJCz32NZs9nfhDo0Tl8tbOe5eYqlxgprp+x45bdXV3PdnJ3LUqD357D/68JvbA4x0MfzANW2wBf2cy/tsMoQl020AzlqyXTG+OB//hM7Qd7/oMR3Z3UIG/QsZuAVo2Q+7rL5J57qnFSh4A5XrU3n6fynd/tKO5wUoqvKGROK/5C5ZqJZvO6hdfi7MxliNQHtPBMJ5sUg6n8eUXK+1QKYV78co6LWY2RlSrEU7PrgxoC4GWTsU5zxtB1+dTvLpW+HL9m+N3PEHLag1v5ObKIgUhMLs6MDvjLhOxeHkOYcfSikZr64qg6XZDqohQeoTSw9ATi38vbtNW5kOXRupEoUK3NMZOzjF2co7yzTry1ia2m8Cmv1XPM7sIGj65Pa1ouqB4fprSpdm4x33aouvJARLtKdy5JtMfj+GXXRCQ7snR/mA3Ztamer3IzCfjcTmdqdF2vJv8/jZkEGGkVvaikqHEmW0QNXdWx3YnofxgVdBDz2XJvvgMmacfX/FQSz+g/s6HVH/4GrKxmVbbdzMuD/fcpS2VigpdYCRNZBCBEOiWjpHQCZwQ6cXLVc3U0Cwdr7RzBKfCcJXlJ4SIX1BDhzDCwCSl5xAIfOWQ1lpwZeML5V6QzSb+6NidPQtBSFRvQBjC8kwG0wRT3+BA0NMprP7eFc04VRTFGSbFO5c3jMoVolodbZ5UIS50Mtpa4hY+yRTJI4cJiyXCUon0ww9Tf/99ourW09y2AoGgv+0hrk6+vmJrX+tDKyQfy6MNNENw+k+HKA7NB2yVwq3sYCCt78W9GEmTqQ9GMQspBr9xgKDhUx+t0P+VfWQHC1SuzdF2rAs7n2DoOxex8kl2/exBZCBxZhr0f2UfMpTMnpyg7Xg3g18/QPnKHGbKIr+vldLFJSe/O9fkxl9coDGxhaXV5wzS95f1LwNtgXCfeyp++BbU+n2f+jsfUf3x6zvakWBpXAHu9eHb77gMQhNk+3OkOlPIQKKZGn7NJ/JCIi8i05tl8pN7oFm7UEu/aoAi1vkgIqnnSGrZxeyFhJZCF/oXyr0QlatEc3dOcgv5zsvL2oVh3NZ61DJpzJ6Vq0vp+YSzxbsq45WNJupW4Roh0PP5WOPDNDFaWtCSKfRcjqhSWZWJsDMQZBKdK7ZoQiOf6lu1pwwVlbEmue4kmqHRKHqE/g4H0qo3ioz86Aqpriz7/9oDpLqzNKfq9L24hwv/9mPK1+bwqx67v3mYm69dJ7e7QKYvx4Xf/gRnpoGVT9D3/B5mT03Q8WgfjYkaw9+7RLI9Tf7ASlWf0AlWkPAXEcoPFt0LWjpF9rmnyD7/pbjUeMGH63rU3/mA6stv3pNyY6UUqtHcfDBkHrptkB3IYdgGXtUl2ZpCSUWyLYmRNNFtnbAREO74ykStH/SbXzi4UR1X1pFKIoTAk008+flXyFuOqFYn2oov91ZIudq1pWm3zSvVUkmM9tYV25TvI+uNFT7eLUOpFQbI4vUyaYRpEFWrNE6fhjAicpz5ooaddQm1ZfbSmt1DJtHJod6vLW63jPSqzAUAK23w5G8exM6ahH58bz/4ncs053YwkFYbKSO9iMgNUaFEMzTMtEV2oMCx/+YJoiBCM+IfVgiBXUjQ/nAvD7WmkJFEt3TKl2fRTB0ra1O+NEvkhQR1D3duZ5fUnwWUH1cNCdsm8/QT5F56blFLQc13la2/+R7VV9+6JxbuAqJq7bYR7FsRNHxuvhFbx0qqOFd2vlfWiijVnVqTuh63PNfnK8Pmq5kWq6AW/rZNtPmCjnXHioemdNqMXjJ6C77y8IPhL5SlKxsOUf0u3ol1fa8bkK4QsXrZLfdXz2Vp/eu/SMuvfOvOx6NpaInVuh4LqnJGSwtRqTxfDbn5idtI59ANK66kVPNdX6RCyYjI2/j+VZpjKCVpSQ9QdxcMPEUUBRQbq1eCuqlhJg3e+q3zi3Vb/h0YGVsi3bWcxkHdo3KtyMXf/YTSxRmEJtBsg7AZ4M45TH94k4u/+wn1sSq6Fb9M0o/wyg6prjRGwsTM2iQ70lSubW8+6meNOPFbkH70BPlvfjVOC1uAlLEgyY9f33Q60HZB3ok6l4LIW0bUd5vaJwRaKoleyKMX8rFWQHsLei6HlknFFWGWhTDNuBzXMMA00Rb+3vjk2FqKhJbmpn+JDmMAQ9j46osTTFPhRi1mdgiahpbNrLKGhaYhUrcJwN0hhK6j2Tapo8diZbJSKZbvBILp6dsaB31P/yK5wcNEvkvkO0S+i/Q9gmaVsTf/FBmu76IIpUexMcx48TRjxZO3HatScWyj63ABf74j8MyVym27Zd+Kuw4PRoFk9OWr9H9lH63HuhC6oDlZZ+KdYapDJapDZQZ/5hB+JX7g585OUbowzfSHY+z6mQPs+/YxIF6+/qRBBSGJg3vJff3LKwkXQNMwOtqwB/txL1+7p1kE21kFtGUIgdHWir1/N/buwVjesacLkbDvqKRyLZjCIqO1oAmDVqMHQ1govmBazGE0r2dw7yCEWFtlboehfJ+oUsXo6IhLvzOxHm5YLK7pklgOIQS6nUSzEpgyiwwDZBhgOLlYHvT2V2e8dHpT45SBxCl77Hm6K5Z0VFC+2SC8TcXbrdg00w1/7xLNqTpKKfyqy+gr13CmGyAV428N4ZUckh1plILGRBUVSdy5JiM/vEzLoQ7sQoKgGeDOxsvo4oVpZCTJDhYIqi4zn47jVz6fLYDuFGZPJ9ZA7yofGSzUoXeT+9oLRI0mwc3Ni8fcLTbqi7ej0DRSDz9A5qnHYhnJNayq7YBU0WIVGkCkhUTqi1WNppTcsk7xXWMhC+QeQ0lJ/eOPMbu6kK67WJG2lg7urShfP4MzN07ke8jQR4UBMgqRgbuhlbsccpPPRuCGnP3zYTKdSbx6EP9X20H3wswnS6QQNgPmTi/lSkZOyPRHa1eBuLNNJmZX+0dUKCmdn6Z0fnor491ZbPP7b/Z0xQ+ypq0gOgHzD7iOfWAvuS8/S/k7P1yllPWTBGGaZF98msxzT2G2t60QkLl1ElBhiKw1YtEdx417XAXzYtRSYvb1rNAmWHUtoaFQJLQ0urDIaHmasvaFci98dlj9EkS1Os1T53Yk0BvOzMWZDUFAMDUV+5M1Dek4m1r9VW7EfcyUjHZ8tahbOvtf6KHjQJ4rr42Tbktw/a1JGjsZSPtJxmLgZjvPqetxtkAUEUzP4pw6F3doeODwokWhWRbpxx9COg6V771yx3Xnn2cI2yb3lefJvvh0/FItJ9wwJKrV8YdHcS9fxx+biAMqC5kfcr6qT8XkrNkWua8+vyHpShUhiTCERV2WMIT+xXMvfAZQSqHC1ZabdFyan57Bu3J9B64p41Q0TcMeGCDz5BM0Tp1Gz2Ronru9DsO9dMGYCZ18X5qRj2aw0ia53hS6vXHe81r4fJCuJjDSVtwWJohQUazVKYRAAUbSjDMmdrI3lmGAtvUbeDvIegPn/CWqP3iVYGIKo7sLdJ3k0YOL+gGxFfgsUblK7fW3f7KaDmoaqRNHyTz7BPry3lXMW1BnzlN75a1YtWwTkMSashvvE+GqOmHgE+DhRo0vpNjNPYeSa6q9ifnMkp0M7AldR0vYBNMzCF1HT6VW6Gt8HqCkIgok6bYEZjLWWpbhNneOuJew2zNohoaK5HyGQ4jVmsYvN1GRxJupE+0U6QqBlrBiDYRthApDam+8S+2VNxcf5nByiuoPX8VoLWD2dq+oRc9+5TmC2SLOqbNfuPLc9aDnsyQfOIxRyK/YHjWa1N96n+orb24xXU7AJhTOdGGS19uZDccI+WJqd9xzSElUrcUGz7IglDCNRd3lnYIKQ4JiCWtgALOjg6jR2FAH97NA4ESMnZxj15MdCF1j+INp3MoOp4ztFIQWl5jq8+ljSimMtI2RNKlejqhcmkJtJkXpDkVNhGXG3QnuoIXMRlB+gHvh8irrwbt6g+qPXqflr/38iodZz2XJf+NFZL2Od/XGto7ls4LR1oq9d/cqH6535Tr1t9/fcn6y0LUVpaTrQUMjq7ehCxNJRDmcJlCfr5f4cwcVV47JegM9t9TpVksmMNpXtyTf3msrgulpau9/gJZMIuv1TQXS7iWUVMzeqDFxroQQEIWKQn+a0midyN+8Qfi5IF0lFc5EJc4TNDSkF6LZBkoqwrq3gnCVXLuyBV2P3QN3ILqupdPoucztd9xGNE+exWhvI/+NFxdLNYWmYfX3kvvK85QbzTsSO/lcQYg4D7dlpZUrmw7u1euEdxA4FLqOlk7ddr9QBRTDCTSho5AofnokQ+8GstEknJlbQboYBkZ7K1oque3dhVdeXBKVy0TlMslDh3CHhna8lfxWYGVMnv8HR5k4V+Lyy2Psf6GbTEeC0mid898d3fR5Pheki1T4pc39mCoM18wz1WwLzTKR4dZJd6ENzXoQtgWaFj8A29RQT3ke9bfeRUslyTz75KLAiDAMkscOIZtNyt/98V3V33/m0ONWMrf65mSjSTg1e0cuFC2VXKUNsBbEvIBeOYwnrlul+nYSmqmR7ssjgwjpR8gwivvSaYLIC7FbkrhzDkHt80MoC4jmFcGsvbuWXF9CYPZ2Yw32rxAI3y4Iy6Lwta+tSB80e3vwJyeI7oJ0habH/f00fWUPwChERsGWnz9NE0SBpFn06DiQJ9udZPj9aXY/1Xn7g5dh+0h3vnRzK852LZWMLdf1aqw1DaREWBYqDON68oWOn0qtWLLqhTxaLrv1mVjXMft6MBYk5tZA6vGj6LksjXdOEpW3T4AnqtSovfImWipB6pEHVxBv+olHkI5L5fuv3NMS4e2EEKzpJ1dheGdi1UJgdndidt3+IdeFTk5vI1AeCoknHeQ9ymAQukaiJUmyK0O6J4tXdihfmqXlcAd+3Wfmk/HPrUa0bDTxboyQfuyhFYFPs7MD+9B+vKGR2zZ6vBM4ly7h3rix+F6njh69bRffdSEEdr6d7MBhsgOHsPNt6FYSJSOCRoXm1AjV0Ys0p0ZuWyq8HDKS1KZddEujdXeWZMFC6GLLXVQ2Jl1dx2gpoKJosZPrgnNbGCYqDNAsC+m68bIvlYp7OEFccdXaEs8sno+WSKACH4QWW42+R/LoEaJSOY5YmgbSceb3CxGmiZ7L4t8cw+zsIJydQ7ouyourV1QUrUjkNjo7MNtbCSe3lvdrtORJPXA4bne+Dhpvn9qxwFY4V6T68hvomQyJIwdiq3A+ST3z7JOExTK1N965K4Wn9SEW09qEpqFkhNANNN1AhrEloKREM2NrQQY+WiJJ1KizGee5kmrNkmNhGIu6qVuBlk6RfvrxTQU8IxURqpBWowdJxGwwhq/ujeiN9COaU7X4JR0qgYDacDnOfIskYdNH7UAL8u2CPzyKNzQapzYuWLuGTvrh4/jXh3DOXdrWwg3l+7hXr67Y5ly+fMc+3XTXbrof/waZvv0oJYk8BxUFgEaitYt09y4KBx6mePEDZk6/QdjcnCEVehGlkTqpVhu34lMcqtFxIE9lbGtG0YakqyUTWAP9yEYjFhjWdaJmE9loxmQcxBZLMDUVt2Jell0gTBN7cICoVo/bfhsG0vcWSTOKQoQRny9x6ACIuIfWQv11rHbUFnc+rVSX3AZKEc6ViGoNjGW+QqO1QOLQAbzrw5u2doVhkHroOPb+vRvvuMOZBMHNCSo/fBW9tRCXxM4/6Jptk3vpWcLZOZzT57f9ukY2j9XaAVFE5DloVoKYTAVCNzCSafzKHCqK0CwbvziDZtpEor65gKWUyHojlhhcRpRaKonRscXAjCZIP/YQiQP7NrW7JKQuS2T1FjzZvKcVaUoqGuM1GuMrX+bShc9RIdAGCGeLuOcuYu8euMXabSf75WcJS5W7r6BcyItfp8z3Tn25VraVjgdfIN2zh/rENWqjlwkaZWQQxCXDyQyp9j6yA4dof+AZgnqZufPvxcUVt0HoSc7+xfBiwF7ogrbdGWpTW5vMNw7XC4HyPKTnxzXZmoZQYLS2IGwbLZ0iqlbjNBPfX5HILDQNLZNGm29rjabBfP5pOFckqtaIajVkoxlbrPOErWfSaKZF1GjEZKdpcQPDZb7aYHJ6laCy0DRSjz1I8thh0DeXhZB6/CGyLz6zWhdhjftgdLVi9HaQfPAguZ99Bi23vSk03tUbVH/wKvIW8Ru9pUDuay9iDfZv6/UAjFSGZFc/VlsnKgpJdHRjpLMIw8TKt6InU1gtHWiWvajFGlSKm5+ElIp/51s6GWupJIn9e9Dne2bdDsI0ST/xCNmXnov965uALkzSWp5GVMEWKUyxdcv6pxZS0jx1Fu/qjZVBayFIHNxHyy99E3vvrjs6tZbLkn7qMfLf/OpS14htRLp7N6muQRpTw4y/85dMn3yV0qWPqVw/TfnaKebOvs3E+99l5tTrRL5LYf9DaOYWn40FQb1IMXuthlff2oS+oaUrG03cazdASsKZ2ZiEw3BpWa9ULDS8xkuolCSqVHGvXl8kz7jaRSwuG9yr11F+QPPU6fkvEcVuiyBARRHOxUtr+oiDiSm8azewBnpXuAWMfI7CL30TLZeh8cGnKM+Lq5pi4w0hNNA1jI52Ml96jNTDx9HzubgMNYqrYtZMG9MEZlc7WiYZu0eEFrtaqtvoa1WK5qlz6C35WJFs/nsJTcPePUD+Z16i9OffI5zaPo1h6Xs0Rq4SVOaIPJfIaczfL4U3dXOxPDcuVJmv/lFbW1aGxRLe8Ch6e+vSUlXTSB49RFSNfdphuRrf/4XnSIj4tzAMzK4OMs88TvLEsTiirmKfMPo6v9U8NDR0YeDJJhm9gCa0lda5poEmECzIRs5fl6W/hRBrasgKXY9V0JKJ+XOqxaq5hb9V3FJ2qaLuC4aoXKXy/VcwujpWrL6ErpM4vB+jvRXnwmWck2fxJ6biNufxl2bpHmpotoXR0YY10Ie1ZxCrpws9nyMsVXAvXN5oCHcEM1PASGaY/OD7OLPjaz6voVOnfP00mf4DpLt33/MijI19ulIumvnLyW8zpr/yfNzLV+Ma6vX2mff3LXcHLO9Rv26rkiii+dFJEgf3Ye0aWIp6zrfjLvzCz5B59kn8oVHC2SLS9dBsCz2fw+rrweiK1YwWLOJwroR7/hL2gb1Ya0XGpSKqN0kc3Ytz+jLK829bFXUnUJ5H/Z0P0TPppe4SxA968oEjSMel/J0fEd1F25Tl8MvzrannSSFy1g8q3CltRKUKzVPnsPftjgskFl7ehE32uadIHNyHc+oc3shNZMMBLVa6Mjs7sPfvwd49EKeIzRNsMDGFe+4SyRNHMbs61r1uoHycqEa/fZimrK7UXdAEicMH4nMnEoikjWbb8eotYa/YtpbqVuLQfjr/4d9DuV4cZ3A9pBf/p1w/Fm1xPWS1jnPuwrZ3dL5X8EfHKP/Jd2j5G7+I0d62gniNznayba1knnoM2WgQlsrIejM2ykwTYVvo2cyiazGeJPV4ohPits0x7xgqnvSCZnXDyS7yHKTvfSYT4s6ljCm1IeHeLfzRcaovv0nLL39rRSdYIQTCsrC6u7C6N04tUkoha3Xqb7xD8/R5Wrs6YC3SVQr/xhj+yASEESJh75g8oqzVqb3+DlomTeqRE7HFO29xpR57kKjRiN0Q29FH7V48cPOtuxsf9pJ97kuLJCaEAMPA6uvB6uvZ1KmCyWkq33sZf2gUo6NtQ9LVMUjqWTzZQEdHx1iqTNN1Uo+cIPvME3f0lYSuo6dTcJt84ahSJSwWv7Cki1I4Fy7DH/4F+W9+FWugd3GVG/9+OsKIy3eNttVKep8FvOosQbOKnW+nrl1Z11drpnIYyQzNmZv3XELzc9EN+E7RPHmWyo9eI5iZvaPjo1KF6o9eo/72B3F2xHwJ5CoIgdHRskgYRmsOLbE53+KdIJwtUn3lLbxrQyt7rFkWmacfJ/3YQ3ExyBcEstGk9sa71N/9cJXPejNQUuINj1L+zo9ofnKaqFIlmJ5ZV4tDoGFrSXQMZsJRJoOh+wpjdwopcS5covSf/4L6ex8TVWp3Jw2qFCoM4xXoshVu4sABkocPI9boLrEVNCaHqd+8Qn7PAyQ7+tcUsTJSOQoHHsJIZSld/gQZ3Nv0vc9HccSdIgxpvPMBUalM+tEHSRw5GFsgt1ELk56Pd+0G9bc/wDl3cdGlEUzPxulqtwRrtGyKxLF9yFqDcLpE8pHDNN8/i2zu3Isc3Byn8v2XMVryGF2di0s7PZ0m+9JzBDNzuOcv7dj144vpCCv2saNUXDkXRvG2hRdvYVKYT3MTlklUWi0BGM2VqP7wNcJSmcyXHsfs7rxt2bVSiqhSxTl1jsZHJ/FujCz2/gqnZpDN5ioRHQBT2GT1NjSh0aL3oJAUw/H7xHuniCTe9eHYDXfhMqmHHojftS3oMSilkNUa/sgYzoXLeNeG4maXC597Hkpw16loSkY0Jm+Q7t1L39O/QHPmJn69hAoDhKZjJDMkWrtJdvTjV+cwkmlajzy5StAyCjxKlz++q7GsB7HRrCWE+GJEADQNPZvB7O7E2tWPvWcXRlc7WjKJZltxFL3pEE7P4Y+O4V27gT8+FUfVl/3Iej6H3lJYJAPpeYQzc4ikRea5RxBAWK7FmgrnrsU+yHmIZAKzow1hLGtdLSXB5NSdJ5NrGmZ353x2xXLtAkk0V1rRuNAudOJVZ1d8n9ze49h9fVTHLq44bVSvE07ffnWQOLQX6QeIhB33ejON2FLxA6JaAz2XwWgrICyLsFjGvz4KqA0nI2FZGJ3t2Lv6sffuxuztRs9nF/tnSc+L0wanZvBujMQv+2ysubrcHaKlUxhtrYvL3ajRiL+TUgg0TGHHQTLiW+dLd6kUWAiM9rb50u9NCnbcwZugojDWi90ohVHXMdpaFrslLCCq1e7KLaFlM3F782XKedL3CGeLd1fcIAR6LovR3oo12I812IfZ2R4XJyUSiwFz5fnIRpNgtkg4PYM/Pkk4PUtUa8TP7R1Ujm4GbQ88Q8fxZzEzBTTDREXRfM65BGLDQJt/RyPPjV0LC334lsGvl7n8R/9k8d97n+0mWbCojDW4+entfxel1LqW3+ecdOejoLeOUYiV2xZy/mQEuhH31JovMli0ehe6kYZRHP1eESnXYSO/jhDohQxC15GuH2u9rlWKbCXQrZg8Is9BRgGGnSJ0GwhNRzMtZBCgW3b8MoiF/UIMOzW/TcTbAg/NtNHtOEIeeQ4y9NHt2JLXdAMZhUSeg24l6H7iG8yee4ewWSNyY39v4cAjaJZF8dx7d3T37f27CGeKJA7vI2o6CNNEVmvo+RxRuYLR3YGwLGS9QThbIpiY3vwLrcfZCULXl34/WAyEqCiKJS632EDzVgjTQEtn4kKeRBJktJihIRI2wjCJqlU0246fj/ksF+UHsX5vMoF0nC9sVeCOQteX3rUVetTzmRwLHYkjGd/bjaxYITBa40k0qtfjisU7+O1bDj1G68FH7ujrLEfQrDPy8u8v/vvgV3pJtdgUR+qMfHD7DKIvFOkK00JLJJC+h56J6/bDcnm+Ui2I1cBMk2h+m/S8+MVKJuNGdjBv+eYWy4aFbc0vkeOXME57M+cr5ARGLo8/ubGeq5ZOYu/tRyQsomoD/8bYKuJtf+gFrEwLodugfvMKQaNK+/FnmP7kFaxsC9mBQ9THr9Fy8BFCp4Fu2Thz4zQnh2k7/iyR20SzbLziJOVrpynsfwg714oC3NIUlaunaD/+bDyDK4lfK1MbvkCmbz+dj32V2shFnJmbVK7FKXjJzgE03aAx8ZOhWHYnMNrbsAb7UZ6PvWcXUaUWZxo06kRNB82yiKo17H17gDhIJh0H5XqE1Rr+yOjiRHAfOwghMDs6SB48CLpGVK0RTE/jT03tmFW8k9iIdD93Pl09m8XuH8C7OYrZ2oow4/bKdndPnL8bhmiJJDKdxmhpJaxWcUeGVi49LYvk7r1E9RpaOhVXUTlNokYDs1CI9RvCkGBmmqhRjwsx5pFu7SfbuRchNLxGierUFcLAwezvwuhoIZiYIXFwF1GpSji9snuxCjzc4gR+rYxXnkYzbwkKLEu5mTv/LkYyS37vCbzyLJqmM3PhA3TLpnDwEVKdA1jZFmbPvIPQdVoOPYaZKQDg10qUr3y6GJmt3DhDft9xZk6+TuQufRdnevPKRz+piGo1wtk5hGXhXr0eL22lBF1H1uqoTBoVBIRT06hoXgxlwR2ga1v2MT78TJJ9h+016/GL0yEfvtGgWrr7EtqHvpRkcJ/F6HWfc5+4+O7mJ4XjTyQ5+ECcjnjxlMu5jz8Hvm6lCKtVvLExrJ4erN7euLAqnca9vP35vHcKoQvUGl3Rt4LPHekC8XI+mSSq1zFyeYxcfrEiyp8Yj/MArbjKTUURyvNWqhEJgQoDIqeJ2dUdF2UIgZmP/Y+abROMjhBWyrGc3LIa73TbIAMPfQtNNyiPXaBZGicMXNA1pOcTlmpY88vQW1G+eopEWy/Jjn7MZIb62FU03Yi7rBoWurXQxlpDIJa8H/MiH2JZgv5ibX7cUC1OhZs/OmhU4zYnC1AqLtr4XEHQlttLW3YPTa/IdPkyfli/Z9cu6B14sonj1fFHbq67Z1SN80XD2e1J63r2Gxm+9WsFTHP1A3L+U4drFzyqpbuLlnf3G/zGP2zj8IMJLp50+df/6ywXTm6eOJ98Mc23/24BEPynf1H8fJCupmG2taJnswRTUzTPxkL+if377+BkAivXip1rQ7MSGwdslaIydH5em2FjWCmDfc93c+H76z9Pm8HnjnSjWhX3+tWYTKOIqF4DBcHcTFzL7/tEzUZcvWZaSHd1kEJ6Hs7Q9bj/Vr0GQkP5PpplxRJ/ivi4NayYyF/Kf41CDxnF6mbBzWmMfIbk0b0EY9NE5dUEUjj0GFamgNBNGvUSodMg8hw6H/0KIOJkbEBogvYTz6EZJs3pEUK3AUKj7YFnEYaOMzOGMzOKlWuh/cRzgMCZG8Ovl9e9b155hu7Hv059/DqVa6e2fN+3G4Zus6/nRXKpHoKwSRh5TJbO3bPr68KY9/3fs0sCcP5jl1y+RqFNJ5PTKbTptHYYGGuQ8J2ib7dF326TRFJjYG/891ZI93MJpQiLJYK54pLqoBA4F5eCwJoG/+j/2UVHd0xb48MBf/LvSoxeXyJM3UrQevQpCnuOoyczaLrOmhbSwmVlRH3iOmHz9qSrmxpte3N39v2W4XNHuioIiJZVv62lp7m0bZ0CASkXdSCWHy83qLhaQOg1WXhTo8CLdTcBWa3T/Og8GDpa0l4zn7d86SOEFqt2ycBDyZDpk6+h6Ubc9E9GGMkModOgePEDQreB9H3MVJbIaVC6/BGBU4+PDQPKV0+iGXH6mgx8VBQyd+7dNTufznz6KpphxpHaLUCgYZlphNBw/SrbxVKWkSJlt6BpOpaZIWHlEUJHqXshr6gohVOAilcUaOvKOj6w+xdpyeyeP0pxfvgvKdbu3Af+5vfrvP9qI64y1gUHj9v8H/6XTvp2b19ed6UU0axLokhRKUWUi1/8ppvCsrAHBwlLJcIoInXiBM7Fiyv0XKSEA0dt9h21EUJwNulg2SsJNbf7GB0nnkfTDZqzY4SNyvy7uvZzrZQis6+VoGrSGC6uuc8ColASOCGHvtYXi9woxfTlKqG3tfv/uSPdzxqBt5SaJMOYdPW2PEQSvSUHCpIP7KPx/hnCmZXluJG3htXtuyt6FkjDxCtNEzRqSN+Zv06AW54maFRX6HuqMCC6hURlsHZ2gAy8dT/bCKlEOw/s/gVsM8c753+LMNoei8kPmzS9EoZu4wV1ml7xHhFuDIEgo7cQqYis3spcOL6mtKMQ+vyEIAgil42sos3A9xS+t/SCV0oRUbi95vbV8x5/+ttljj+e5OO3mpz54N5IVu4k9FwOe/cuzI4OwmoVs6MD99LqPPRaZeltajbkinsNS9oLY2/9GXMX3tucT14TWPkkesoiam7s+jFsnY4DeToOxAqH5ZvNe0G6AjOZJZFpw0zm0M3YZyKjgNBr4tXncGtzqDXa5iQLPWTaBmmWxmiWJ0gVekkWupBhSLM0hlubBRSJXCfp1n6EpuPVizRLN4mWEYpuJsh27sNK5qhMXMRrlDDsDKlCN1Yqj9BNosDFq83iVKeR4eZ9aJHfXJwTozC2Vq3ONrRUArO/C9lwMHra4Q6bWIbNGsUL76/c5tQoXfzgjs53t8gkO7DM7W9VFEYe18ZfozW3m7ozQ6k2vO3X2Ai6MGkz+mnKKkktgyGsNUk3CJe2RZF/TyeGO4aCv/y9Cn/5e6uLUL6okI0G/uRULDPaaFD/6COi5uqVab0aLfYvcJsS319Jul55mqBRiTsYC21TbZqErpHszmEWkgRVl/r1WSJn9YrRb4S8+68vksxbBE5E4IZb1X8Ctki6hpWidddD5Lr2kci2YyXz6Fbc0FGGAaHXwK3PUh6/xMzV94iClVZTrms/gw9/i6lLb2MmMvQc+TLptgFkFFCZvMzE+VdBKfqOf51c94GYdGuzTF56i7mhTxaX+kYiQ/ehZ8l27mXogz+mURqjc/9TZDv3YqXipOjId3Brs1TGLzJ97QMCZ3MPqIziZbzSDGToo2SEe/EGeksW9/x1pONiDfYgK/cqKLSTEGQSHVhGiiDcbp+gYq52jbnatW0+7+YQqYBaVMRXDk1ZJVynKeVyyz6SPvIe6u7exxJks4lz/vximbAwzTXT9OpVuegpcJuS4BZLtz52jZmTr5MdPIRhp/HK00SBt3Z5P8TqfjM3kFGcu21kbMxcksgNV11ftzT2v9BD54E8Qx9MY6UMxk4VcStbC4xuiXSFptN18GlShR6UlPhOFbc4iowCrFQBO9OGnWkl1dKHkhFTl95c8xyZ9l0kcp3odhK3NkOqpY+W/gcInBpGIk2mfRdOZYpEtoNUSy9dh56jOn0Nr7ayikoIQa57P627TpDt2EPg1mkUR9ENi2S+m2zHbpL5LoxEhpunvrdqElgLSinCwEHoBtGChawUUam2+CP4Y1Pbqpz/WcEy06QSbWjiJ8/LpJDUZQlXNrC1FNE6FmywjHTDyENuQsz6PnYGy5UME3v3rtmYsl6NFleiTlMR3GLpLhhKyfY+sn0HCL1mbEStl2ctI65//18CUDo9FjfB1cSahG8mDXpPtFIdb5JuS9C+N8vM1erOkm7oOxSHT1GZuEJl/AJufW6xwZumm+R7D9Fz5EXsTBtd+59ibugTQm91JU+6tY+ZGx8xevI7KBnRd+IbtO9+mI59TxA4Va6/94c0yxMUeg/R/+DPksp3kcp34dXnVt4ModHS/wB+s8TIJ39FZfJy7EoQgmSui56jXybfvZ+OfU9Qnx1mbuiTTXzHJhd//M9B0wjdeWtW00gc3IX0fPwbY4uC6wvQhIGhx6W6YeQuWktC6OiaiRBxiphCoVREJIOVKV9rYPk5lYoIotv77Uw9iRA6oGICucVqi9PUdDRNRwidfKqXTKIjTkcTAsvIrEvAkfSJ5PoPl65Z6Np6waK1x7PxuUwUijByF++VJgw0zUATy0pbVYSU4apzmyJBXm8nkD55vZ0qczhyDW3mcGkJG0afT0v3l3+zwM/9rTy6vtrfPHTF4/f+9yJXzm1/3zLdiNPLfvP/2I5pCxq1iD/73TKvf6e+iuwWYFqC7n6TE08meeipJF39JomkoFGV3BwKOPluk4/falIpRUtLcyFIP3gCFUUk9u6DKFq3MWWtvGTpruXTzQ0eoePB59GtBH6thF8rxpywDucqFYFQWPOuBb/sIN21g9Fx0auiWfKwUgvZMVv312+JdJUMGTv3Y0CsKQ48c+0DrHQL3Yeew0hkSLX0UZ1cndgc+k2qk1dwKpMgBMWRk7TtehDdTDBz7X3qs0NEgUt9dgSnPIXVk8POdsQ+mmUWixACpSTTV99n+up7LL+zgVNFqQgzkSbV0kfn/qcojpy6fVsOpfAat0YxFUop7D19cWkqEE7NLf7dWTjCgf6vYOoJLox8h8nSOZJWC225vXTkD5JOdmBoNkHoUHenmKlcZq56Hddf3+XR3XKMfb0vYpkZqo0xPrz8O6z75BAT0oP7/jr5dD9ShlwY/S6TxTPL7pVGS2YXrdndZBIdpJOdJKzcIslaRpqnj/63617hxsSbXJ98c80xCKEx2Pkke3ueX/PYIHS4NPp9psqbazm0q/NJdnV9CS+ocWHku1QaN0nZbXQUDtKeP0DSakHXTaQMaXpFirUbTJcu0nBn50lTkNVbKRjd2FqaQLmEau0JY6VP10OuEYv4rKFrgkRSw04IDFNgmgIrIdA0gduUWIntS0dbgGULHn8hxT/4v3bS0WNQnI747n+q8N7LjXUJt9Cm89VfyvLzv16ge8BcWRkMPPBYkq/9co5znzj87j+d48JJNyZNpWieO4/Z1UXltdeI6nVSR4+s2ZiyWo7mCwQVTmO1T9cudGDlWpk5+TrTn74aW763ycjRDI3IzZAejDuZuJNrk27ghMxdr7L/hR40Q+PGu1M4la1LvG59XbmoDr/GRzLCKU0Q+U003cJMrK1CFLh1fKe2eL7AqSHDAM2wcCpTi8v6KPSIgvilMKwkqyPLitBrULp5bs0xNeZGqc+OkCr0kMh1kMi241SmtvyVUaAcFy2fIXniIEhJo9YgmvfrCiHQhI6mmaQTHRTS/ezpfo7W7G40bekWm0aCVKKF9vwBJovnuD7xBk1vnaR8IdA0A10z0LTNBe00oaNrBgupUsuhaxa9bQ/S3fLAimvcctH1Y/cLMhhrfaZi8nL9SjxeYaBp5ryVL4iEflvltxWXEhqa0DH1JKlEG4aRYE/3c+RTPXH3j8UvBbaZoZDupzN/iOuTbzJTvoxUIcVwAk8tWbFyPffCMtINpbfufp8l3n2lzvREQDqnkc5otHebfOPbOXItOyPvmUgKnvpKhr/9P7bR0WMwOxnyh/+qxA/+c4Vmfe13P5XR+PbfaeGX/06BZEqjUowYvuIxOx0SBZBMa/QMmAzsMznxRJJ/8L908m/+37N89EYjbhoSBPg3byJME82y8EdvrtmYsl6VKCAMwHPkKtvPK88Q1Ct4ldk4+L6JSJeRstGTJmF949VC6EsuvzLOyEezCAGBG205cwF2IGUsCmO/mGYIhLbOUjX0keHSF1RKIqNYei30m0s3SslFH9uCQMxyKBW7PLzG2p0UZBTg1meJQh9NM0jkOu+QdBX+yCT+yOSGuwkErdnd5NN9tGQGabizVJuTBKGDrhmkk+1kUz2YeoLulqNIFXJt7FW8e1CpJWXAZPEstebS908n2uksHMYyU0TS48bkO+taeuXG6LoWg0IyV70ak65uomsWhm6zp/tZ7LvIjNB1m67CEUwjSS7VS9Obo9IYxw8bCAQJK09LZhDTSJFJdbG76xlcv0qlcRNN6BT0uFW7LkwC5RPJ1fd5uU83ivzPpaU7NhQwNrRkUXX2GHzppfSOkK6dEHzpqxl+/R+00r/HpDwX8Qf/vMSP/qSK01jfYnzm6xl+7tfzJJIaQ1c8vv9HVT56o8HkaEAQKDJZnV0HLL7+7Rwv/UKW3Qctfum/LDA1FjB0OXYJmt3dJAYH59t6QePM2VXEe+Wsy2//k1mkhNNrpMo1Jm9QvPgB+T0PoFkJ/OpcrJer1s7VjTt1zWGkLcKGjwrXJ2kzabD36W4uvzJGsmBz8Mu9XH5lnGZxa66dOyJdzbBJFbpJ5uMULcNMohkWQtOxMy2YdmZDn6WS0cqGd2rZ9mUBqhXu23XOFfqNDWez0G3E6lymjZnIbubroaHPW3YaujDRNQMvbJAwsggEzbBC2izQCEqriCib6kHKgPG504zPnaTplYikjxAaCTNLZ8sRBjoexzYzdOYPUWtOMTrzIRu5DrYDUkXMVq8yW11qdd2W209LdheWmSKMAkZnPrzjPF3HL+P45cV/a0Knv/3RuyNdzaQluxsBTJcvMDrzMQ13hjDyAIFlJGnN7mZ/31ewzQzZVBft+f3UnWk0paMJnUZUJW+0o62j1+/6FU7f+GMAmu4c0TpuiJ9MKJZ3gjcMeOqlNL/xD1sZ3GvRbEh+/7eK/PCPK7jN9Z/PQpvON/9GnkxOY2465C/+fZkf/HF1xTHlYkT5fYfp8YDB/RZHH07ywONJHn46xdhQQCh1zNZWomaTcDYOmKs1VMZu3gj4j/98/XZVmb4DZPsPkmzvI927l8htxlWlSq75iikZMfSjf4s328DIWIg1/OZL+yqstMGDv7IHM6nTLPkEztYn6S2RrqabtAwcp3P/U9jpFoRuxMs9sdDgD4RmoOnGirza1aNXa1pNastqTmr9VJB5yGghaCUWq7s2giZ0ulL7iWSAoVlEMiRUHmmjFVAkjCx44EfOqu8ghEBDo1gf5frkG6t8tvXIxZmqYOoJ+jsewzRSdOT3M1e9StPbuBrmpxHx/dSZrV7l+sQb1Jxplr85jh+XFiftVvb0PBtbt+kBLCOF59eYCUYxhIUT1YkIsXb3ovyAYHxJmi+SPlOlc7FMoW5g9fURFIvzjUrnG1VKGUs/LhSqCA0lo7j6cKFpp4qXyGZ7O/7U5BciuyUMWUy50nR48ssZ/tv/U0fsw52N5gm3uiHhAjz+QprBfSYCuHTK5fXv1tc9Zmos5PXv1Dn6cJJkSuP440ne/mGd6clY/tHq7l6UXhWzs2sS70YQuoGSkuYmxZ6UkghdQ0+a1K/NrutiMBM6mqlx8+Qcx745gNcIGX5/emfdC0LodB18ht5jX0HTTbxGkfrUVRqlMbxGich3kZFPtmMvPUdfRNPNjU+4LYadWOEzXQvawsSA2pSoBfNlo5owEELHjcoY81F5haQZVJAyIpDr5X16TFcurhski6TPzZlP6Gw5SsLMkUl2k0313CfddeCHTaZK51cR7gIiGTBTuczu7qcRQidlt6LrNlAnp7ejCxNX1mMpzNEphLG2xWsWWrC6exCmidXegfR9guIcif5B/KkJ9FwePZ0hmJlChRGabWP39SM9l6heR0UR3vgYwezsF4JwAcJA4ToSw4THnkvz9/8vHbR3G4wPB/zBPyvy2l/VcJ3bBKE0OPZogkxOx3EUl8+6lOfWJyIp4dLp2C0gBOw5aJNr0ZmeiAiLc7Eo/XId7C2ifOWTLWuPCAusQjedz++n9Mko9Rur4ywP/429dB2JA226GWf7dB0u8No/OUNtemsVgZsm3WShi459T6KbCarT1xj99Ds0ije59UWw062x9XmPWngZdmo+q2HtB92w07H+rJQE7u19p1KFjDcu3PF4wsinUt9YhajhzeJ4ZRJmDttMk7IKCDZXPfPThqY3R605yUazdBi5BKGDbWYwdBtNaBjCIKllaMgyGb2AI2sEeoTZ10Vwcyq2ppatraXvx10GvFj3QjoOkesSNWN9DM338atjRI0GWioNuk4wN0tYrRA1muipJKBijeYvCKJQEUXwyDMp/t4/bqerz2ByLOR3/ukcb3yvxmZkPLIFjc6eWNDH9xQdPQZf/vmN3XidvUu0k2/VsRPxUiG+96uLEraC2EW5NetTEzrNm2WSvXmEvvak/MHvXAFisaoFBcA7lXncNOmmWvow7CRR6FEZv0ijuLb5biZz6JtYxm8HhBDoVhI704ZbW63mLnQTO9OGbtgEXgOnOr3jY1IqxA1u31666c3RkhlECA3LzKLr1rbpHvwkIQibeEFtw32UUityo0EQqZCmrJEQGSIVEqpgvtVMGrG7l3BqbjH7BGJ1u+bF1SltjUoZYKXI/dzqVkc70xt6Z6EU7D9i8dLPZxnYZ4GARjVibNjfFOECpDM6diImqlRG4+f+ZoGf+5uFTY/BSog4/9gwsAcHSR4+TFStoafTeGNjKwomNgO70IGdX79L9K1QKBqT1wgbHkHZIfLW99GaSZ3Bxzq49mYcUN/1RAeT50q41a2NcdOkq2l6rNmq1FKl1qpB5ci070I3E0Th9idrrwXDSpHvPYx7aTXppvLdpFv7QWh49eKqirbNIvnIEfRcmuYnF5DV9du2xC+/JIxub+344dJ5DN36iawK2w5EkT8fONsaFApH1mioMoFy8ZWLkDoohTXYjWy6K0j3pxHprMYzX8+Qyelo86Lr/XstfvE3CvxucY7J0dsHiQxToN/Fo7uQyyuEQIUR3vAw0vNJDA7etnHpWsgOHKb9+LOb3l/JiBvf/5ckewvY7RmcifVz542EzuDjS6Tb/3A7xeH6zpGu1ywjQx8zmSPbsZvS6BlCr4EivmFmMk/3oWfJdx+4Y3/MVqGUQjcsOvY9jt8sU5m4tLi0sNOtdB1+lnRrHyi1QrthqwhGJgh0HeXc/uWPg2u3X3IsT03SNGNl/ul9LEIqeUe5s7owSWlZpoJhWPhNdB0tnUQ63l0tYX9SYNkCXde5cNLh1b+s80t/O8/AXovnvpGlNBvxR/+qtKF/FiDw5WI3nUop4k/+bYlT72/exymlYuiyjwoV3vAwwjAwOzvxxsaQa8i63g5CaCuacS6HphvoViIOgKLwilM0pkcAifQj6tdmNuYuFbsX/v/t/XeUZdl934d+9ok3p8rVVdV5unt6csIMZgAMEgEwUxREUqIoUcGyLGs5Sc/L78l6y35+z0u2sixZkaJIkxIjQAIMIIDBYHLoSZ1zd+V0czp57/fHuV3V1RW6qsMMAPd3zayZuveec/ZJv/3bv/D9JgsWUip069be2W0b3dbyFTqVKQq7jlIcfwg720enPE0UulipApn+3Wi6RW32NLnBvRj2nWeuWg9FpzaHppvsfepP4zaXcdsVNN0kXRrDSuVBKaozJ6hM3Tqxd1iub/u3mtDYoo3gut+tXvrYqNx+PPdmScXvT2xvEttou4SWZrd9lIiQJX8SL/QIFsoYpfydHuT3JWQE3/lak3//DytUlkLmpwP+1t8bojRg8ON/rkCnGfHV/9Cg29n82Ww1JU5brnAb1CsRJ96+NapJFQSoICBYXCSsVnccWgAon36N6vljG353LRyZGb+PvsNPEXabVE69Rug4KJnH7s/g1zbn3PY7IQuna3zuv38EUEy/U8ap7Xxi2PZbKgOP6Q/+GKUg0z9BujBKpm8CJSVR4OA2y5Svvkx16gP2Pf0zZAc27ka703BbZZYvvsHw4U+SKo6SLu1CaDpR6OO1KzQWLrBw5sVVHoVbgYglrZUfoFwPvZhDdpx1wpSiVzpn6PZN47OmkVz5/7go/zZVb4XA0Ozb2scPEkIVUA5msLT4OkeECF2LJeMNHXk7MuQ/IIgiWJgJWZyNXdX3Xuvyy/+owl/8b/roGzT4ub/eR3kh4lu/12Szx7PdkMxc8fG9FKm0xr4jNqYlNm0V3gzCMEjs2QOawBwawhwcpPbH30C2d/bebsRBfT1Cp43XWCZoVhl99icoHHiE5RPfIWy6OLMNtprgo1By+ZUFpt5eRmjiw+lIc5tLXD32lRVqR92wkFGI7zRinoTGIihJ+coxOtUZnPpahd1OdYb5M9/FbZXjzrMeArfJ4vlXY/WC9mq5hgw96rOn8bt1WkuXNizF0XSD5uJF3FaZ7MAe7EwfmmEReh269Xk6leltsYttBS2VJPngAaJmh3CxQurxIzjvnSNYWB8jFppBwsrTdrY+ZsouAXGdoB+0CW8gk1Fq1XuINdLW8k7cCNNIYRj3jO416MIgbwwSqRBQaGhEyJ5ydAItYW+iJfF/XwS+4uU/btE/rPOTv1AkX9T5ub9eZGku4P03Nvde33/d4TM/nqV/2OTIIwkOHrU5/d7O3zmRsLHHxvCmpuI63VuI6W4X3fIMbm2R3O4jVM69illIYpXSuIubJ8HNhM6RL40jNIGVMpCR4vhXrt5dljGA0G1RnXx/y99Up44Dx9d93l6+Qnt5vRSK320we+JP1n0eBS6Vq+9uyQ4mejEYv1uncpNx3SqEZWD0FdCLOfRcGun6yE2MqqGZ5FLDtJ3N241tM0fSjmv+gsjF9RvrDKqU4cpnmjDigv8tsvj59K5bSMattkYKAbpmEP4AWCJN6CREGgOTajSPVBGB8lFSQ3ZdtGz6pk01/3dFqy75o99o0jdo8LmfyLFrj8XP/vUSzfoyl89ubFxOHHM4+4HHMwMGuw9Y/NQvFnC61ThWu4njmEgJdu22qFdCKktxh6o/N4+SCn92jqjTvaWY7nYhAx8VBliZEipQtK9UMDM27vLmnrWMFLXJNkITmCmD3U8MYCZ03B1yyf8gBgHvOKJWl+775xAColYH5QfIzsZGV9dt+nL7Waqf3TTrPlQ8gmWkgLj1tO2ur7zww/bK9qaRIJcaYbmxsdHVhMlQ4X407SYNKTdAypCol9ATaNhWHi/4/s/oW8Impcc6WiVjBKUU5XCGQI9AKvyrcyuT9d1G3Kkpev9/l45xh3e8PB/yW/+mxsCQwROfTPPQU0l++i8V+Q//uMLS3PqKhm5b8pv/psq+IxYj4yYf/2yGkXGT17/d4dQ7DrVyzAyWSgv6h032HbY49HACwxD8xr+qUVmKJbLCWg3leQjLRHY6cc3uXYKRSKPbSUCipCKodPArm1cmAUS+5OobvbJTAQMH81u2DW967FsY7/cB4nZcueLJXWPPEls2IGjoKCQC0dsWEAKjr0BUqaOCcF0c93oopRBo9OX2s3vwaWbK7xGE3bhxQwh0zaCU3cdY/+PomkUkA6qtK7Sd9fXDbbeM49fJJAexzSxj/Y/j+A0crxrHf0Xs0ZlGkrH+J+jL7dvxS+0GLTy/iUoOYeg2Y/2PcsGrEUXeSuu0ECJue1Xy+0PKBvCkSz2skNQytKM6aT2/ct+1bBJzdADpeqgwinXu7kAlQyqj8cxn0+w7bJPOaKSyGqmMRt+gwVCvGWD3QZu/9feGqJcjOm1Jt/fv5XMeb73Yiblir4Omw6d+OMOB+xOkMvH+kmmNfFFnYCTe59hei7/xdwepLIUr++u0JVOXfN76Toda+dbu2czVgP/z/1fmvy/pHH44wfM/mqXTkvynf1mlurx+n2c/cPmnf3eJv/Tf9bP7oMWhhxLsvc/GcxVRr4FA00A3BKYlsGzB/HSAcc1P0DSS991HYt8+ombsOobHju24DVgzLISxufNxLZlWPPQkqaHdONUFVLQ9425lDJ7+xUMIXWDYOpouiPydr5h+II1uWmRJizyecggJAYmOAQhCYn5NDR2lJBERlohjobZI4qg2GjotFZNqCMsk9eRRlOMRVuqEi3G7bliurfDpXg8vaCFVyN6RT9CX20+5ealHeWiST++iP3cAy0wjVUS1dYXZ8vsblkQFvfbXfGoUy8zQnz9Awsqz3LxA160ghEbKjjl7M8khHK+O49XIpUe3fZ1cr0GtPUkhM4FpJBgpPUTCzFNpXsIPuwihYepJTCNJtXVlU5XchJXH0CyE0FdoGa9RO0LcsJBJDOBlJlAqQiq5YsRdv7klOfqtQWEJm4Ix2BOmLBIqn1A68QpFgX91jnDpzrVep7Man/upHE99avMEciqjceSR5LrP336pw/njHq362utgGILP/WSOpz+zeSVQMq1x34OJdZ+feNvh0mnvlo0uCqYv+fzL/+8yf/t/G2Zsr8WP/FyeblvyW/+2Rqe11thEIbz9Upf5yXm+9LN5Hv5Ykv5hg2xOx7Q0hBb/xnUkteU4pHDibYeZnny60DTQNJwLFwgWF2N+lg34dG+GwoFHKR1+ctPvhW5gZQoYqSyR16V27hh6SiCMmGVsK4ROxMmvTcZ0HIGiXXYJ3bucSLNHxtATSdy5aaT3vds9lRMlLJEkJbJ4OIDClV0skSDEimkBRRpPOVjCxsTuSXQLuqpNW60GaZQfIJsdrPEhtGwqVgQGomPdDY1u16swW36PPcPPkkvvopAZX/cbpSS11iRXFl7B8TdnTFqqnyGTHGSs/zFMI0k2NUQ2NbRuX213mSsLr5C2+3dkdBWSxdoZ0ol+hksPoAmD/vwB+vMH1vxOypAgdDY1ursHnyaf3rWi+HDN4MbKF3Hzx57hjzM+8ASRDNb8e3HuBertqW2PebswhI2OQVYv4sluLEqpawjTQDoexkCRqNlBtjcvEdoJnK7kjW+3mZ/ceZnT5EWfdnP9yxtFijde6LA4s/Nl9txUQGMTafbT7zlYvyYQIvZQt8LZD1z+zd9b5rGPr04mdlLQ2SjSpWIP+Zf+fpldeywOPmAzOmGSzmpousB3FY2qpOWMM3XZ4NIH5/C68fVSUqI8D3vfXvRcLiY2P7me2vFmMJJpEsWhLX6hiAKfzvwVmpNnaFw5idVvIX39pkZX6AI7azF/Ip6sBw/lqU21CZy7qAYsdB30nRFSfxRoqiq6MokICFWIJSw85RLg4auYFtATLjo6EQF1FcdUdUwC5a4NQShF+7X3scaGUEFIVI+fts0SaZowWKqfxQ86DBQOUchMkLQL6MIklB6OV6XWnmahepJmd27L84hkwNXF13D9Bn25/WSSg1hGGk3TCSMP129Qb0+z3DgfG65bKD91/FrP+Nfpzx0gaRcx9QQIQRQFBFEXx61tTrZOTGeZT49tGicVQvQoMtcv+67Ftu8kFIpmtEQ7qhGy+iKJyAQhsHYNEswv39Ega7sh+b1fvbPqvFHIXVH8fe2bHV775tbxy2sIA3jlGx1e+cb2fg/xuKcu+kxdXG/EhNDY/egn4s5Vaw66vRyClPgLC0S9EjFhWbeU7GxOnSXobHHNeh21QauGV19Ghj7RnEZqrEDhoV10Z+ubxnatpMH+Tw6vGN37PjPK8d+bJHB2NnHvrGRs5sOV0d4MgdNk5vgfY5xLb0hi01Fryz6uKQj4atVQ+srBwIo1tm5WPBRGBLNLaJkU6FrsHcmN44C6ZhLJgErrCi1ngYSVj7XLNL3nMXZx/Ma2eRaCsMtM+V3KzYvYRgZdtxBCi/fVq3yI1Q8U1dYV3rv4H+NuGyrsfqKP2RO1ONuaiPk/r8FM6JgpnW7Vp+tVmVx8g6X6WSwjhSZMShNpGosdvK5LEDlIvcv4oyWWLjTx2ms9r2b6bRYW3yZVtKhNb//lBGh01k8889WTNDpxssv1b85j4QUtTl39GrpmoJSi61VjfTVueOk1gTB0okabYKGCbN0ZL/cetg8FBF4HGYXr6F9lp4PsxM9P8tAhhK7vOJnmVuZwK1s7MzdCs3QSg1m6M/UNpdcBciMpHv7pPez/xAiZ/gSaLtB0DRneZY00IFarUxKkRBhGHOi+xUSEOT5M4U99lsovfRXZ2v7LKkOfdvn2J4AbX0otnYzZjro3GEQhMEcGyH7+aZxTcb2wd2maqLLBjLri7Sn8sIsf3v6LrVSE49VwvI1DEcOHc2QHkzh1H00vI3SBc7lNutSHbmrkhpNYKR2hwdB9eZqLcc1lImuimxojR/I4dZ8o9DGskMVzTfQgRbXdWVk6CQHJfBYzqdO/N0O6z6ZT8bAzJrmJDrOTcwTpBMuNmxvJm6HrVbb0rG9EJH2qrcs3/Z0KI4K5ZfRSrseV++Fgz+M/Sac2x/Llt8j0TTB6/2dolydZOP8KdrrI0MFnqc6coLl4EStVYOjgM2SK43GMs7HAwvlX1xA65Qb3UZp4mESmH0038NpVli8fo1W+glKSZH6E4YPP0K5Ok8j0k+nfTeh3qVx9j/r82ZV2eM2wyA8dpDTxMHaqQOh1qEy9T2329MpvRg5/EiuZp1ObpTT2IIaVxGmVWTj3Mk5ztSzSzpQY2v80qWLcnBR6XerzZyhffXct65dSeN06vtMg7Elx7USY8m7BLCQpDmSon5ij213voXfKLqf/YBol4dTXJwFB4IZ0KnexIw1AmCapffcRddr4lWUyh47iTF8lqKwvedrW/iwDo7+wKZ3ahwlhmvT9lZ9C+SHlf/M7rClY1QRaLk0wX0ZoAi2dRpjfOznI7GCCdtll9GiBdsXDawVkh5KYCR3D1hFAKm9hJQ2chk9r2SU3kCBVsEhkTbIDCey0QWvZw84YaIZg8XxzTXOO0GNvOZE12fVQEa8dkh1IsHi+id8N8bohnQs3Mbiahj0Yk1T71VvjnRWGiTUwGEsoVSsof4cPvQLl+hvG4+8WZOiTLu5iGUhkB0hkB7imoG0mstjpYqxuYiTY/eiPITSD5avvANA38TB7Hv9JLr7+6yvK2nZ2gNDrsrz0NkLT6Zt4mF0Pfp7Lb/4mXqeKphukCqNkB/ZRmX6fpYuvkxs6yK4HPo9CUZs9hRAapbEHGTn8KZqLF6jNnCSZG2L0/s9gJnIsXnwdJUPMRI6+PY9ipQvU5s6gZMjgvo8x/tCXuPjGr8dKu8DYg1/EtFIsXXoLVEQiN0gcv1mva1i++g6Vq++u0rHuQJjyZhBaTEYfKwBvzxlUUhE0HIzs+iTnNUSBpDrV5v3fukx7+fbyWTuyHHoiiTUwjOoLMfJF9FT6+4aw+WZQQQCRRLru+k7ASBIu10jctxsxUCJqdZDd7502UiEEmb4ESxdaSCkRQuB3Q9xWiJ02EJogCiStJZdMv026aCN65S7NZRffiWiXXYQQBG7s/d54DQxbx+9EaLpg9kQNJWOhPjtt0Kl4Ma/oTZ5xM19k+Kd/nrBZZ/H3f5OwR5u4ExiFIsM/9XOoMGLpD34Hd3aDJJwQJPfsxyyUCGpV3NlJVBDEbcD9hdjLXd48gXmn4TSXKI0/hNAM7HQBpzGPYWfQDAszkUXKEN9pkhs+QDI3yIVXf3WFhtRtldn3sT9DbnAf1elY3Xn50ptr9q9kyNiDX0C3ktBbMArdoLF4gYXzrxL5Dp3qLLsf+3HygwdoLV1GaBr9ex6lXb7KzMlvEgUumh4LiRbHjtJYXFXrjjyHhXOv0lrurSaUYuTI89jp0spvrGQWp75Ic+niyuSwKTZQjrkmTLlyzc5f2HESDSBRGiY7fgi3tkhz6sy27JPQRFzRUtm6Rl1F6rYNLuzQ6Eaugzc3DZog6rRxZ6cIm3cu0K/nMyQfO0Iwt4x3fhJjsIQ1PkzU7sbVA6kE/swi3pkrqyEAXcfetwv74ATCMgkXKnTfP4dyPaz9Y+i5DO7pywjbJPupJ3BOXsS/MkviyF7QNNzTl1aMhey6yGaXjaxHuFyl9eLb6Nl0L+u9s9jl3URlqkN72V0Xa61Orh9j+crqg7V0YWue2uvhd0IuvHwLop7XQ9NiNjUFd69VIC4/yj/6FLmHn6B5/B385UWiIEAFId7FKUTCuiUv6lbhNBYxDqRIZPow7Ayt5asUxx4gkSlhZ0oETovAbZMujWFYKfr3PrHipemmjWEmSGT6V/anWymy/RMksgPohk0yNxiT9d/AVOc2l1Za4AO3hdNcIpkbRDfjEjM700d97uzKb2QU0K5M0bf7kVWDShyD7dZX46Se00QIDcPseYZKUZ0+wcDeJ5h46Eu0yldpLl3uCcbeWuhR3WJYITkwxuAjz9OcPE1r5vy2knHSC+nO1rH70kTu3WdG3mF4wcKZuQpS3vFuES2TIvPZpzBHBvGvzgEKY7BE7kvPIl2PYGoBdJ38F56lnUrQfvV9UAr7vgkKP/YpgqUqsu2QfvYR9IEiza99F3Ooj8R9e/CnFjCH+8h+4RkQ4F+ZJfX4/QSLFdzTl7n2YLS+/Vbs8W50o6QiqjaJqk3sQ7tRYfg9k4ipTXWQmyT2vpcQ1qss/eHvIH2fsHXns/LXoBRIN44XqiBY0TYzBkoYgyX0QpZgZgF/C27kOwmnXUEpRbo0hqYbOM1F0s44qeIurEQOr1tDyRDdsFFKomnGiicoZcTy1Xfp1GYBMBNZRg5/imR+iE51ltBrE/rOhmoJsSBjbz9KomQUy2j18g6apq+jO40pRwXadSS5SkZrk15qtXHoGspX38Xr1imMHGbwwDP07X6UhXMvU184v6Vw7J2GkcygWQmc8ty2V+HJkTyJ0Tx2KUXkhXhbtALfkTFu94fCNEkfOEzUbRM2GgT1ONFxu/IaAFoyQerJo5jD/bT++FX8ybmVCVLPpXHeO0vrpXcQQpD7wsexD+2l+/55pOORff5Jgvky9a9+BxWG2HtGKfzMF3BPXCCqNcHQ0VIJzNEB/Ktz6KUCWjqJMVCk+/65NWP3J9dnPYVpkPvh59CSiZUxmaMD1H7zG98zRlfegmTIRwEVRXQvX/gwjkTkdGNSed9H9oyu7DhE1QZRo4Vs3xr94K1Ahh5+txEz4AkNr1PHqS+QKoygaQbN5UtA7I1Gocf82e+uEwGQva6p3OA+SmMPMPn+12kuXUJGAaWxByjuun/dcXUr2RPPjNB1E91KEvrdFQMd+i6GlWaVilRgWKmekb3x+mz9jEWBS332DO3lq9jpIiOHP8Xokedpla/eNuHUjtB7n0O3cx1h1Nbwal0U4C21blqreyewbaOrwhAzXyS1Zz+R0yXsVUe3T7x/W16LMAzSH3+YxOG91H77m3iXZ9YYwqjexrs6Fys2aIJgqUpydAAtYUEUYe0apP5731mpfnAvTKH8EHv/OM7JiwhDQ0slsMaGcM9cwRgoYR8YB0OPW0BvOkCBf3kW79I0KopnzuQD+5GdD++lvSsQAi2RRE/FGnKI2ChK30e6DtLfgOhb09CTKbREEmGYsQpuJJGeGz8PG7RsCsPAyBfQrFUGNOn7BLXKTT0RLZlCT2fQegqvkdOJzcPN3iUFkePElSiBtzIua2IEc9cAKgjxr8wSVe+et71mOErhtpbJDR2gW5vDd5p0arMUxx4gdNu4PUWTxvx5SuMPURx/gOr0CVQUIjQd3bDwOnUgZrFTShH58flZiRzp0jiGnbrxoOQG99FauoTXrZMpjZMu7qI2e5LQ6yA0ndbSZTL9u0mXxvA6VUw7Td/4g3TrcziN7UtbCc3ASuZikqYojk87rWWS+aEPvaY/aNcJnTZmOh+rUWzD7sogQrcNjLSFDO++V7798IJS1F5/kcT47phouJcEibq3t0QTloF9YBwVRRh9BXxjZk1mWfrXZZpVPI5rJCKi16ixhg9BKVQYIiyTqN5CBRFGMYc+UKL9ynvouQz2wYn4u23E9ZQf4JxY6505py6vOabj11mqn8XQ7W3VlX7k0DQSY7vJPfwEqT37MbI5EBqR2yWoVemcPUXz+DGidmvNNukDh8gefZTE+ARGNg+ahvRcvIV5mu+9RfvMiVWZ8h6MfIG+579Icvc+NNNESyRxpq4w/1u/StTe/FpZg8Pkn/w46YNHMNJZpOfSvXqJ7qWzsTHaMibc83SjEHldMsa7PI0wdZQffqjVCyiF16mSzA5Qmz2FDD269QVMO0Pod/E6cbF9pzbD8uW36d/9CNn+PYS+E6sdGBZXjn2F0OvQqc7Qrc8xcviTOI0lDDuFZlgETuuGQ0rMRIbhQ59AypBkdgC/W6c+eyYOKUQBS5ffZNfRzzH+4BfwunXMRAah6cyfeRHf2f6EZNppxh/6IgjiMWsGiWw/1enjK6uMmyGREDz5uMWVqyEzs7fO8dFeuEpn4SrZ8fuoX3wfv3XzVm9N10jtKoAmcMsb27PRPRZWQqPdiCjP317cd0cxXRWGuDPTaLYdxzQ997ZDC8r1qf/uC1j7dpF++kGiagP3/NXV5oMtdi99n6jjYAyUVj7TUkm0VCLmRvB8oloTa88oyvfjgnjHw94/hj85vyV5zdZjXrv0q7en7kor692Cns4w8Lkfwezrp3vlEsGp92M1m3QGq28As1iKJ7TrIIRGau99mH39OJNXCZt1AMxSH+kDhzGLXyTqtuleOr9mu7DVov7Wq3TOncLI5Sl96vM3HZ+WTFH65OfI3HcUZ2aS1on3QEmsgSGKH/80mmUTdbaIuymFNz9D9aVv4Vy9tPqxHxIsVdHTSaId1IVvDoGV70NPpHAWt7r/inZ1hlZnHtJJjFSWoNti4fzLBG57Tbx06dIbBH6bvvueBOnTrc3jNBaJ/HiJ7jQXmT31bbKDezHMBJ36HN3aLOm+CXzn+klMUL76LoHTJJEbpFubo7l4aY04a7e+wPQHf0RucB9mMke3Pk9r+TLd63iwGwvn1/Fie506ixffwO/GK8XA61CefI9kfghNN5FhQG32NM2lSyi5vcktnxf85381w6//Rue2jG7QqlI+/jKDj36agUc+Rf3i+3iNMjLYvIRMSYnfcDDzyU2n8k/8aIGhMZOz73X5k9+4vcqXHRebGukMuUefwp2bQbpd/Ep5S4/lZlBSEi5XCRYrGH15sp/7GGG5ti2JHBVEOB+cJ/XE/Svqrqknj6JcH+983DwRlGtknn0U/+ossusguw7m2CDOB+c/XG/nNqDn8xj9fXiXbt4AcD0yTz2BCgI6762VKjILRRLje2ifPUn5W1+PS7eUQkskMHJFVBQQttbeUxWF1N95He3Eu4T1KlGv9dHIZFFhSPbow6QPHFlndJXv4U5fwZ0GI5uj+Mynbjru9IHDpPYexJ2bZvmPv4pfXgKlMEv99H/mS2SPPry10QX8pQWqSwtrP5SScL7MHbvrQmAXB7HyfTcxunElwfy575Ie3YeZzhN2Wyycf2Xd75SMaNdmMJvDtCbP0l1Y3wTUrc+tqSYA1ildCyGIQpfqzIktRqVw22Xc9uaCrY35c+s+87s1Fi+8et2YQ+pzZ6jPndl0P5//TALdgBdedNE0+MzzCTodxXdfjiecKIKFxYhW6/acuNTQbtKj+9BMi9Lhp0gP7yXoNFBhsK5MDQApmT/2dez+DJqlo9kbm8R3X2qRyurUl2+/umFnRldoGKU+pO/FAnKFEmG3c+tGV6peIg5ks03rm29Q+NOfJ/vZp6j9zgtxzC+M1mQ/VSRXk3dS0nntfTTbJPcjn0AYOmG9Rf0rL6wovYaLVbSEjT+9CJGMk2thRFht3FW+znUQIua2o6d8qtTaGKiux59DLF7V8/SFZZI4sA+jWMCfnFq7Xcw8jkDEhebR2niUOTyMdNbHnmUQoJRET6bQkynCZhNUhHRdfHd+3e+vISivj/OFrSadC2fIHn0YI5eLx3Q7qx8hSB84hDAMWqc/wL/OcAbVMs0P3iZz5MFb3/8dhtA00iN7MNNZACrHXyPyXfIHHyFRHCTstqide4ew08StLWEXB1e2TQ6Ok9/3AEoIZOBRP/cOQauOikLCbmvbS/PvBxw5bGCagu++7GEa8OBRk2pNrhjdel3yT/55i1rt9mKqmZF9DD78KYRuIDSdRGmYRGl4098rGbHwzh/hLDSwS+lNKxkvHL9zOZydGV0liTodjFwBzbKQQQC3Ybj8qXmW/sGvrBCCh8s1Kr/8e/GLG4a4567iX5ldralUiu6bJ3DePbOicRXVmjS+/hLCjkthVBitUe31Lk6x+L//8so+uu+dxT17pacIe8tD3zESB/aTfe4ZwmoVc2iIqN2m8Y1vEVaqGH0lMh97EmvXKEpKnLPn6Lx1DBDkPv0p0g8/CLqOtXsCb3KK9mtvoPyA5P2HST30AMJOEC4t0Xz5VaL6aiwuWF5eKZ26HmG9RvP9Y2QOP8DIl3+B7qVztE5+gF9Zij3YLThMhWmh2QmEYcR0fNdi67Cqp30bRldPpdGzeZASd3Z67ZdKETTqhO3t1xevGbttxhP9HVzhCE0j6LZYfvdF+h56jkTfMDIKSZSGqJ15m/yBh0gN7aZ59dS6bY1kCs1OsPDGN+g7+hSpoQkanRZBt0n1zNs75pK9BhkFeJ3qSkji+wFhCFNTt8/X3Jo5f/PmjOvRS0oayQxhy7spkfmdwI7DC/7yAvW3XsUsFPGry4T124hvRHJd6c4amfMwQt6gH6OC9UkQ5Qebx2cjuZa+L4w+klIvYRqYQ4O03zpG/Q+/QeFLXyD92CM0vvkCUadD+823iZotrIlxss89gz85jT8zS/PbL/aMoKLxrRdX9meOjpB58nEa334Rf26e3POfJPvcM9S//scrv2m//ua6cUBcw1r+1h/gLcyROXQ/6fuOknvkSZzJK7ROvkf30rl14QV0HXtwhMyhoyQn9qJns6D1+HMtE2FZd+g6WTGnh1IbThhEEfIWjYk51If0Q8INtO1uFTIMCZpVIrdL5HYRuomZSJHsH0XufygesudsOMErpYg8F+l1CV0HzYzVLpRU6xKSO4HTWODCq796y9vfDVzrhxGA0MCy7k5Vg1OexSnP7mwjTeAsNMnfP0LkBQTNjZ8vIWJaS89RKAW5ko5la1QWgx2VIu+cQEBKgsoSQWUJa3AYzU5s/HLcJdj9abL7+2ldWMarfm/UyW4XweIS/swsKggJFpcwd430vhEYpSL23j3o+RxC0xD2FkZMCIy+EjII8aamoecdF3/0i9sei+x2aLz1Cp2zJ0mM7yG19wCpvQcY+MKP03j3TWqvf3dN9UJybA99n/sSVrGfzqVzdC6fRzpdZOBj9g1QevbTt3hVbhyYXAkn3ZjMiz/siXTewq796cX4uppGbAXuUHhpTT2okrjleTpzV3CrC4DAqy+hWTbZsQMk+uJ7HrodhKZhF/rJH3gYuzBAa/LMhk0OPwhwHMXggEYqLcjnNA7dZ7Cw+L1xrpqpk95dIup6uIubr6LslMbHv5Dj2Ist7ITG8z9RIFvUefWPmpx7b/u2aPtGV9PIPvAIWjK1MmsnhndRe+Ml/A/R6CZHcox8+iBBw71rRjezt8TIZw+x+N2LNC/cGpnPRlC9VlSIX1QhNBCQeugo1ugo/sxsHMPuSblvvTN1Rzppw2ad9qn36V46R/rAIYrPfYbsg4/SuXAWp2d0hWmRPnQ/yV27qb/5MtVXv7PGIKcPHrljHByREwsSCk3DzBfXxHQhJrzRU+lbEi3US3mSR/cTdbqE82WCudu8t0riVuYJWvFqrzN7ich3CbstmldOYaRzvZ/JODTSadKaOhdn0qWMk8hOBxn6tKbO4izP7jg0k9Sy9Jm76ER16uHSlnJUtw0hELaFiiKEpqF6q1AtYcXP9bXQkqbF7fKN1soK9L33fY7en+Z/+Ns52m1Jt/u909AjNIEKJW65vVKLvxGSKY0nP5PjrW+3eOyTGTIFnflJn+d/onB3jK7QDTTLwpudXtEU0gxj2/pCdwrtK1Wu/Kd3cZfuXquemU8y/OmDNE4v3FGjuyE0HXtsjKjdpnvyNMn7DpJMrDYSKBQyCDBKRTD0OFmmFGGlGntKe3fjz8yRPHoEb3J6iwNtDek6dK9eIrX/MLmHH0dLrErAaJaFkc4gNA1n+uq6yoHExN6Y8vMOQAU+/vICyYl9pPbfR+fi2VVDpGkkRsbQEpuzQW25b9dbqYyJtqEYYZpphvqOUsztJYw8FpY/oNZcq54RtGpcCwS4ldUkpLO0/l60Js+u+dsuDRK06rSubp71vxkC5dEIl/GVu3F2/g7CGChh9BeQnS7W3jHCpSphuYaWSWMMliAIUFIRVupxHfx1E/GJUwH/4l+1GRjQ6HYVjYbkFvhs7g4EmLkEesokcvxNwwv0cuF2UmPXPpvjr3e4fNrh0U9kd3S47XekBT7ND96JuQl6CFvNbcv2CEPDzCXQTH3FQ1OBxK91UVKBJjBSFkYyVhcIu/7aljwBdimNMDWCtocM1i5N9ISBZhmoSKInY7ak0A3ifVyr+RUCI21iJK2YaUoAUhG2fcLrODSlG+LXHcLu5nE1oe9swlF+EJPk9AyI8v2Y0SyK6J44ReZjT9D/Z/8MwdIyzvmL8QMrBIQR7tkL5H/oswz+pb+Ac+487TePESwt03r9LTIfexLt0ymChUXar24cw70RmfsfIjE6gTN1iaBaQQY+mmmROniE1L6DeMsLaypSpOcRNhuoKCJ7/8P4y4tIz0VLJMkceZD0fffHTE0bXSfL6nW8CfR0Nia90Q2MdCYOI6h4UlHB6vVvHn+X9H1HyRx9mLDdonP2JCoKSUzspfD0J9Y8gzuBMdxH1HZ6is5b3zshdIZK97N//HMYuo1CkU4OcPriV+i6dyYm3Jm/Gnu317q21OpziqbFz2hvkl0DXY/j/EoRKp9WtH3u4TW70SxMc20nm5RRT0x1/dJfeT5aJoVezMeqmZqG0VdY5aH2AvRiDtFsxx2i17fY+3DhYsiFi7c01O2fk51CT6TiKpCtaoSFFnfxCZCRS/XdaaxicsuW+sBTNOsRv/C3hqguBlw945DK6HRbOwuTiK36k4UQd2TqFIbG8PMHGP7UAYy0TWpXHs02KL81ydl//gph2yV/eIhdP3yU9FgBpRTtqxWmfvc4nal46abZBkf+5ifIHx5GKcXZ/+Nlah+sBsxHPnsfg5/Yj1/rkhrNY6QtujMNrv72e7QulkFAeqLExE8+SGpXHiNtk93XR+tyhau/8S6LL60W0adG84z+0GHmv32ezvTaRKHQDXQ7SWp4N935q7FSrox6RviayJ6ODIO4fbVX2oauo0IfYZgrWWk7349bmUe3kygpezFMQeQ7WNkikecSdnvGT2g9yehrnKF6bPSF6LXvuiQHxugu3pzcPfvQY/R/9ofRk6nYQ5USoWlEnktQKVN/6xXaZ46vKamzR8YoPfcZknv2987PRwiNoF6l9up36P/8j+EtzjL/W7+6EmrQbJv8k8+S3n8IzbbREknMQgklI8JGnch1Ub5H++xJ6m++vGaMmaMP0/fJz2EW+0DTUVFE2GrQPnsSq9SPWShtTu24EQQkHzmMOdJPuFjFn5rfsg3cNJLsG/sM4yNPr3zmenXOXvk65dr62tVbgZZOYfQVUVEUa4S5HkiJXsjFcedI9ugN42W76ok1aqkk4XJlpaNSw0AXOqHyEQhMLYEnt/bkhdAYGXiU+/f/5JrPW515Tl/6Kq0NFD3WbG9b6P1FomoD1ZOuEgkb+8AEUb0ZyyFtsVS/Wxh+8gsMPvpZLvzuP9kyoWam8+x67qfQE0mWz3wNeyiBlUvQurhM89zGbHpCwNC4xcGHklz4oMvCdMDEQZvigMEHr62telBKbRr8+1CYuFMjOcZ/4kGmvnKcyrFpRr9wmL5Hx7jyn94laDgkBjKM/8SDyEBy7l/GBePjP/4Ae778COf/9WsELQ/phZz6B99h4Ok9TPyphzc8Tv7QIOW3p7jwS29gpi32/MxjDDyzl850HZRi8ON7sPvSnPmnLyGDiKN/6zOU37y6xuACdOcaXPzljb1GK1fCzBSw0gW08fvipI6SRJ7bc1jijLRSErswgAwDwk4LPZnGqy1iFwYJOg3CThMzkyd0u9j5PoSmx51KrRqR5xB0m2vqNHXLJjmwC91Oops2mmEiA5/QixmmuotThM72Qi6dC2dRYYjVN4CWTMUTRhgQ1Ks4U1fwlxfXxWi9+RmWv/l10gcOYRZKoGmEjTrdKxcIqhWMXGFd14+SKia8L29NCRk568t02mdOEDbqpPYcQE9nkL6HM30Vd2aS1IFDmPnizkrHFDgnLhLVmsiuu6J1txmkigij+D7G91gRyZAguHN5BC1hY+2fQIURstNF9MJH5vgIUaNFuFhGFPPo+Syy6yAsk2B6Hn9mfoVkX6CRNUqk9DzNsIwhTHJGPzPumS3DDUpJwjAOSVyfP5AqIopuHi9Xnk84u/a+KtfDPflhEBrdPmTgo2SEnR/AmW3Snlq4aQmpUrAw5bMwtboqm7rgMXVhZ/mFD8Xo2gMZdNugcXqBoOnSvlql9OgYeiIOJSQGM6TGClz6D2/ROLMIAvSkycG/9DSZPSVqJ3qxMgXSX20cuBFh12f+W+donltCs3WKZxdJDmYwkiYyiEiO5HHmG3Rn6gAxh2Zpc8nsjRCX9cRNDnoiReQ6aIaFCgM000aGPm5tCitbQOgmBH4cC+p5yABGIoUMPMxMgdDpIHQd3UzE0iuNCnZhYN0srVkJjN7SCSGQUYRm2WgyWvFU/eb2lpnS6dI+fXxH5w0xNWPj2Osbfnejpwq9kNR7b9F8760dHwspcWcmN9Tla598f+f7oxfiGhkATeBdmNpSgj2KAqqNyxRyu8mlRwkjj8XKSdrO9olgbgbp+fhXppFdB+UHMZOdZRLWGnFppOsiLItwfgl0DWvPWBx2uG5CFAgskSCt59HQUUicqLWt+G4kg3iVpq2lcQyjjy7Ymj04QPbAAOU3r+LfxeokJePVhW4ne1SgNw8VCgEDoyZHn0qTzukrUaHaUsgrf7h9rooPxeh6lQ4ykOTvHyZoemR2l5BeSNhyQYCRtkGBX+tdZAV+3UEpMAvbV4v1a12CdjzrqFAh/QjNMhC6huz6uIstcoeHSI7mkH5EajTPwnd2NjN79WVCq4XXKMfLe6WwCjHBtL80HdPi+Q5ePSB0uyven9+sxgxMzWosLBkGtKcvELqdOObZo9a7ls2+EZHbpbM4tdp7oBRmtoBuJXErc0Tu91f53EeCXgekXszFcdEtoWi0pjl75Q9IWLG6Q7u7vC0vcNvDaXfwryPDj+pbdHYaOrLrxuTe19lTSUQrqhAoH186SEJ8ub0xShUSSR/tOqMrVUS0ze3vBpLDOUqPjNE4NX9Xja5uJ9Ete0dVN8m0xo//Yj+JtEZ1IVhZ1DmdnYVRPhSj252pM/tHp9n7c48z9qX7cZbaTH/tJN25WIcr8kOEEGv6njVTR2gCeZOEx/WQodzUC5Z+xNJrV8gdGuThv/tF/JpD7fjcutDCTY/hu+uK86PAW6URvPY76ccG99pvvPUP0LXPbgzDR9H6RJEMvDX7B4jc2EuOvO9zmskPCwLcc1fR89l1pEUbQaqQTneRTvc2FTPuBMKIqFrf8CtXdpFKYmkJNOyYLUvePNSkZEgYephG7NgopZAyWPP8PfR3v0TtxBylx8ZQoWTuG2eoHJsCBYUHRhj+7CGsYor2pTJTX/mA3MEB0rtLzHz9JAd+8WmCpsvMH5xi6PkDtC+V6c432fMzj5EeKxAFEYsvXmD5tStIL37Pg5ZLZ7q6IwUHM51H9Kpn9F5yzEznN+3I0+0khX0PkRrag1tf3DYpj53UGBq3+Jf/7zmc9upbG+2Qz3pHRtfIFRCmSdio7Yi3QEWK/H2DLLxwnsnf+SDuuInkyoztVTr4dYfi0RG603XQBKVHdhE0nJVEGhB3tPSyukIXq9zLKwfaehxmNi7FOvNPX6J5YQkiFVdO3CZutUPqto8b+tw59pYfcAhB8sGDKzWk3tXZmIfjBwCWSLArcR9SSSICulFzW0Y3kiHhGs9dEYQu179IqfECnekap//3bzPwzB6Gnz9I6+IyRspi1w8fZeE752mcmmfPn3uCXT98P43TCxjZOFlu5hMkR3LYb1zByiWJnID+JyfQEyan/v630QwdJWUcMuyh9sEs9eNzO3ovx5//MqmhPWiGidBiutc9X/yLW24jhCDyXKpnj8Xc0dtAFCrq5ZBMTqPbjlYqHXbaz7Ijo2sPj6JnsnTOnSIKd1Anq8VebHq8yMjnD6FCSdB0aZxdwq91cRdbzL9wnuHnD5AYyqKkIjWSY/YbZ3Dm4xcjNV6g+OAo+fsGSQ5lGXpuH6mRPNUPZlditDeDMDSsYpK+x8fI7IlDHJ2pGs1L5U095Hv4AYFSOCcvoly/1+33g3G/DUzSep5Q+TTCMoF0idT2ZmJ1Q9JMKUkYrV01RW7I8muX41zMZI2+J/egmTr2QIb07iLJ4VxcCmro5A8Ps/zqZYgkxYd20Z1tkBzJkd5dAgFetYu4UqFwdITRzx+hdaVM8+zi2pI4dUOH3zawfPxl0iOzJEpDpAbGMDPFOPwXrA/TKQAlCd0u7Znz1C99sO0uwChSWAnBX/47I1z4wMFz47BCeT7ghd+tb3u8OzK6nQtnbonMpHB4CBlGsdzOgQGEJkgMZEhPzDL9+yeJnIClVy7hldtk98fx0cXvXqR+arUbSbcNrFwCt9xm7k/iInMzl0DvhSSal8qoSOH14sJKKqrvz9C6UiHs+uhJk8KRIbxyh0R/BruURrcNBp7dx5VfO0br0p3rx78etpUnlx4hkShi6AkEAqkigqCD69XpuGU8r3l3O4nuGARJu0g6OYBt5zD0BLpmAAIpQ0LpEQQdPL9F163gB7ffwGLoCdLJARKJAraZRdesuBtKSqSKqwm8oIXjVnG9BnILg6Pc+CXcDnn9hwXTSJNK9pGw8lhmBl230IQeG0QZEIRdHK9Op7tEEK4PUVl6iqSew9SS5I0BIhXgRC388OYhJynjmO41KBRhuHbVpqRarZeXvS5IIRCaQDP1lXfQXW7TOL2AX3eQfkT+6AjLr19BhRH5I8METZeg5eLXu0x95TjFh0YZem4/ycEM8y+cJ9qiJv5maE2fozV9HiOZZuixz9J3/zMsvfsCXn2jxiYVTy5Om6Db3FFMV0Zw9azL9IW11WA7bcbcIcvYzg2unjAY/sxB/JrD9O+fIOwGCF0w/mMPkD8yzNw3zxE5AZEbUn1/lur7G9fWtS6W43rbTdC5WqVz9bpstFJrjHb2QD/9T+3mwi+9QftyBaUg0Z/m8H/5yZjLYYdGVwid8eGnyGXG4/F15plbemflxTDNNEOlo/QXD5FK9mEZ6VjiukfDGEZebDD8JkvV0yyUjxNG68MUQuiMDj5GMbd35bNq4yLzyx9sWMC+EQw9wVD/gyv7UCqiUr/IQvmDm2y5MgoyqSGG+h4gnx3DtvKYRgpdN9FEnJCSSiJlQBh5hKGD77dpO0uU6+dptmbWvNzbga5ZDPU/SF/hIEm7iGWmMYwEmjBWyvSUijPtYeTg9yaxZnuWSv0CXbfKdrxZTRgM9z9EqXDgpr91vBpXZ76743O5EUJoZNO76C8cJJfZhW1lMY0khp5A01bPLy7f8vGDDo5XpVq/xFL1DH6wWu7myS6NcJlWWCFUAaDQhUFCS+PKrRmzpFpbqaCUItjgGVwHpXDLHVqXK9RPzlH7YBYjbaHZJmHbI/Ij0uNFpn/3A6Qf0ffEbha/exEVShLDOdzlFrN/eIpdP/IA6T19GCnrtoxub1CEThunMk/odnGr8zsnvrkJnI7kK//m9p2znRldTSOxawLZ7eDXKqT2HcRfXoxJsDeBjCQqlKTHCqR2FQjaHqnRHIWjI7SvVIi2UapxJyD9ECNtkd3bR9gN0EyNvsfG0UydzjbDE9dDCEE+O8FQ3wMAJKw8y9XTBGGXdHKQPbs+SX/xIIaeRNygEyWEhqUZWGbs5TTa08hNDKgQGrnMGMP9qxyyQdhloXx823OgphnkMrtW9hHJEM9vAzc3urpuM9z/IGPDHyNll9A0c935AOhCQ9cMTCMJdgGVUhTye+gvHmJy7hXmlt7Z3mCBZKLEgYnPU8ztxTSSKyV610MIHdDRdQubDOnkAEpJ+ouH6C8e4sT539hwElu/H41sZnTN9d0MzfYsU3Ov3FbNfz4zxvjIx8lldvU8W3NDng0hNDQMDN3GtrJkUoMUc3voKxzkyux3abZnAUWkAqSKGLL3oAuTJf8KRWMESUQ1mKcdbV4WJ2W4thpDScIbPOSo66/EV5VURE7c6uvM1pn/5lmGnr+PiZ9+hKjjM/uNM3jLbfx6F3e5RdBy40S4EHTn6gDkDg4w/Jn70BMGQctn4YVz+PU7lwj2WzX8VjXml77DEAIGdpk80CsZu/bZ8lzA69/Yfn5gZ4m0dIbkxF6k72M2atgjYzeldlSBZOqrJxj5/CF2/+mH0RMmQcOl/PYUiy9dJOp+OEs9Z77FpV85xuBzexl8dh9KQah0Lv36uzTO3n522jLTaJpJKtHPfXu+RDG/t7dMlAShG4v2KRVXaWjxywQCP2jT7i4h5fceYbUmdEYHHmHf+Gfj0EiPfD32Zl2k6p0TMfOXrpvomrVimDUMpAzpOtvnr0gnBzm45wuUcvsRQkMIgZRxo0IU+SgVxcV1QkMTsdHVdRtNaAihYegJWp35TSexjRCGDp7f6h0v3q8Q+srx7yR03SaTGiJpF3uk9QopIyLpE0U+UkW9hgyBrpkYenLF+zWNFP3F+zB0mzOXf4+uG9dlCyHoRk0iAvrMMRQKJ6qvrEI2g1RrE2lqJZG2iuP/8x+tOEaty2XO/rPvxoZUQeXYFPXjswg9bh6RXnzNl16+RPn1K0ReBALe/ztfW6lCWn79CpV3puPSR6mQfoi6g2rWnYUrXP2TXyFy7zwvbjqn8/P/7RChr8j3GXSaEemczrEXd8bvvCOjKz2PoF6L617DgPbZEwS1mwu/OQtNLv/q2zsa2J2GDCIWX7rI4ktx87cwDfb8r7+IFxprkmha0iL14F78mTL+3PZ72k0zjW1lGCw9QF/hAJEMaHWXaXcXaHbm8LwmUoZomoFt5cimh0kl+/H9Np07WHB/J5FK9DMx+lzsvRInWprtWcr1CzTbM/h+i0gGCKFjGkmSiSKpRD/p5ADJRJGEXaDVmaPZ3rql9Bp0zWZ08FGK2b1omh6r6PpNao3L1JpX6TjLhGEsra7rNpaZIZUokU2PkEz0kUwUEQjKtXPbnsQiGbBQPkGru4ChJzB0e2Wpn0kPU8hObOhp3yqanTkarSlSiT78oEvXKdNxK3S6S704eIsoCtA0k6SdJ5+boL9wiHRyANGjtSzm9zLU9wBX515GKYkXdRGGIKMVkYQIdCyRxFFbx9Sl3CCRdqOn61x3HaVCeiFCg2TRplv1NlypqlAS9VR1hRBoQqEndJSEwAnRbYmVNmkvrR5LaAI7a+I2tnbCzKROIm/RWnAwEjoyUshg1avVDYUK2mvIdq5HIm/d9BibHtsWJFI6//D/Nc3nf6bI5DmXejnkc18u7mg/OzO6vkfn/GmEafYWROKuuPEfJfRMkpG/8kXKv/PKjoyuoduMDDxKf+E+gtBhqXKahfL7NNqzGxoAIXTSyX503cZxbz5xfRToKx7ENlcZlJrtWS5MfoN6a4qN4qX1Vtw9ZugJMqkhMqlhOs7Slsmt65FK9pHPTqDrcadiEHaZmX+D2aVjBJskhirE1zI2vqPomkXH2UncTdFxljac+EYGHiWfGbujRjcMHZaqZwgjn3Z3gUZrCserbxifb3fnWa6do96c4uDuHyKdHFj5brDvKNMLb8YrAAIWvavoQiNUAbaWxhQ2TrT1klfKkGrj0sqdjCJ/xXveCrqpM/GxIZbO1fHbAVbGJOiGaLpAtzSCboiZMgjdiCiUZAdTSKlIlWyqV1qgFAOHC7hNn9xIiiiQODWPwniGhcbqu1DcnUEzNLxWgJkyiHxJFESMPNhHpzxLcXcWp+oReiGZoRSdZZfMYBKn4RH5knR/Arfho1s6URDh1DyKu7PMH781giAlY9IbwxSEvqI0ZNKqR/SP7IzAf8fNEWa+QPrQUSLXQQDtc6fWSnV/32CzJoqQqOsRdXbWlSOEYKB0BKUU80vvMDn3Kp6/eWugUhHt74Wi+y2QTY9ct7xWLFZO0mzPcLMEVRi51FuT1FuTCLZvsGwrR8LKrxzP9erMLb+3qcG9BqUiOs4yHWcZ0OCjqATRBEbCQAYSzdSQkcRMWegJA6/mkBrK0JqsA1BrXqHemtxmd5uiUr9AKlHi4O4vrEwACTtPIlGk3Ylb5CUhUoEpbJJahlq4sNVOV/Zda16l1ry6o1MVGpgJnUTWZOhIkfpUi9KeLDJSNOc6JEsJElmT6mQLTRMkCxZuK44FD9yXZ/F0HJIsTmQYOloi8iMuvThHY2ZtSGDgYIHmQpeh+4s0ZjtYaZOlszV6DZnY6djY9+3L0lxwkKHEShuEXsTwAznsdOw5KwVuw8OpedSnb72ixnMk77/awkoKLp92+OKf7eO5H8lz/v2ddc7tzOjqOkahiF9eWiGXvhOqEVo6Qe7pI2Qe3Y+WSaJZOlHXo/HicZqvnAIBiQOjFD/7KGZ/Hn+xRuPF4ziX5lZCA0Z/jtyzR0kfmUAGIa03z9J669wKhZ+wDPLPHSXz5CFUGNF64+zGygSRJCg3iTo7Py9NGDTaU0zOvYLnf/8X3ptGmms8nEopPL+5o1gpsKNSOKMXn42PB2Hk4Qc7jc19NCuvzHgeK5cgOZgm0ZeieaUWtx1LRdD28ZvXdyvuLH6vVESteRXHrZJKxiWVQuikE30op0tKz5PUsyS0NLowCZS3TaN7a1ASnLqP2/Dp26eRLNrolo7sBrQWurG32VQ4VY/Sviz5sQxiPjaaANmhFLmRNF6zl5Sr+0SBxO+sXRElizZRGMe3EzkL3dLJDKTIj6TJDSXJDCUxEjqaISiMp5FSkhlMYmVMNE0gI4nT8LFSBsmijWHrOLX1E52WS9P38z+MMRCHCZwzV2j8/kvruhbdruTVP2zguZJWLeL3fmmZbMFg6sLOmqO2b3SFIDmxF6s0gJHLIww9zma6zu2p6uoamccOkHvuKJXffx3lBwz9wufpnpmi9XYs553YPxJ/dmqS1rHzpA6PM/DnPs3Sr72Ae2EOo5Sh/089i5HP0Hj5JFrSpPC5RzGKGap/dAzCiPSDeyj92NPUv/MBwWKdzJP3oWfXk2FHHYfZf/S7KG/niS2lImaX3vmBMLhAzxOLOSFAkE4OomvWbZdMbQYpQ+R1LZmmkSKV6Ltj/LV3FQrc5Q66qeE3PVQg0Yy4nlhoAq92e85JEHbpOJVVo4vANFJ0ZRMlFIHyWIyuoAuTrFG6E2e0KUIv4sqr87FnO9+ri0eBhCiU+N0wpqqOFJVLTepTbWSk4i5SCVIqyhfrRIFi4VR1XVz2GloLXaaPLSHlKhOajCTVK01CP6LzwmzcSKFA6IIokHSW3JXmCqEJZCARuoj5tf1NKoQ0DWOoROLgBADBfHlDVRaloNuOxxmhuHrWQ9O9lUqG7WLHMV2/VsavLK08TFoiEROZ36JcizB0kgdG8ecrdN6LeRC652Yw8ukVw5d79gHCRofKV19Duj7d01OM/Oc/Qvapw3iTS9gTQ9i7hyj/xnfpHL8CuoaSivwnHqDzwWW8qWWyTx+he2aa6u+/AYC/VCd5cNf6ASlW1Il3iiB0qDZ2xuXwvYxWZ57+4iGEiMMno4OP4XhVyrVzN13y3wpcv4Xr17GtDEIIUokSu3d9gqm5V+m6lW3XJX8UaE/VAegutNa3p98BxBUc119zga6bKBTdqEmXFjo6ERG14O55udcQ+fH7Hm6gWKyiVY4zGap14rIA15z9rWgPpo8tETgbbNtz8tYcu7e/jcbDTaojlJTI61a2st3ddodqMq3xU3+5n1/5+9sPFW7f6CqFNzdDYnQCs78/Di8IQWJ0nChXxJm8RWOjFFHbwd49iF5Io4IIo5DGvdx7cAwdsz9HsFBd0S+SXY+g3MAaKiBMAz2XhDAirPeWopEkWG4gTAOjkMGbWsYsZWm/vzrGYHFn/BHbQcdZIvoIafHuNCr1i4wNP4Vtxcm0hJ3nwMTnyaZGKNfP0+rM3VHj67hlmu1ZsqlhNM1A1y2G+x4kaedZqp6h1rjcS5J9j7fw3pXhqQ2S1rE7pqFTMIexRAKFwpXtbXWkfa9jI4N7VyAlsrvqaMnuWidyaMyk05J4juT+J1KreQ4BqYzGyJ67mUgTAiOXQ08kMUv92ANDuLPT2MMjt2x0VRDR+eAyyYO7GP6rX0K2HJQf0nq7x86vVK8TbrN6SXXtnw3Gu/W53Gm4XuMHqpqj7Swyv/w+EyMfR9PiJZRt5Rgb/hilwgGa7Zk4EdO4jLtF0nC7CEKHxfIJ8pnxlSSerpuU8vvJpkdpFo9Qb16h0rhEu7uwJhTx/QxNGNhWloRdxDIzmEYibgfWDDSh9+q6E+Sz4xtub2spkloGV7YJVUAgPxoCpu9bSLVmdSu7zhr+h9G9NoszPp0m/PRfG2D28mqs10poJNN3MbyAUkjXxRjbjZHNYw0O4y3Mxcw+twqlkI6PCkKcM1O4VxYJKk2CxV7TRSTxF+tYo31xEXYQJ97MgTz+Qg0VRESNmOLQKGXxpmLCZ3OwgPJDwnqcrQyqLazRvpXDWsNFhHlnmS2vMfH/oEDKgJnFt9B1i5GBR9C1eEbXNJ1MapBUso++wkEct0qlfoHFysltlRxthUZ7hkvT3+Lg7i+QTg4CcWjDNJKU8vvIZ8YY6n+QVmee5epZKvULm8aY9WQaPZnCr1fumFrxnUQ6OcBA6Qj5zDiWlelxWZi9ZojV5gxB77+bOAqRCjCEhSliLbfwJk0R1yP1xBGyn30KgPK//so65rXUU0fJfvoJhBA4py7TevEYsrWarRcJm8KPfQJr7y7c05dpfH0tmb0wDax9u7APjGON9KPl0ghNQzou4XId9+I07tmrqO7WE4WwTAo/+TzW7mE6b5+m/WLc4ahlkiQfvo/E4T3ouQxISdRo412exTl5kah68/yKitZ6ulHHW/O8XDzh4LuSZEan3ZR8/VdWn/F0XufH/kIfO8GOja4zO0nUbSN9DxVGJMZ342zA7r8T6Nkkei6FN1shWK6jpEJLJVZmn+ZLJxj6S1+g/898EvfCLMlDY+jZNK2vvo7yQ9yrizgXZih+4XHMYgZhm+Q+fj+tN8/iz8YXqPnqKYZ+4XP0/fSzBAt10g/vRbPN2xr3jbiW2beMNPn0GKAQQo/JoiMfx6/HfevB90+izfXqXJr6FrXGZcaGnyKbHl3pTtOEjm1lscwM2fQIo4OPU21cYm75PdrdhVsKtSgVUa1f5LhbZXzkGQaKh7HMdM8ICQzDJmMMkkr20188RNepMLv0dhxnDpw11RKR54AQaHYirrK5Be6QOw2BRjJRZHTwcYb6H8QyUmtaq2MPS/W4JeJVniTuANOEsbLiuB6RCmlHNUzNwsQmEttfAQjTxNozgp7LYI4Nrje6jxwi+eDBWHjUMum+f26N0TX68iTu34e1dxTv/Fo7kH72YXI/9DTmUB/CMhGGxjW9N4RASUnWD/CnF6n9x2/gXdxCzVrTsPaOkjy6n7DWov3K+6QePED+xz6JNT4UM8ddE0eNJOmPPUDlVyM6r22DX0RKonYcjlFKxfHd62K6rXrU223Eb/2LJWavrD7XiZTGqbfuZskYoHwfbzGuDTSLJboXz22bj3JD6Bp6LhXX8P3s86AUKozw56os/9ZLhMsNvOllFn7pjyl+/nHyn3oIf7HG0q98E/dKHLyOml0qX3mN3DNHyDx+EBmEVP/wLdrHLqzEgbunJin/7qtknzqMPTZA8+WThPU2YePOtwtqQu+xb8VZXUOziSKPIHS+L5fEYeSyVD1NpX6RgdIRhvsfIpMawjIzaJreCwNYJHWLXYknGOx7gPnl95hdfLtXO7szKBRdt8L5q3/I3NK7jPQ/TCG3m1SiD123Vwy+ZiTJZ8fIpkeo908xvfAGtcblFc4FIQTJXXswswWaZ98n6t4+69ntQAidYm43+8Y/Sz4zfp2hlfhBF89vEYRd/KBNEHQJeq3PkfTRhN4jHFofYogIqQQztzSmsNogqjbRcxmssUHcE9fJ9Ro61p6RHkF/hDnUh57PEEyvJo2M/gJ6NgWRxJucX7Nvc7CINT6MdD3C+TJRo03UbKPCCD2fwRzuxxwskji8h9Jf+FGW/sH/dVPtOjSB0Zcn9eghij/zQ+jZFMFilagTJ78020LLJBGGgXdle4Q3Skpkt1eF4QUof+PKpdBXXDmz1iN3u5I//o87a27akdG1BodRUYTVPwhKkRjfQ+uDY/jltd082QfGMLJJpBfQnawQVOILmTowhPJDnKlV99zsz1H84pPUv/UeztlplFIYxSxDf/6zpI/upvFirOXlT5dZ/KVvbDq2qNml9o13qH1jY2IVFUQ0XzkV1/320H737uhBh9LH9Ztc7+le66//KCAQO2pS2AyR9Fkof0ClfoFSfj/F3B6ymVEyycE13pppJBgf/hjJRInL09+m1Zm/yZ43hlKSVmeOdneBdHKQvsLB+JjpESwzs3I8TdMp5feSTBSZWXiT2cVjPVFJdceTpbeDdHKAPbs+tWJwr1Ep1hqXqTav0GzP0HXKNxCLx7CtHPnM+KZx3VtFVGsR9UJw5nD/mu/MgSJ6No1sdwkrdazdoxjFXOxRXquPL+XQMilUGBLMrZ1g26+fQMum8ScX8C7NEC5WUEGvbt40sO+boPDjnyJx/16skX6Sjxyi/eKxrQcsBNbEMLkvPIMKQhq//xLd988RLFZBSrR0EnN0AHOwRFSub+8iSIk/uUDzT95Aej5hZePthIBkRsPtSKSEvmEDO6mxMOnvKHq1I6MrdB2zUMLI5og67RWW9hvR96n76VxYIAgjru+gzD04Tthy1xhdYRoY+RTKD1FhFMdj+7IIQydqfX9mYMPIpd7ZYqn0IUMIbY0O1u0iCLssVk5Qrp8nkxwkn51goHiIfHZiZfkrhEZffj9R5HFx8pu4fv2Wj6eUpN1doN1dZKl6inxmvMe4dQDbyq8Y36RdYGLk43h+k8XKye+p6LquWQyW7u9xOcTjjSKf6YU3mVt6B9erfyTjiuqtFe/SHFlrdK3xIYSpE8yV8a7OYe8bwxwdQFhmzE2sCfRSDi2VIJhfRjbXrhrDhQq13/zmCo/x9VBBiHv6Mu1SHnNsED2bxt6366ZGVwiBXsgiux71332B7rHTK4YcQLa6eOcm8c7tIOSpwL88S+Xy1p5xMq3x6Z8s8OofNUmmNT735SKZvM5rf9zkg1e3v4ra0Zvozc8S1ONSKxX4eEvzRO0NDqYJ6m9fIqjdcBNa7rr22rDSpPn6GQqff5TiFx4HAdLxab5+mu7ZqZ0M7x42gRA6unZn49cQN0802tM0O3NUGxfpKxxkdPBx0r0Cfk0zKOX301+cZGbxFhSB10HhuFUct0a1cYnFyklGBx9nsHT/ddUVWcaGP0alfpFQeYTtJmGnGdeSf4QwjAT9pcMrk59Sinpriun51zckJ78RAnFHJ85rUH5AWGmg/ACjv4CwjJUuTnNiGDQNb3KOcKGCiiTm2ACabRG5PloygVHMIQwdf3Z5JZS3Zv8bGNzVL8GfWUS2uuiFLHohs71BhxHu6ct03zu7xuDebdhJjQefzvCdr9R57ofzSAmn3urw3A/n757RBVCBj57No1kWQmiEan1SKGw6jP7sx1FhSO2187ROxTNI7dXz66Q4pONT/dob6JkkwugRYvshUdu5pa6wH0jcUIa2Ef/qVjAMe6XW9m7gGo9E163Qas+xb2I1ZmkaKQrZ3evIt2/ziPhBm2qjTbu7iOvVmBh9doXKMJsaJpseodq6gjB0rHwfKgjw6+WPLJlmmxkyvWqMa+ewWD6xLYMLIDQDw1jfQXknECxWkB0HkbAwBksEM0txPHd8CITAv7qAbHeJmm2s8WFEwoIG6Lk0einmygim5jdl9kKI+N029BWNw17HDZplxtqHgDCMdRLzGyFqdXHPXe0Z9GudKKKXbI0bSVY7KWG1oFSs0JPe+Hk8zO0ReA2OWQxPWLz17SYzlzye+5HCTbe5Hjuu002M7SZ98Ah+NW7NDNtNIn/tbDb7a68Agvyju8k/sZ/2+YW4tMvZeNaTjo/c5DvNituNVbj2YuhJE+lHG86u24VmGysqpDdCmD0u101aBz9MRDf06us9Lt7twjLSJOzCnR3UBpAypNq8TGp5gFSir1d1ILDtHLaVuYNGdxV+0GZ28R2KuX3ks2NAj5cgNUitM4Vm2ejJFKmxfQStOir8aCZys5d0vB47iXWbRpJUYn1pki5MElqaQHr4aq2o5HYRLFSQbQe9lMcaHSCYWcIcLMVS9ZEkmFmMuTDKDez9u9DzWcLFKlo+g9GXj3k5JhdZx+4uBHoxi7lrEHvfGNb4EEZfDi2bRrMthGkgbBNhmjuqm5euR7hUQwidRKK4Eq6xrCyGYdPpLIOKAIGmm0gZ9EJsJiDw/RaGkUSpKFZyQRGGHoZh4ziblzx6rmRxxufL/8UAU+dcJs+7FPpMaks7e6Z2vl4RAnduGm9+Ji6vuIHwRpg6mftG0FMW9nABb7GxzjDqKQu7mCLyQmQYYaQtwpYXS7CrOJuo2wZ+w8XuSxE5AV45DlVopo5VSpE9OEBnshZnHt0QLWHERjiU6AkjVoew9J7qZxh/1vHRE0bMGdENyOzro3lhGavQ8yBETFvnN12MhIlmGXRn6zu+RHcUSq3r+komimhC2xa1i6YZZDOjWGb67oxvA3TdCmHkrRxT69Wc3i2EkUfXLa8YXQBdGKgogihC6AZ+rby5J/YhYKPz324lixB6rDRhrb+HtkhSMkdphzWCcPGW6sTDpSpRx8EYLGH0kmnmSF+cRHM9goUKwraIqg3EwXGsiSG8i1Po2TR6MYvsukTl2tpVhBDYh3aT+9zHSD16CC1po4KAqNVFdlyiegsVRghDx9w1gEjY2x9wJJFe0JtcY/0816vjeU2SiQKl4j4iGdJuz5PPTyBlhGkk6XaXew6MIp+fABUnuj2vSbV2EdfdetXRbUu+9ssV9hxOcPWsS6MSkc7qfOer9R1d7x3X6UbdLsnxPfHspBTdi+fWKQNrCRM9k8BbbtE5N7eujzkxmCU5HC93zVwiJgSpdEDFf0deSFB3CFoeQcNd07ttlVKkJ4qYaZviw6OoUCGjiKjjoyKJZhr4TQej45M9OICMJO5CC3sgQ+v8EsnRPNILaV2pYPdnMBeaZPaUUFKRHM7Rma5hD2Rpnl9Ccz/68IZSch3fbirRR8Iu0u7evMfeMrMMlO6/W8PbEGZPy+waosgniu7etdS0WFVhFT0FBCFQUWzY/OryzrWy7yA2kg6yzPS2yHxsK8dI/8MbhpW6sknXPX1bY5NtJ24i2D+GORST5RiDfeiZJN7lGaTjwbXYr5RxiMEw0AsZtFQC78oc8obYrbV3lOKXP0fi0G6UF9D94Dzu2auESzWiZgflxQ1RxkCB4s98AWvXwEZD2xy9embXq+O6tbgcMwqQUYCuW3FdvFtDyQhNN9E0E9etous2Uoa0WnOgZMxpEbqxIsnNQgsqVv4tz68+y3NXfeau7qwqaceeblCr0Dz+7srfNyYoVBDReOfKlvvQdIFf68aKvEmLyAnQbQM9YWJkbGh7NM8sELY3oGEzNIyUhTD1mAIyDGJjnU/GrPaGhnshLmHTTD1mvlcKAdh9sadgZG2sfILkcA53sYmejCW59YSJu9Akd2iIqOvz0QcWYmrErlshCF1MIwHEJOEjA49wYfIbbLWcFEJn1+BjZNPDOz6uYSQxNHvHVQeGblPI7cE0r8UfFV7QuqkysBA6tpkljNxtaZtdtyWpRD+5zOjKJwpF21kEGeEuLxC0W0TOna/H3gn8oEMQdq+bHATF3J4V4vfNoGkG48NPkU2P3L3BKRWXe0mFXsrFsd3+PCJp400uAAqCkLBcRzoe5tgQImlj9OURmkY4X0Zer7BsGmSee4TE/jFUGNF56ySNr71MsFSFG8hvbqesT8qAdnttiObGGHmnu7Eqi+tuLTO2ETQN8n0GzWpIJGHioE0mp3Pu/S7RDk7hFpojPMLbaYYAOtO1WKxuug492jUZxuTPIFCR3DT+6yy2CFoeQhMrgnlWMYXdn6Z1YXlFPA9iGXcVSWQoV0IRqkcDJ/2I+W+dJeoGdOcasQ8hBGHXp/7BDLoh1oRNZagQ2kfjLHl+k1rzMgPFIyuSLcP9D+H5LeaX3yeKeu3HsXgYQmjYVpZdg08wOvhYT/Zdou1giZ9KlDgw8UN4XiNW9G3P4gcdFHKla2o1D3HtmDl2DT7OUN8DaMKI1WXDLo3WzE2JcQzdZmz4SfLZCWqNy1QaF+l0l+MuPyVXzw96iRcNIXQKud3sH/9Mj/s3fonbnQW6PfUIFQaErfomR42bLHo3f9WTFPH/31jxcU2DTSkZD6W3nI6X9PH4NlPJCHvXoa9wcCUGOTzwCNXGFVqduV43o7o2KoSmkbSLjA8/zVD/gwihIWWE0LR1Hm9Sy2JradpRFV0Y5Ix+lv2dVf74M4uoMERLJbAmhuN6XCHwL8+unGewWEE2O5hDJYxCFqO/iFIqrly4ztM1B4pYEyMI0yBcrtP8kzfW1fBeg5a04wTa9wHSOZ2f+qv9/P6/r9A/bPKFnyth2YJd+2y++ZvbN+IfydleS07d6Mxvx56pUBI013pCkRPgLrXW6jnBmt9tlDDzr3123e6EBn2DOoO7S+iGiHlAheDiuw0yRZP5iztr+bsT8P02i+WT5DPj2FYWIQSWmWH/+GcY6rufauMKjldDKYllpkknhyjkJkhYOYTQaHeX8IMWpfz+bcdWYwmcPgq53Qz2He3FTa9pedUIo7i7TggNy8yQSQ1RyE70xhcbMiUl1cZFlqqnuFmCRwiBaaYpZHeTz4wxMfJxXL9Ju7tA163i+x3CHpGLodsk7QK59C4y6eFV0UwUQdhhcu4VwvDm3nI2Pcxg6SiWmUbXLQzdjv+rJTAMG8NIxefSQzo5yBMP/BXCyCOK/FigM/KIIi+Wgg+7zCy8hbdBwjAIHRbKx8lnx2PNORGHiY4e/GmWKiepNyfxgw6aZpCwCxSyE5Ty+0nYBYQQtHsaagPFw2u4TjQMMkaJrF7C1lLoQkcXOy8P9KcWUUGIlrSx9+1CL+ZQvRbda7cumK8QNTuYY2nsvaNxEi0I46aH67q4tHQSLWnF4R3PJ5jbJIQiwBobRM/cnaqMOw3DEgyP23SaEZ//cpGz73U5916XL//1ge99o3unIYMIgjvjgioJzbLPrkNpUKAbgsCTRKFiafKjadZQSCqNi8wsvs348McwjdRK620+O0E+O7Hxdiqua7069zICyKZGsKxt1kL2oAkd9J7UuZWlmNuzre2kDKk0LnJl5qWbhhauR+zJG2iaQcZIkEkN3nwj4ti36zWYWnidSuPSthQrMqlhxoY/thK2uRk0Tce2cmyW8gkjj6Xq6Q2NrlIy5qVYeo9dg49hGIme4S2xZ9cnYQNq596WtDoLXJp+ASkDsqlhUsm+676N8KIOlkgQqRBfdmlH9W2dz5qxl2vIdheRsLEmhtELWYLZZWR39ZmPKnWiWhNrYjjmayjmiKpNosba+6uCXqMTMV+2nksTLq9fuRoDJVKPHELLptZ9970IJSGKFE9+Jku2qPPWCy1a9QjT2mEJ510a3/c1Alcyd6GDaWlIqdA0gdeJiMKPrscpDB3mFo8hZcjowCOkkv1beq1SRrQ6c0wvvMlS5ST5zARe0Nq20fX8FvXWFH36gRU14O1AKYnj1SnXzjG7dGzbSseRDGm152hnxkkl+jYkdtn4eLEkfL15lYXy8Zh1bFvaYx8+/KDNzMKbKBUx3P8QtpXbUuI9ivyVBopy/QLJRImOW15jdCGWX+9GTULizPwtIZIEc2USR/Zijg+j5zO4Z6+s8WBVEBIsVklIGRvmfBrv4jRRa228PKo24uoEpdCyKVJP3k/rO8dQTu++aBrWxBC5zz6FfWj3XaFZvRtwOhGn3u7w8McznH2vy/xVj5HdNlMXdva83TGjm0xrPPZcigefTGHZgje/0+HNF9bOgJ/5yRy15ZD3Xt3ZEv3pz2boGzL4k99uEPi3Z/j2HrI59HCCYy91KC9sHH/zXcnc+a3HKGXEzMKblGvnVj5rd5dQd5HQxgtazCy+RbM9S19hP7nMGKlECcNIomsGUkZ4QYtOd5l6a4paM44XKiVpO4tcnPomlplGKXVTIhrXq3N5+gWWq2fIpIZIJ/uxrTy2lcXQ7R79oIZUEVHk4/ktum6ZVmeBZnuWZmd2nZz3Vogij8XKSdrOEpnk4Iqsum1lMY3kCuWhUopIBoSRg+s16HSXqLcmabbnerSS238+6q1Jzl752o5i3Vsh9rbrW/7G8apMzr1KvTXFQPEQucwYCTu/QpsZSQ/Xa9LpLq7cw64Tn5fnNZicfZmlysk4dt1dIK3nSWgZXNmhGzWQt5H+9WcXST1+GGvXAMI28acXV7rTVn+zBGGENTGCZpmE5TpRa+27ErW6OCcukTi8By2dIveFZ7B2DRIslFGRxOgrYO/fhTU2hHvuKsZQ37oW5O9FeI7ixa/WOTFsUlkI6LYl5YWAb/32zpJyd8ToCgH3P5bkx/98kdPvOMxeCWnW1hufg0cTTF3auRey77DNxAGLb3+1QbBFdYadFBT6DJbng00TXqVBnYMPJjj97u2GCtSGKqpCgyc/kebzP53nd/9dlbMf7LD9VNfiErtNOqeiyKPWvEyrMxcbI92Omb7QUCikDAhDFz/srhFADJVHpXFhBzZJ0fUrOH6Vcv18HO/UesTamt5L5sRxVKVkfNwVJrVbKw8Lwi715lUarSkMPbli3K8Z+GsJJKVkbOylTxi6vSTdzifjuKV4c4ao/ux+EmaehfopQrnxc2vqScZKj9L1qiw2z27zPDuUa2dptKaxzJja8Vo3nVQRUgYEoUsQdtdIFEkVUm9N0mjPrCQX+8xdjNgHCJWPE7WQRHSixi2xjvlTi6DraIaBdH2C+fK6NttgehHlB+i5ePIOy/VY3uZ6KEXn9eOYQyWyn3kSoy9P5hOPxAxeSsU81lLhfHCe+u9/l+zzT2D2RCG/1+E6ktkrHgIwLUGnFdFu7MzRuiNG17QE+4/YVJdDvv7rdRrVcMNOvl/5x2Wim+gV3Q6OPp7koadS/Oa/rq4IyN2ID95wOPOei+vcnUJ5JcFKCMb2Wpj2zpZNWspm8MvP0j5xlfa7l7f87U5Kq8y+LJmH99I9P4s3s32S8dyTB1GRpHXs4h1ZshuFNChF2Nh6FaGUJAg7BOFHWeYl1lB0bgZN6KSs4i0xyG10jgKNhJmLK1I20IRLWSUOjXyOxeZZ5msnqAULRCokqWfphA0kIYG6NTY7f3KBYHYpruJZqhFV1quBBPNl/OlFpB+gHC9uGd6gK1R2HGq/823cM1dIPfUA5kgfmmXGzRZzZbrvn8M9cxXZcXBPX8HeP0ZYbbDp5KkUYaWBP7tEsFS9Pfa4a53D2iq3L0LEFVFb5IYyeZ2/8ndGuCYirumCZFrj4gmHX/8n2wujwR0wuuP7LSb2Wxx6OEEqo/PgU0k8R3HyWJdWPb4ZY/ssdvV0hGav+MxcWftQGAYMj1sMjZlYtkAIiELFzBWf2aux1ySEYPdBm1xBR0aKuamApdmAKIJMXmPfYZtPfDHLyITF05/N4HYl81MBV87FxsKyBQ99LA59dFqSi6dcOq21OkiptEYYKgZHTYSAxZmA+Wmfa52jli0YmTAZGDUxrdjvCnzF5EWPpdnVh8BzFLVyiOfscIIRoKdstDusaBFUWtReOL7j7Zpvnr+j4xj88rNIL2DhV75zR/d7d6BYat78/O+0C2HqCfYNfpzJyju03fVih1KF6JqJVFGvUC2iGS7T6SXPAnXrk2O4WGH2//FPt/yN8gMW//6vbmt/yvXpvnuW7rtbrwA6b52k89bJrffl+VT+7Ve3ddytIAwdoy8LkUQkTISuoScsvMU6etLCn988VOA6km/9dg2tF41KpnUefjZNrfwhe7pjey0efjrFyISFZQse/0Q6NkQXvBWjOzhq8NDHUjz1fJoXv9bk1/6P66gdBey5z+Yn/2KRMIy95ic+mebs+w6/+0u1FaM7MGrw43++iFKQL+m0ahH/1z8rMzcZkM3rPPBEin33J8gVdB57Lh7D+691VoyuYQkOP5rk8MMJ0hmNf/E/L3Lh5OoD+sQn0zz9mQyNWghKkM1reJ7it/5NlQsnXTQtDqF8/k/l8T1JJq/zyDMpjr3U4av/obbG6M5P+bzwe03KixvfjNwzh3AuzhMsN9EzCZIHRvCmy0Q3dPUkD46iZxN0jl9FmAaJ3TGPsTVSRLMM2qem8Ger6LkU6SNjmP05pOOv8WitwTyZR/chvYDOySmCckxQZA7mSe4fQfkh1nCBoNKi/d5lpBegJS3S949jDuZxLi3gnJ9bGZM5mCd9/zh6JkHUdOicmiKotNBzKbKP7CVsdrFHS0Rtl9a7l4jaq9542HKQ3e0ZBU0Y9Gf344Vt0lYJXbNoe0vUOjNcIzMZyB6g41VI2UVSVhEv7FBrT+JHXYTQySdHyCQGEUDbK1Pvzq54j7aZpZDchW1miWRA21um5SwgVYSumYwWHkLXDFruMvXONJFaDZkkzBzF1DiGniCI3BvqZgXZxAD55C6E0Oj6NerdGSLpkzBzZOx+IhmQsvsQQtByFmk68ygUxdQExfQ4pfRuwsjHC/fQ8apU2ldW6n8jGSBVRBh6XDP5CsjoJXJGH/PeJRJammb0fSBb/xFAWAbp+yfiNmJdw8ilUFGEc3nxplSyoa84+ebalcnkeYc/+18P80e/tn0i89s2usde6nD2A4ef9hWFks6///vLOB2Fd93y/d1XunzwRpfB0dF1oUrDEjz2XJpESuNf/i9LBL7Csoe4es7jgzdWl6EDwyZ/8Ot1jr/ZZddei1/4r/q576EECzMBi7MBX/n3NRIpwfC4xS//g2U6LUkYrB6s25L82j8r88kfzvL5P5Xf8Fz2Hrb53V/q8OqftOkbNPi5v9HHQ08mmTzvYdqCJ59P43Tj/dhJjb/5Pw1x6pjDuRvitrNXg5XJYiOUPvcI5Y4XG918mvyzR6i/eBLn6uJKLDd1aBeFTz1A5+QkSoGRSVL45FGEoeFcXkRJueIRa0kr5iSWksSeAexdJcpfe5uw3kFJhZ62yTyyl6DcWjG69q4+hn7uEzRePUPUdMg/exglJa23LsTqHUFE+ugEespeY3T1dAI9k0BFisxDe9BzKWrf+gCzlGHoz36S+kunCGsdsk8cAF2j/p0TK9s23zy/Ukp0M+iaxd6BZ+h4FRy/hqEn6c/uJ5Iv0XQW0ITOaPFBgshdKdESaHFDQwSF1Cjjpcfp+jEnQCm9G10zKbcuYWg2Y8VHsIw0XtjCNtIoJG1nCYhQvSaHYnKCtD1Ay12MOx8BU08xVnqEtNVHx6uQtvvIJIZounFLdtousbv/Y3hBC6kkxfQYCTPDXP0UKavE/sFP0PGruH4Dw0jQl9nL5eXXaDm9zi/iLjSFRCq1jkshlB5TlbdpuavLWVtLkdSzpPQ8pmaTNwdoRZU7otdnWYJHn0lQXoy4dPZ7V+k6kRI8/vEkzZrkxDubh92UH+Jcmo+fw15I4ZpG480gNCj0GSvFFkII9h9Nrni+28VtG93AVzid2MCFITid+O8bEYUbM7bpOvQNGdSWw5VqgvJCSCa/tmRocTbgrRfbtOqSVkNSXgwZGjXRdRGPoSsJfEUUxsffaAxKQhhszu5Xr0S89WKHxZmAWjlk9qpP/0gcSrAsQbHPYPKiR60cYSUktUpEOnfniVwSuwfRH0rRPjlJ69jFlZiZnrZxLs5T+85xVCBXbn5YaVF/+TTSC0jfP07hk0cxihnCeoeg3KR57BLmwPqJJmq7tI5dxLmyGHsAR8ZpvXUB6Qa0j18led/oOipOb7aCP19F+iHyU0dJ7huOC+GBqOvTeu8K3XMzyCAkdWjXGqN7TV5puxAIHL/OVOUdQHBw+HmG80doOqucE7owmaufwA+7CASRiolQhvP303QXma2+hwIm+h5npPBAbHT1BNnEINXOFHO1473SO7HizUoVMFs7jiYMcsm17bfZxADZxBCztQ+otifJJoYopFeJdobz9+OHHa6W30QpyUjhKEP5Iyw1L8Tj1Uwa3VkWGqcx9RQHhz9NPjlCy1mg1p3GCzsM5Q8zXz9NayW8sHoPlJKUW2uVt6WK0IWBLkzyxsBKUvVOIIwUU5eDDd+nW0EiKfj4Z9O88PU7K51k24L7H0kwPx2sGN2BYZ2f/gt5Xvlmh5PvxissFUZ4UzuXkALIFnT+u380jm7EaxupwGlHfOM37qJcz91A4CsunHL57E/keeKTaTqtiPH9Ft/4rbVB/OpySNgrF4tChYzAMNe26t4u6uVwxUOXUTxRWHY8w3U7kivnPA4/muShjyUxTEHfoMG3fvcWpcevzZbaWpVXPZcieXgMf65KsFhfMwNHboC3UEf1OumuvVb2WD/5545gFtPouVS8T/3mk0FQa+OXmyAVYbOLNVS46Tbpw2PkPnYfWtLCHMgT1tuxaCEQtrr4i7V4f40umnV7j1cofdruMkEUL/taziL92f1rftNw5nCD5hqyEk0YlDJ7ABjMHgRizznej8ALWiw0TrOr+DD55AhLzfNUO9trm7WMXsmdVyGUHl2/RtdbfekK6XFSZoFCaqx3XHMNy5obtGi5SwSRiwKCyMHUVpsz1I2txduArxyW/UlC5RMqf8ctwJtBNyBf1Al8hXtdfkLToNiv43uKZEoQRdCsRyuVRcmUIJ3VYo4VT9GsR0gJ6YzGw08lePK5JCffcQh8aDUjwgA0HXJ5DdMWhNd9LjRIpTVS6fg9cV1Jsy6hl/9KZzWSKUEqo3FjabdpCQZGYkmdO4F2PeIf/+21VSFhoGg3dlam95Eb3SiEE285PPWpDD//N/tYnA35zu83ee2ba7t6ZLTB3H2Dwb2WiLxVQxzJzR9yz1G8+2qHo08k+Qv/zQDz0wG/9x9qvP/6ztuCpevHYn6ahlnKoBdWKftkx6XytbfRUhaF5x8gbHYJlntE8WqDF1HX6P/xp/Cml5n9zVdIH52g+OkHtzkQtY4BbisIQ2fwZ55j+atv0Hr3MqXPPUzywHWeoNrZ/m56vGvcCNf+Fvq6jL6U4bpLIhCEkc9M9d0VDxPodanFS/aFxhnKrcsM5A6wq/QwpcxuLi6+TBDd7H6uJb6+xtuw8q2SzNY+YLr63pptgsgBeyDWy1tzDjder2v8CzuDKzvMexfR0LG11G0l1K6h2Kfzc/9ZgSOPJPjKrzT45u/F3mmuqPP3/8MIb3yny649JsmUxtf+Y5NXvtUhk9X4wk9leejJBEKDhZmQX/9XdVp1yTOfSfEjX84ytMvkr/8P/cxc8fmj32kxNxVy9NEEP/ozWeykRhgovv37bd5+uUsipfGZH83w2DNJTEvgdCT/6n+rsLwQMTJh8JM/n2d0wqDTlGSy2pqwXrejeP9Nd9N6/B2jV+xQLwc7Iri5ER+a0TVMga6DYQgMA66v+CgN6CTSGv/8f1riwslbl1Vp1iT5J3SGx0yqSyG+p9ZUKGg6mGYc0jAssR2S+jUYHjfxHMW/+3sLTF++9fhW+/hVso/uRc8mMftzazxCJRVR26H51nkGfuJjFD71AJWvv73l/vylOkZfluLzD2AOXhdGEJA+Mk7qyDj2WD+ZR/eiJS3aH2zNAmcNF0jsHSK5fxikIv/xwziXFwjKLfyFGskDIxiFdJzYu4swdJtcapRadxqBoJAapblBRv9GSCSN7hz55C5qnSmCyMXoNR+EkYuh2VhGmkj6LLcuIdAZyh/CNtJrjO4qBc6qCXSDFkJo5JPDBFGXrD1I2i5R78aaePXONNnEEJaRxA87cW2z0Ldd3netfTlh5XH8Ogq5jsT+eiS1LFmjtOIhm1oCU9hMuic23Wa7KC9G/NI/rvGL/9XaGloBWJbG5KWAX/6nNT73Exme+lSKt17q0jdgsPeQxSvf7PLyn3RIZzUa1Ygogm/9XpvQVzz28ST/8H9cTfTpOvz4n83x6rc6vPbtLp/6YprP/GiGM8c92s2I177V4dtfaxNFiv/2/zPAA48n+M4fdHjm02lMU/CP/scy/UMGf+2/L60ZZ70S8bX/uF7Z5laRzur8yM+X+K3/cxknvPVwy103un1DBs99Icv4fosDRxMM7TLJFnXOn3B5/Vst2o1YWTNf1PnJv1ikWYtwOpJzxx2OvdTZ0Yxy/K0uDzyZ5Gf/eh/thuTt77Z57Zvx7Pzw0yme/aEMY/ssJg7Y/PRfLjF3NeCF32tw9fz2DGgUwuAugy//ZyU6TUmrGXHy7S4njzk7Yh9rvHqGqOOiZ5J0T0/ROXEVb6GG8kMar57BX6oTtRwqf/wuyYOxJxm1HRqvnSVYrN8wKEntheOk7x9HGDqdk1O0nIsrCTN0jajVpfnmOVQQrYQdvNkK9RdPIHuSSM6F+dVtevIqnRM92kEjFiBVYUT5998idWgXKpQ0Xo81qqKOF8ve//F7RL1WT29qmfo2k2abQaoI20izd+AZTD2JQGOxceam2ykVMVc/znjpcfYNPhezgilJuX0ZJ2hgGkmGC/eTNPMoJJowqHYmcYP4/Psye+nL7CWfHMEy0hwY/ARtb5npyru0vTK1zhRD+SMU07sJpYd7HdfCfOMUlpFm38CzvbIuRaM7t+Y3WyGMPGqdKcaKD9Of2UutM81S8/wm7GWChJYlqeVwZbx/DfGhdNU2ahEn33HwXMXcZMBjzyQRApYXQ04ccznysM34PpM3v9theZMqnmtIpTUOPWDTbUkOPWBT6tc5eL+NZQs0LS7TPHi/jWlBoaiRyWkYJgyPGkxe9GnU4vDF5buc6DNMwehe+7a7Yu+I0fU9xbe/2sS0BJ67dgZwOnFN7OJcwLGXV8stqoshgadIpjU+8cUsV897TF/yiaQim9P50T9XpNuSnHjb4bt/0CSZ0fC9+GTDUPHb/66yksC7hqkLHr/6T8oMjpqgYG5q9SYszQe8+2qXd19b9WSiQNGoxYbh2HfbXDzl0qjGf0eh4k9+u46mxUuaviGDx59LcemMx/xk3FnTN2jwE79QxOlKLpzY/nIuars0Xlk1HrpmkkuN0ow82sevrnwelJvYnSSar2EaSTrXfXc9ZMWh8d3Ta+KaumYh0OicmFwxngkrHxM2y5BgqUGwtBqP9mbKeDOx9+HP1zatV3Qnl3EnN0hEuNB8Y7Ul2l+s4984QewQUeRTaV+m69fRhYkTNOh4cSmcVBFXll/HD7sbktu0nAUuL79C0iqgCYNIBnR723pBm+XmeSwjlnEPIpeuV13pOnP8BtXOFLXrFJ2DHn1mGLnM1Y5T785iaBZe2O51kYW9betcWX6dtF1C00ykDHH8OlJFtNxFLi+/thIDjiKf6co7azzZUHpcLb9J2u6LE4k3xKvXQtGKyrSiMmGvIUIXBgltZ6RGt4IoUrhuL/58XViv3ZR894/aXDjtcegBmx/72RydVp3L54LeiNcjDBWeKzn1nkuzEZ/rt7/eplGN2HfI4kd/JstbLzlUlkLueyCmG5Iy/lfXr/VGsuMqgp3CcySXzzgcfCjJmXdunW3wjhhdGcH0pY1nmW5bcuqdzevf9h22OPpEkn/5vywxdcEHFKVBg4MPJhiZsDjxtrOu/EpJuHhyvZGTMh7HRmOZnwyYn9x8mbY4G7J4Xa2tUjB5Id6PELDnkM2ufTb/9n9dYm7KRwjBnoMWf/6/7mdgxNyR0b0RkQxX+AUyySFMI0kQdjD0BEm7wGLQQtet67YQZJODGEYS129Qyuyh7S4TRR4Ju4jrN8ilRuh6FaSS2GaGVncBXTOJxPdu2c9G8MMutQ2TXIqms7nGmELh+HWcDUjYpQp7JVcbdxF1/Spdf/OMtB918bubv3Re2MILN6B3jBwCZ/VdUMg1pV/X4AbNFa/7Zghv6D6LVEgnusXk7g2wk4J8USOR1EhnNXIFbW2n5wYWtNCnMbzLpFaOOHvc44nnUmRyOhC/e41qRKlfZ3iXQbcj6XYkrqs49qpDsV/ng7ccDEsjldbimvyiRiqjMXnRj/8uxC3oMoKLZz0efTrJ3kMWhZLBgfttLp+7e8+3EDCy2+aJ57M0KtGKgzl3xePX//GH2JF2u6hX43DCJ7+U5dJuD92AAw8kiELF2fc/GirFG6EUVJdCNA0+8aUsUxd97KTgyKNJ6pWIK2duL2khhEDTTAwjST6zizB0SVg5Wp15pBn2OA3WvuSaZmIaKTrOMl4YqxIkrBymkSSSHn7YJggditm9SBlgmRmandnbGuc9fL/gziQzn3g2ycc/m2ZgWKfQl2J0t8nX/1OT6nLEpTM+QW+V2W5Jpi7FfCfJpMazn0uz7z6TIIC3X+5y6t3VePbp9zzOP+HzX/6dPi6cjhNpS3Mhv/lv6/zoz+b4L/6f/UipePO7DlOXfC6c9rlwyufP/40ii3Mh3/1GZ6Xp6JU/6WDbgp/7a0WW5kK++0dtqst3T2XA9xQv/E4NXRc9Evv4805rZ8cUN9ZhrvlSiLvOZajpcOBogqeeT1PsN1AKFmbimtypC987XplpCY48muCRj6cplHTCUDF92eftFzssTN+e/peh2xQyu3G8GoZu92KQEboWE77UWldvWEILknYBy0jj+o1eV5WPZWZAxfI4hm4TySAOMwgtlvyJvjcmse1A1yzGS49SaV/Z0Bu8h3v4XoZSatPI+kdudO/hHu7hHn7QsJXRvcuh53u4h3u4h3u4HveM7j3cwz3cw4eILcML93AP93AP93Bncc/TvYd7uId7+BBxz+jewz3cwz18iLhndO/hHu7hHj5E3DO693AP93APHyLuGd17uId7uIcPEfeM7j3cwz3cw4eI/z9uJ1fndOex6QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#wordcloud\n",
    "wordcloud = WordCloud(stopwords = STOPWORDS, collocations=True).generate(str(doc_list))\n",
    "\n",
    "plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "621aaa70",
   "metadata": {},
   "source": [
    "## Prepare text for analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "1147e5ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "from spacy.training import Example\n",
    "from spacy.pipeline.textcat import DEFAULT_SINGLE_TEXTCAT_MODEL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "759a98b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#set the threshold value in config and add textcat pipeline\n",
    "\n",
    "config = {\n",
    "    \"threshold\": 0.5,\n",
    "    \"model\": DEFAULT_SINGLE_TEXTCAT_MODEL }\n",
    "\n",
    "textcat = nlp.add_pipe(\"textcat\", config=config) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "54440003",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "russian NORP\n",
      "ukrainians NORP\n",
      "russia GPE\n",
      "kherson LOC\n",
      "ekaterina shevchenko PERSON\n",
      "ukrainian NORP\n",
      "usg ORG\n",
      "usg ORG\n",
      "zelensky PERSON\n",
      "biden PERSON\n",
      "today DATE\n",
      "russia GPE\n",
      "russia GPE\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "uk GPE\n",
      "4,000 CARDINAL\n",
      "ukraine GPE\n",
      "canadian NORP\n",
      "ukraine GPE\n",
      "un ORG\n",
      "ukraine GPE\n",
      "first ORDINAL\n",
      "ukraine GPE\n",
      "uno ORG\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "vladimir putin news page's PERSON\n",
      "the year DATE\n",
      "2025 DATE\n",
      "russia GPE\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "russia GPE\n",
      "biden PERSON\n",
      "ukraine GPE\n",
      "100 billion more dollars MONEY\n",
      "russia GPE\n",
      "america GPE\n",
      "2 CARDINAL\n",
      "america GPE\n",
      "first ORDINAL\n",
      "ukraine GPE\n",
      "nato ORG\n",
      "russia GPE\n",
      "third ORDINAL\n",
      "100% PERCENT\n",
      "russian NORP\n",
      "india GPE\n",
      "russia GPE\n",
      "eu GPE\n",
      "russia GPE\n",
      "british NORP\n",
      "the soviet union GPE\n",
      "russia GPE\n",
      "zelensky PERSON\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "30 million CARDINAL\n",
      "ukraine GPE\n",
      "a good % PERCENT\n",
      "only 2 days DATE\n",
      "3:1 CARDINAL\n",
      "russia GPE\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "russians NORP\n",
      "europe LOC\n",
      "nato ORG\n",
      "ukraine GPE\n",
      "clinton PERSON\n",
      "russia GPE\n",
      "fbi intel ORG\n",
      "russia GPE\n",
      "christian NORP\n",
      "russian NORP\n",
      "american NORP\n",
      "ukraine GPE\n",
      "haiti GPE\n",
      "puerto rico 🇵 GPE\n",
      "100 CARDINAL\n",
      "looney PERSON\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "tucker PERSON\n",
      "every night TIME\n",
      "us GPE\n",
      "depression &amp ORG\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "english NORP\n",
      "ukrainian NORP\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "russia GPE\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "russia GPE\n",
      "russia GPE\n",
      "over 60% PERCENT\n",
      "russians NORP\n",
      "nazi NORP\n",
      "ukrainian NORP\n",
      "day DATE\n",
      "moscow GPE\n",
      "putin PERSON\n",
      "russia GPE\n",
      "russians NORP\n",
      "ukrainians NORP\n",
      "winby peter bergen PERSON\n",
      "cnn national security ORG\n",
      "1400 CARDINAL\n",
      "may 5, DATE\n",
      "2022 DATE\n",
      "russia GPE\n",
      "ukrainian NORP\n",
      "1.5% PERCENT\n",
      "weekly DATE\n",
      "eu ORG\n",
      "russia GPE\n",
      "tucker PERSON\n",
      "every night TIME\n",
      "us GPE\n",
      "depression &amp ORG\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "may 6 DATE\n",
      "wan PERSON\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "biden PERSON\n",
      "700,000 CARDINAL\n",
      "70,000 CARDINAL\n",
      "ukraine GPE\n",
      "7 million CARDINAL\n",
      "777 CARDINAL\n",
      "3.5 billions CARDINAL\n",
      "ukraine GPE\n",
      "united24 ORG\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "japanese NORP\n",
      "ukraine GPE\n",
      "putin PERSON\n",
      "russia GPE\n",
      "54 minute TIME\n",
      "ukraine GPE\n",
      "putin PERSON\n",
      "ukraine GPE\n",
      "russians NORP\n",
      "ukraine GPE\n",
      "✊ PRODUCT\n",
      "russia GPE\n",
      "germany GPE\n",
      "poland GPE\n",
      "italy GPE\n",
      "china GPE\n",
      "india GPE\n",
      "syria GPE\n",
      "belarus GPE\n",
      "ukraine GPE\n",
      "tens of millions CARDINAL\n",
      "ukraine GPE\n",
      "millions CARDINAL\n",
      "ukrainians NORP\n",
      "europe LOC\n",
      "ukraine GPE\n",
      "russia GPE\n",
      "khrushchev PERSON\n",
      "tucker PERSON\n",
      "every night TIME\n",
      "us GPE\n",
      "depression &amp ORG\n",
      "ukraine GPE\n",
      "russia GPE\n",
      "india GPE\n",
      "russia GPE\n",
      "today DATE\n",
      "ukraine\" GPE\n",
      "italian NORP\n",
      "ukraine GPE\n",
      "ukraine GPE\n",
      "russia GPE\n",
      "russia GPE\n",
      "china GPE\n",
      "🇳                        PERSON\n",
      "one CARDINAL\n",
      "daily DATE\n",
      "$33 billion MONEY\n",
      "russia GPE\n",
      "ukraine GPE\n",
      "pentagon ORG\n",
      "white house &amp ORG\n",
      "ukraine GPE\n",
      "washington GPE\n",
      "nato ORG\n",
      "russia GPE\n",
      "nato ORG\n",
      "iraq GPE\n",
      "putin PERSON\n",
      "xochitl gomez PERSON\n",
      "russia GPE\n",
      "the red cross ORG\n",
      "22 CARDINAL\n",
      "russia GPE\n",
      "hillary clinton PERSON\n",
      "ukraine GPE\n",
      "u.s. GPE\n",
      "roe v. wade LAW\n",
      "ukraine GPE\n",
      "mariupol special report ORG\n",
      "russia GPE\n",
      "tucker PERSON\n",
      "every night TIME\n",
      "us GPE\n",
      "depression &amp ORG\n",
      "ukraine GPE\n",
      "daily DATE\n",
      "ukraine GPE\n",
      "roe ORG\n",
      "season DATE\n",
      "may 5 DATE\n",
      "l. wilkerson PERSON\n",
      "rob kagan PERSON\n",
      "americans NORP\n",
      "us GPE\n",
      "russia GPE\n"
     ]
    }
   ],
   "source": [
    "#Review entities recognized\n",
    "for i in df[\"nlp_proc\"]:\n",
    "    for ent in i.ents:\n",
    "        print(ent.text, ent.label_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "7664bd4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Add a category for entities of interest, if needed. \n",
    "from spacy.matcher import PhraseMatcher \n",
    "matcher = PhraseMatcher(nlp.vocab) \n",
    "\n",
    "#define politicians as entities \n",
    "terms = [\"Putin\", \"putin\", \"Zelensky\", \"zelensky\"] \n",
    "patterns = [nlp.make_doc(term) for term in terms] \n",
    "matcher.add(\"politiciansList\", None, *patterns) \n",
    "\n",
    "matches = matcher(doc) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "8fe29f00",
   "metadata": {},
   "outputs": [],
   "source": [
    "#this prints out the spans where the instances are found and the entity identified\n",
    "for mid, start, end in matches: \n",
    "    print(start, end, doc[start:end])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c9f4d86",
   "metadata": {},
   "source": [
    "## Text Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "195ba560",
   "metadata": {},
   "outputs": [],
   "source": [
    "#create training data for your example consisting of examples of positive and negative sentiment\n",
    "train_data = [(\"Helping refugees. This is what kindness looks like.\", {\"cats\": {\"POS\": True}}),\n",
    "              (\"In this time of uncertainty, we have a clear way forward: Help Ukraine defend itself. Support the Ukrainian people. Hold Russia accountable.\", {\"cats\": {\"POS\": True}}),\n",
    "              (\"Priests demand head of Ukrainian Orthodox Church Moscow Patriarchate be brought to church tribunal for position on war.\", {\"cats\": {\"POS\": True}}),\n",
    "              (\"Mayor of the most northern village in Ukraine Hremiach Hanna Havrylina was released after yesterday’s prisoners’ swap.\", {\"cats\": {\"POS\": True}}),\n",
    "              (\"Look at this female volunteer from Belarus fighting alongside Ukrainians.\", {\"cats\": {\"POS\": True}}),\n",
    "              (\"Russian soldiers: They're animals... Humans don't behave like this. My parents told me about WW2 & the fascists didn't even do such things.\", {\"cats\": {\"NEG\": True}}),\n",
    "              (\"All Russians are evil\", {\"cats\": {\"NEG\": True}}),\n",
    "              (\"The West is pushing Ukraine toward a conflict.\", {\"cats\": {\"NEG\": True}}),\n",
    "              (\"Cowards\", {\"cats\": {\"NEG\": True}}),\n",
    "              (\"Russia’s deployment of combat forces is a mere repositioning of troops on its own territory.\", {\"cats\": {\"NEG\": True}}),\n",
    "              (\"Ukraine and Ukrainian government officials are the aggressor in the Russia-Ukraine relationship.\", {\"cats\": {\"NEG\": True}})] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "f88e28bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "textcat.add_label(\"POS\")\n",
    "textcat.add_label(\"NEG\")\n",
    "    \n",
    "train_examples = [Example.from_dict(nlp.make_doc(text), label) for text,label in train_data] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "f5033a00",
   "metadata": {},
   "outputs": [],
   "source": [
    "textcat.initialize(lambda: train_examples, nlp=nlp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "73750c49",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'textcat': 0.25}\n",
      "{'textcat': 0.25673043727874756}\n",
      "{'textcat': 0.2557308077812195}\n",
      "{'textcat': 0.24045388400554657}\n",
      "{'textcat': 0.24158445000648499}\n",
      "{'textcat': 0.2575654983520508}\n",
      "{'textcat': 0.23906080424785614}\n",
      "{'textcat': 0.25561410188674927}\n",
      "{'textcat': 0.2406378835439682}\n",
      "{'textcat': 0.2555428743362427}\n",
      "{'textcat': 0.25814807415008545}\n",
      "{'textcat': 0.23001199960708618}\n",
      "{'textcat': 0.2360398918390274}\n",
      "{'textcat': 0.20366041362285614}\n",
      "{'textcat': 0.18242526054382324}\n",
      "{'textcat': 0.2712809443473816}\n",
      "{'textcat': 0.2264830768108368}\n",
      "{'textcat': 0.2659463584423065}\n",
      "{'textcat': 0.18547667562961578}\n",
      "{'textcat': 0.2854923903942108}\n",
      "{'textcat': 0.2961125671863556}\n",
      "{'textcat': 0.2833821177482605}\n",
      "{'textcat': 0.2236277312040329}\n",
      "{'textcat': 0.16981905698776245}\n",
      "{'textcat': 0.15123364329338074}\n",
      "{'textcat': 0.2014220505952835}\n",
      "{'textcat': 0.16401426494121552}\n",
      "{'textcat': 0.2593153417110443}\n",
      "{'textcat': 0.2638684809207916}\n",
      "{'textcat': 0.14779911935329437}\n",
      "{'textcat': 0.28058189153671265}\n",
      "{'textcat': 0.29394468665122986}\n",
      "{'textcat': 0.22469966113567352}\n",
      "{'textcat': 0.14222107827663422}\n",
      "{'textcat': 0.1413802057504654}\n",
      "{'textcat': 0.25103557109832764}\n",
      "{'textcat': 0.22726227343082428}\n",
      "{'textcat': 0.20225024223327637}\n",
      "{'textcat': 0.14639581739902496}\n",
      "{'textcat': 0.2075619250535965}\n",
      "{'textcat': 0.12921491265296936}\n",
      "{'textcat': 0.1819329857826233}\n",
      "{'textcat': 0.16362401843070984}\n",
      "{'textcat': 0.2931723892688751}\n",
      "{'textcat': 0.11295606940984726}\n",
      "{'textcat': 0.18919725716114044}\n",
      "{'textcat': 0.13776710629463196}\n",
      "{'textcat': 0.2321494072675705}\n",
      "{'textcat': 0.1465359628200531}\n",
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      "{'textcat': 0.13727274537086487}\n",
      "{'textcat': 0.22282761335372925}\n",
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      "{'textcat': 0.3772798478603363}\n",
      "{'textcat': 0.0822853371500969}\n",
      "{'textcat': 0.3213613033294678}\n",
      "{'textcat': 0.09197886288166046}\n",
      "{'textcat': 0.26818645000457764}\n",
      "{'textcat': 0.07488415390253067}\n",
      "{'textcat': 0.06548113375902176}\n",
      "{'textcat': 0.264041543006897}\n",
      "{'textcat': 0.22382129728794098}\n",
      "{'textcat': 0.10126163065433502}\n",
      "{'textcat': 0.1168956458568573}\n",
      "{'textcat': 0.2565489113330841}\n",
      "{'textcat': 0.2544918954372406}\n",
      "{'textcat': 0.23757600784301758}\n",
      "{'textcat': 0.08255604654550552}\n",
      "{'textcat': 0.2721831798553467}\n",
      "{'textcat': 0.2665960490703583}\n",
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      "{'textcat': 0.11260820925235748}\n",
      "{'textcat': 0.08029235154390335}\n",
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      "{'textcat': 0.06646249443292618}\n",
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      "{'textcat': 0.2539408504962921}\n",
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      "{'textcat': 0.0635209009051323}\n",
      "{'textcat': 0.040965914726257324}\n",
      "{'textcat': 0.26374539732933044}\n",
      "{'textcat': 0.2410416603088379}\n",
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      "{'textcat': 0.4307471513748169}\n",
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      "{'textcat': 0.39556318521499634}\n",
      "{'textcat': 0.37164756655693054}\n",
      "{'textcat': 0.024171851575374603}\n",
      "{'textcat': 0.36650022864341736}\n",
      "{'textcat': 0.24257399141788483}\n",
      "{'textcat': 0.020015636458992958}\n",
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      "{'textcat': 0.02395128645002842}\n",
      "{'textcat': 0.04233739897608757}\n",
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      "{'textcat': 0.34996896982192993}\n",
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      "{'textcat': 0.0017154569504782557}\n",
      "{'textcat': 0.001049803220666945}\n",
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      "{'textcat': 0.5847899913787842}\n",
      "{'textcat': 0.6656972169876099}\n",
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      "{'textcat': 0.6670116186141968}\n",
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      "{'textcat': 0.6770251393318176}\n",
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      "{'textcat': 0.6974387764930725}\n",
      "{'textcat': 0.7121933102607727}\n",
      "{'textcat': 0.7070682048797607}\n",
      "{'textcat': 0.0017212583916261792}\n",
      "{'textcat': 0.0012196212774142623}\n",
      "{'textcat': 0.5908939242362976}\n",
      "{'textcat': 0.0018679773202165961}\n",
      "{'textcat': 0.0018201704369857907}\n",
      "{'textcat': 0.0022563079837709665}\n",
      "{'textcat': 0.0036521870642900467}\n",
      "{'textcat': 0.001023988937959075}\n",
      "{'textcat': 0.0008124176529236138}\n",
      "{'textcat': 0.7360638380050659}\n",
      "{'textcat': 0.00030307835550047457}\n",
      "{'textcat': 0.7760151028633118}\n",
      "{'textcat': 0.8096070885658264}\n",
      "{'textcat': 0.7253050804138184}\n",
      "{'textcat': 0.8172250390052795}\n",
      "{'textcat': 0.00029633412486873567}\n",
      "{'textcat': 0.00021871407807338983}\n",
      "{'textcat': 0.0005795841570943594}\n",
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      "{'textcat': 0.7943692803382874}\n",
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      "{'textcat': 0.6974338889122009}\n",
      "{'textcat': 0.0006095417775213718}\n",
      "{'textcat': 0.6402531266212463}\n",
      "{'textcat': 0.6488795876502991}\n",
      "{'textcat': 0.6481128334999084}\n",
      "{'textcat': 0.5935037136077881}\n",
      "{'textcat': 0.5241371393203735}\n",
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      "{'textcat': 0.004003255162388086}\n",
      "{'textcat': 0.004939406178891659}\n",
      "{'textcat': 0.0034669844899326563}\n",
      "{'textcat': 0.0035770272370427847}\n",
      "{'textcat': 0.5465824604034424}\n",
      "{'textcat': 0.0032398244366049767}\n",
      "{'textcat': 0.002753948327153921}\n",
      "{'textcat': 0.5290780663490295}\n",
      "{'textcat': 0.005155367311090231}\n",
      "{'textcat': 0.0021369170863181353}\n",
      "{'textcat': 0.6367586851119995}\n",
      "{'textcat': 0.0013378759613260627}\n",
      "{'textcat': 0.6109489798545837}\n",
      "{'textcat': 0.001100085792131722}\n",
      "{'textcat': 0.6636279225349426}\n",
      "{'textcat': 0.0010136354248970747}\n",
      "{'textcat': 0.5981138348579407}\n",
      "{'textcat': 0.001284452504478395}\n",
      "{'textcat': 0.002548899268731475}\n",
      "{'textcat': 0.6042751669883728}\n",
      "{'textcat': 0.0006666763219982386}\n",
      "{'textcat': 0.6960633397102356}\n",
      "{'textcat': 0.6983716487884521}\n",
      "{'textcat': 0.0005081820418126881}\n",
      "{'textcat': 0.6967360377311707}\n",
      "{'textcat': 0.0006273912149481475}\n",
      "{'textcat': 0.00047194192302413285}\n",
      "{'textcat': 0.0004952055751346052}\n",
      "{'textcat': 0.7261685132980347}\n",
      "{'textcat': 0.000348427303833887}\n",
      "{'textcat': 0.0010706431930884719}\n",
      "{'textcat': 0.7982743382453918}\n",
      "{'textcat': 0.7837045788764954}\n",
      "{'textcat': 0.000204736934392713}\n",
      "{'textcat': 0.00015898550918791443}\n",
      "{'textcat': 0.7946011424064636}\n",
      "{'textcat': 0.8036038875579834}\n"
     ]
    }
   ],
   "source": [
    "#Define training example\n",
    "\n",
    "epochs = 20\n",
    "\n",
    "#Disable other pipe components & define training loop to incorporate statistical information\n",
    "\n",
    "with nlp.select_pipes(enable=\"textcat\"):\n",
    "    optimizer = nlp.resume_training() #Creates optimizer object\n",
    "    for i in range(epochs):\n",
    "        random.shuffle(train_data)\n",
    "        for text, label in train_data:\n",
    "            doc = nlp.make_doc(text)\n",
    "            example = Example.from_dict(doc, label) \n",
    "            print(nlp.update([example], sgd=optimizer))\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "207f51a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'POS': 0.0401061549782753, 'NEG': 0.9598938226699829}\n"
     ]
    }
   ],
   "source": [
    "#enter an example tweet to test results\n",
    "doc2 = nlp(\"As Russia continues to commit horrific atrocities against the Ukrainian people, we must take additional steps to apply economic sanctions\")\n",
    "\n",
    "print(doc2.cats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "40d0299a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'POS': 0.0276796817779541, 'NEG': 0.9723203182220459}\n"
     ]
    }
   ],
   "source": [
    "#enter another example\n",
    "doc3 = nlp(\"Russian soldiers were sent by Putin to denazify Ukraine\")\n",
    "print(doc3.cats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "a07fd177",
   "metadata": {},
   "outputs": [],
   "source": [
    "#process each row in clean text column\n",
    "df[\"nlp_proc\"] = [nlp(i) for i in df[\"clean text\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "f91a8b11",
   "metadata": {},
   "outputs": [],
   "source": [
    "#save positive/negative predictioins to cats column\n",
    "df[\"cats\"] = [i.cats for i in df[\"nlp_proc\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "ddb9d34a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2022-05-07 03:27:08</td>\n",
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       "      <td>@lhart41 a lose-lose situation from inept war ...</td>\n",
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       "      <td>to follow up from @11thhour , it is the job of...</td>\n",
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       "      <td>great thread on russia: https://t.co/gwtm2qkt8d</td>\n",
       "      <td>2022-05-07 03:26:11</td>\n",
       "      <td>great thread on russia:</td>\n",
       "      <td>(great, thread, on, russia, :)</td>\n",
       "      <td>{'POS': 0.04561890289187431, 'NEG': 0.95438110...</td>\n",
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       "      <td>@scafool5 @powderfoot90 @tuckercarlson tucker ...</td>\n",
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       "      <td>@cwebbonline but we knew. it’s why we were glu...</td>\n",
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       "      <td>but we knew. it’s why we were glued to daily ...</td>\n",
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       "      <td>@realjameswoods there'll be a tough time tryin...</td>\n",
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       "      <td>may 5\\ncol. l. wilkerson (ret) took to the air...</td>\n",
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       "      <td>may 5. l. wilkerson (ret) took to the airwaves...</td>\n",
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       "                     id  retweet count  reply count  \\\n",
       "0   1522780042014576640              0            0   \n",
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       "..                  ...            ...          ...   \n",
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       "99  1522779791438491648              0            0   \n",
       "\n",
       "                                                 text           date_frmt  \\\n",
       "0   answer to as a russian, what do you think of u... 2022-05-07 03:27:08   \n",
       "1   defenders inside ukrainian steel mill refuse t... 2022-05-07 03:27:07   \n",
       "2   @lhart41 a lose-lose situation from inept war ... 2022-05-07 03:27:07   \n",
       "3   to follow up from @11thhour , it is the job of... 2022-05-07 03:27:06   \n",
       "4                 @ng_ukraine this one broke my heart 2022-05-07 03:27:03   \n",
       "..                                                ...                 ...   \n",
       "95    great thread on russia: https://t.co/gwtm2qkt8d 2022-05-07 03:26:11   \n",
       "96  @scafool5 @powderfoot90 @tuckercarlson tucker ... 2022-05-07 03:26:10   \n",
       "97  @cwebbonline but we knew. it’s why we were glu... 2022-05-07 03:26:09   \n",
       "98  @realjameswoods there'll be a tough time tryin... 2022-05-07 03:26:09   \n",
       "99  may 5\\ncol. l. wilkerson (ret) took to the air... 2022-05-07 03:26:08   \n",
       "\n",
       "                                           clean text  \\\n",
       "0   answer to as a russian, what do you think of u...   \n",
       "1   defenders inside ukrainian steel mill refuse t...   \n",
       "2    a lose-lose situation from inept war of choic...   \n",
       "3   to follow up from  , it is the job of journali...   \n",
       "4                             this one broke my heart   \n",
       "..                                                ...   \n",
       "95                           great thread on russia:    \n",
       "96     tucker is a genius, he exposes the insanity...   \n",
       "97   but we knew. it’s why we were glued to daily ...   \n",
       "98   there'll be a tough time trying to lay this s...   \n",
       "99  may 5. l. wilkerson (ret) took to the airwaves...   \n",
       "\n",
       "                                             nlp_proc  \\\n",
       "0   (answer, to, as, a, russian, ,, what, do, you,...   \n",
       "1   (defenders, inside, ukrainian, steel, mill, re...   \n",
       "2   ( , a, lose, -, lose, situation, from, inept, ...   \n",
       "3   (to, follow, up, from,  , ,, it, is, the, job,...   \n",
       "4                    ( , this, one, broke, my, heart)   \n",
       "..                                                ...   \n",
       "95                     (great, thread, on, russia, :)   \n",
       "96  (   , tucker, is, a, genius, ,, he, exposes, t...   \n",
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       "99  (may, 5, ., l., wilkerson, (, ret, ), took, to...   \n",
       "\n",
       "                                                 cats  \n",
       "0   {'POS': 0.04843354597687721, 'NEG': 0.95156639...  \n",
       "1   {'POS': 0.022858208045363426, 'NEG': 0.9771417...  \n",
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       "4   {'POS': 0.024408278986811638, 'NEG': 0.9755917...  \n",
       "..                                                ...  \n",
       "95  {'POS': 0.04561890289187431, 'NEG': 0.95438110...  \n",
       "96  {'POS': 0.06626854836940765, 'NEG': 0.93373143...  \n",
       "97  {'POS': 0.0367586612701416, 'NEG': 0.963241338...  \n",
       "98  {'POS': 0.05033063143491745, 'NEG': 0.94966936...  \n",
       "99  {'POS': 0.050974488258361816, 'NEG': 0.9490254...  \n",
       "\n",
       "[100 rows x 8 columns]"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "7bfe0a24",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"/Users/tdubon/spaCy_models/data.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "21df2376",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "answer to as a russian, what do you think of ukrainians demonstrating against russia's occupation in cities like kherson? by ekaterina shevchenko \n",
      "defenders inside ukrainian steel mill refuse to surrender\n",
      " a lose-lose situation from inept war of choice by delusional putin &amp; his generals.ukraine’s brave resistance to modern destruction &amp; colonization is not surprising.\n",
      "to follow up from  , it is the job of journalists to report on information that usg official sgivem them.  but usg officials should not be giving them secret information that damages us interests. officials from both the zelensky and biden teams said that to me today.\n",
      " this one broke my heart\n",
      " and of course, the assumes russia could even \"win the war\" with that kind of mobilization.\n",
      "  🔗  the video you requested to download is ready： 🆗russia invading ukraine🇺🇦[ads]🔗if you still can’t download, please use this instead： \n",
      "   how this is not helping defend ukraine i'll never know. \"the uk has already provided over 4,000 anti-tank weapons to ukraine's armed forces, including next-generation light anti-tank weapons systems, or nlaws, and javelin missiles.\"\n",
      "canadian fighting in ukraine describes the 'hell' he witnessed  via \n",
      "  zelensky will lose respect and should u turn\n",
      "un reaches consensus on ukraine for the first time; calling for peace  it takes some wrangling but eventually they see the light.\n",
      " i don’t trust anyone not to lie to me about what’s really going on in ukraine. especially when they take out ad space to try and tell me about it.\n",
      "uno declaring strong concern in reference to the war in ukraine. hoping for more \"shuttle diplomacy\" by guterres. well, we shall see what or what not will be achieved.\n",
      " glory to the heroes of ukraine \n",
      "check out vladimir putin news page's video!  \n",
      " i love sticking to putin and his cronies as much as anyone, but what is the legal basis for this? and doesn't anyone see a downside?\n",
      " the year is 2025, russia and ukraine are no longer fighting. it's duty and freedom fighting over ukraine.\n",
      "russia’s southern neighbors take a stand \n",
      " sounds like the biden administration except it’s like racists!!! systemic racism!! trans rights, transition all the kids, lgbtqia+~&amp;  abortions of full term babies! mask mask, racism, equality, electric cars, ukraine needs 100 billion more dollars,and everything is putins fault.\n",
      "  i'm not saying she's wrong for what she said. i agree, if russia was anything like america and our values. but they aren't. they're complete opposite. what we see as bad they see as strength.. probably. idk. but comparing 2 completely different countries/moralities is redundant\n",
      "america first and fuck ukraine!  \n",
      "   lol nato \"encroachment\" does not give russia the right to invade sovereign countries. also, since you cannot point to any third party claim that the people in donbas were being \"attached\", i am just going to say all of that is pure 100% russian propaganda until proven otherwise.\n",
      " india will choose russia over the west. their stance has been clear from the beginning.\n",
      " orban leveraging his eu position to strengthen his tie with putin and looking for future favor.\n",
      "will russia use nuclear weapons?  via \n",
      "'s to believe  british and us intelligence,they are proven pushers of  alternative facts , saying lies over and over, and over , will brainwas many, but not all\n",
      "  my dad's side of the family is from the region, and i have plenty of relatives and family friends who still live there. so sorry, but i know exactly what i'm talking about. if you can't separate the soviet union from modern day russia, you're living in the past\n",
      "  zelensky knows he will not get what he is asking for. it’s a common strategy in politics, ask for the moon and receive much less. if he asks for very little he will get barely anything at all. furthermore, think about it from his publics perspective, he has to act this way.\n",
      "yes, ukraine has the main role, beeing the the example of how to stand against invaders. all thanks to ukraine.  \n",
      "  our friend country\n",
      "  my problem is why is our tax money being sent to ukraine to protect their borders instead of being used here to protect ours?🤷‍♂️🤷‍♂️\n",
      "30 million to ukraine and our own people are suffering!!\n",
      "  not from what i am hearing. a good % of the ukr forces have been destroyed. many have trained for only 2 days and many are middle aged. i do agree with the 3:1 ratio. russia will resort to more violence before beefing up their troops is my guess. they are in a war of attrition.\n",
      " maybe they shouldnt of sent so much money to ukraine?\n",
      "    well, even if ukraine lost, the russians would be too weak to invade the rest of the europe due to the resource they already spent fighting a single country. this is the reason why i think nato will continue to keep ukraine fighting.\n",
      "clinton campaign ‘just made stuff up’ about trump/russia, former fbi intel chief says \n",
      " i've traveled extensively and lived in russia.  it's certainly not a dung heap. i wouldn't call it a defender of christian values either, but average russian does defend \"normalcy\" (i.e. against homo/trans/feminism/soy, etc.) more than average american does.\n",
      "you gotta be fuckin' kiddin\"! they fed and still feed ruzzia money, and protect them from sanctions, and now this!?                 \n",
      "ukraine 🇺🇦 a international disaster, haiti and puerto rico 🇵🇷not back 100 and this looney tune has \" had it hard waiting for trump allies to collect evidence. when they go low... next \n",
      "  if ukraine had anything like an airforce or significant weaponised drone arsenal there would be limited tanks in ukraine, so i do agree with boris. haven’t said that for a while\n",
      "  tucker is a genius, he exposes the insanity of the left every night, if it wasn't for the left, their riots, threats, horrible policies that have led the us into a state of near depression &amp; the ukraine invasion, the country would be near perfect, if only the left would disappear\n",
      "x factor ukraine judge breaks guitar of a contestant! shocking! [with english subtitles] \n",
      " ukrainian people need your support ongoing crisis in ukraine has resulted in the loss of life and massive displacement of families and children from their homes. we need backers to help provide support!    \n",
      " sounds like a distraction to me. there’s like this war going on in the ukraine that us is being a proxy for, did you guys know that?\n",
      "  wrong. russia started the war.\n",
      " who is paying  for all the weapons  which ukraine  is getting?? is it all free or a long term loan given to ukraine?\n",
      "  i live in neighbourhood of russia. where do you live, russophile?\n",
      "    as i said previously the people didn’t have to vote, but they did. they could have boycotted instead they overwhelmingly voted to join russia. never mind the fact over 60% of the population were ethnic russians and they’re president was just removed illegally by nazi supporters.\n",
      "oh my god !, i don’t watch news very much at all anymore because we’ll you know why but this russia/ ukrainian tragedy is god awful.  i wish there was something i could do. \n",
      "victory day parade: all eyes on moscow - and what putin does next - the madras tribune   \n",
      "    it is kind odd isn’t it? russia army invades, women were raped, people terrorized and homes/cities razed and destroyed.  doesn’t take a brain surgeon to see the real natzi killers are the invading russians.\n",
      "retired us major general: what it will take for the ukrainians to winby peter bergen, cnn national security analystupdated 1400 gmt (2200 hkt) may 5, 2022\n",
      " russia is more like it.nah, can't kill 'em, unfortunately. depending on the number of strikes, they get stuffed into a black suv and driven to the border. that's what 'physical removal' insinuates.\n",
      "ukrainian children’s relief fund  via \n",
      "oil prices rise 1.5%, another weekly gain as eu nears russia ban | oil and gas news \n",
      "  tucker is a genius, he exposes the insanity of the left every night, if it wasn't for the left, their riots, threats, horrible policies that have led the us into a state of near depression &amp; the ukraine invasion, the country would be near perfect, if only the left would disappear\n",
      " hey i imagine you heard but in the event you didnt   is selling a butt load of classic gpus in an auction with proceeds going to ukraine, if you look on his channel you can find a link to the auction in the description for todays (may 6) wan show\n",
      "  it's not common you guys want to act like animals you'll be treated like animals. all u jokes had to do is let those whom broke away from ukraine be independent instead u kept attacking saying no u ain't allowed to leave ukraine. \n",
      "president trump pointed out that biden had sent 700,000 (?)and 70,000 armored trucks in aid to ukraine. he also mentioned that during his (president trump’s) term in office, he was able to get 7 million people off of food stamps. 777\n",
      " 3.5 billions for what ? re develop ukraine or weapons to make war more longer ?\n",
      "🇺🇦on the united24 platform, you can choose how to help ukraine and where to send your donation:️⃣ defence and demining —️⃣ humanitarian and medical aid️⃣ rebuild ukraine💙💛thank you for supporting ukraine! ✊together we will win! \n",
      "this person lives in ukraine, and is currently disseminating information to japanese media, and is actively volunteering locally. need your support for volunteer activities. would be happy if you could help ukraine. is the activity of this person. \n",
      " putin doesn't have to worry, but for another reason—public opinion in russia supports the war.\n",
      "  i’ve been worried about this escalation for some time. mobilization would be politically damaging for putin. but losing may be worse.\n",
      "just watched sbs’s zelensky the story. goes for 61mins. if you’re short on time watch from 54 minute mark. it literally brought me to tears. for ukraine but also for the astonishing courage and leadership of volodymyr zelensky. he puts other so-called leaders to shame. watch it.\n",
      " wait, what?!? he just said he sent classified documents to putin. that or he's a fucking retard. both? yeah, i can believe that. betrayal and admittance, like chewing gum and walking for trump.\n",
      "  artillery is the king of battle, if ukraine can knock out russias, they will have a much easier time pushing the russians out.\n",
      " good god...ukraine is the front line to the civilized world ✊️🙏🕯\n",
      " tonite lectured those who fall for media \"misinformation\" -- \"i don't completely believe any of it, not right away, not until i check it out.\" this is the same bill maher who believed trump was compromised by a mythical pee tape, \"putin's bitch\" &amp; a traitor. hypocrite!\n",
      " lastly the sanctions were a bust. russia went to gold backed currency.  forced germany, poland, and italy to keep paying in new currency and opened up massive business with china and india.  syria and belarus are also on standby.\n",
      " this is bs. they are giving ukraine some of that money then laundering g the rest for themselves!\n",
      " what does \"winning the war\" look like?  sanctions would remain in place, tens of millions of people in ukraine would have to kept down, not to mention millions of ukrainians who fled to the rest of europe who will be able to sustain years of guerilla warfare in ukraine and russia\n",
      "will putin be the next khrushchev ?\n",
      "  tucker is a genius, he exposes the insanity of the left every night, if it wasn't for the left, their riots, threats, horrible policies that have led the us into a state of near depression &amp; the ukraine invasion, the country would be near perfect, if only the left would disappear\n",
      "a brainwashed  girl said :   is the president of the world??!!\"warcriminal is not my president \n",
      "   uh no if they even dare to step foot in russia and bring the fight there tge nukes launch\n",
      "dr  the :  urges india to take tougher stand against russia🍁🍁\n",
      " hostwinds offers cloud hosting at competitive prices to our customer.start your website today with our quick-to-set-up shared hosting solutions or fire up a cloud server instantly.we promote fast and reliable hosting applications with incredible support\n",
      "there's a feeling you get when you stand next to a man who says something this stupid.—d'souza on ukraine\"...against...moreover...they pose a far greater threat to our freedom and safety...\"—d'souza explaining his analysis to experts...  \n",
      "superyacht allegedly linked to putin blocked from leaving italian shipyard  good. at least it's been blocked for now.\n",
      "  ukraine and us want no deals..us destroyed ukraine to dispose all corrupt evidence not russia.\n",
      "united with russia, china can destroy democracy worldwide instantly. 🇨🇳                       \n",
      "‘i didn’t believe stories of  in . but then i saw the photos’ - based over the border in , one rights activist tells of her shock at hearing accounts of  &amp;  in  \n",
      "         it's not a question of resources. it's a question of time. that time is currently being manipulated, having to babysit a nuclear armed country throwing daily tantrums, because it's unjust invasion of a neighboring country isn't going well. the more it loses, the louder it screams\n",
      "    approve  land lease and the $33 billion package!   \n",
      "    it's a defensive pact. it would be great if they did.then we would not need to worry about russia invading it's neighbors.\n",
      "there are loads of people like us who know contrary to what our lying \"leaders\" tell us, that putin was given no choice but to move troops into ukraine. the traitors are in the pentagon, white house &amp; whitehall who arm ukraine.\n",
      " after washington's acknowledgment of nato/us active involvement in the war, russia is expected to respond accordingly. it won't be a slow and safe operation but a rapid and devastating response like nato's 'shock &amp; awe' operation in iraq, perhaps.\n",
      "                        forget the truth from the cdc,’ll say it was putin or trump🙄\n",
      "hello everyone!  are the community of lovely xochitl gomez in russia! vk — instagram — twitter — join us!  \n",
      "   good point! putin breaks all rules and   sit on the sidelines pondering.   &amp; the red cross and whoever else help! the situation is dire!\n",
      "    may '22 acct chiming in and attempting to steer the discussion toward russia lolyou're overpaid.\n",
      "no one wants to hear from this criminal:                  hillary clinton discusses war in ukraine, democracy in the u.s. and the future of roe v. wade \n",
      " if it wasn’t so serious - alleged crimes &amp; mia - you would have a good laugh. if this poor excuse for a government is returned, i don’t think i will be here. ukraine looks a better option! at least their leader has some integrity.\n",
      "the missing of mariupol special report (the search is on) \n",
      "great thread on russia: \n",
      "   tucker is a genius, he exposes the insanity of the left every night, if it wasn't for the left, their riots, threats, horrible policies that have led the us into a state of near depression &amp; the ukraine invasion, the country would be near perfect, if only the left would disappear\n",
      " but we knew. it’s why we were glued to daily national news fiascos, filling us with anxiety and cursing. also why some of are now burned out. oh, and there was a pandemic. and now there’s war in ukraine, and roe, and scotus and 😖 what a mess\n",
      " there'll be a tough time trying to lay this season's brownouts on putin. to hear how this'll play out.\n",
      "may 5. l. wilkerson (ret) took to the airwaves to warn against \"dangerous chickenhawk thinktank warriors\", naming victoria nuland's husband rob kagan, who is telling americans that the us is a \"shrinking violet\" &amp; should use the threat of nuclear weapons against russia!\n"
     ]
    }
   ],
   "source": [
    "for i in df[\"clean text\"]:\n",
    "    print(i)\n",
    " \n",
    "#create list containing sentence and cat assignment dictionary\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "25eec358",
   "metadata": {},
   "outputs": [],
   "source": [
    "#manual check of negative values\n",
    "for i in df[\"cats\"]:\n",
    "    for key, val in i.items():\n",
    "        if val == \"NEG\" and val >= .5:\n",
    "            print(val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "f8ba712b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#assign value of 1 to positive classification, 0 to negative\n",
    "sc_val = []\n",
    "\n",
    "for i in df[\"cats\"]:\n",
    "    if i[\"POS\"] >= .5:\n",
    "        sent_val = 1\n",
    "        sc_val.append(sent_val)\n",
    "    else:\n",
    "        sent_val = 0\n",
    "        sc_val.append(sent_val)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "4924927b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                    id  retweet count  reply count  \\\n",
      "0  1522780042014576640              0            0   \n",
      "1  1522780038931914752              0            0   \n",
      "2  1522780037467963393              0            0   \n",
      "3  1522780035119075329              1            0   \n",
      "4  1522780022645403649              0            0   \n",
      "\n",
      "                                                text           date_frmt  \\\n",
      "0  answer to as a russian, what do you think of u... 2022-05-07 03:27:08   \n",
      "1  defenders inside ukrainian steel mill refuse t... 2022-05-07 03:27:07   \n",
      "2  @lhart41 a lose-lose situation from inept war ... 2022-05-07 03:27:07   \n",
      "3  to follow up from @11thhour , it is the job of... 2022-05-07 03:27:06   \n",
      "4                @ng_ukraine this one broke my heart 2022-05-07 03:27:03   \n",
      "\n",
      "                                          clean text  \\\n",
      "0  answer to as a russian, what do you think of u...   \n",
      "1  defenders inside ukrainian steel mill refuse t...   \n",
      "2   a lose-lose situation from inept war of choic...   \n",
      "3  to follow up from  , it is the job of journali...   \n",
      "4                            this one broke my heart   \n",
      "\n",
      "                                            nlp_proc  \\\n",
      "0  (answer, to, as, a, russian, ,, what, do, you,...   \n",
      "1  (defenders, inside, ukrainian, steel, mill, re...   \n",
      "2  ( , a, lose, -, lose, situation, from, inept, ...   \n",
      "3  (to, follow, up, from,  , ,, it, is, the, job,...   \n",
      "4                   ( , this, one, broke, my, heart)   \n",
      "\n",
      "                                                cats  score  \n",
      "0  {'POS': 0.04843354597687721, 'NEG': 0.95156639...      0  \n",
      "1  {'POS': 0.022858208045363426, 'NEG': 0.9771417...      0  \n",
      "2  {'POS': 0.07195615023374557, 'NEG': 0.92804384...      0  \n",
      "3  {'POS': 0.05354118347167969, 'NEG': 0.94645875...      0  \n",
      "4  {'POS': 0.024408278986811638, 'NEG': 0.9755917...      0  \n"
     ]
    }
   ],
   "source": [
    "#append classification score to dataframe\n",
    "df[\"score\"] = sc_val\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "03178331",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot\n",
    "ax = df.score.value_counts().plot(kind=\"bar\", colormap=\"Paired\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "584279b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "#print out tweet id, text and score = to review results\n",
    "for index, i in enumerate(df[\"score\"]):\n",
    "    if i == 1:\n",
    "        print(df[\"id\"][index], df[\"clean text\"][index], df[\"score\"][index])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "2a0a68a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved model to /Users/tdubon/spaCy_models\n"
     ]
    }
   ],
   "source": [
    "#Saving custom model - define where you would like your model to be saved. \n",
    "\n",
    "from pathlib import Path\n",
    "output_dir=Path(\"/Users/tdubon/spaCy_models\")\n",
    "\n",
    "def save_model(output_dir):\n",
    "    if output_dir is not None:\n",
    "        output_dir = Path(output_dir)\n",
    "        if not output_dir.exists():\n",
    "            output_dir.mkdir()\n",
    "        nlp.to_disk(output_dir)\n",
    "        print(\"Saved model to\", output_dir)\n",
    "        \n",
    "save_model(output_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "47d796dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "### To load trained custom model to run on new data use:\n",
    "#nlp = spacy.load(\"/Users/tdubon/spaCy_models\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68744482",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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   "language": "python",
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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