visualize.ipynb

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   "metadata": {},
   "source": [
    "Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "[nltk_data] Downloading package wordnet to\n[nltk_data]     C:\\Users\\lucas\\AppData\\Roaming\\nltk_data...\n[nltk_data]   Package wordnet is already up-to-date!\n[nltk_data] Downloading package stopwords to\n[nltk_data]     C:\\Users\\lucas\\AppData\\Roaming\\nltk_data...\n[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "metadata": {},
     "execution_count": 16
    }
   ],
   "source": [
    "import json, string, re\n",
    "from collections import defaultdict\n",
    "from datetime import datetime as dt\n",
    "from datetime import timedelta\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "from collections import defaultdict \n",
    "import nltk\n",
    "import unicodedata\n",
    "import pytz\n",
    "\n",
    "nltk.download('wordnet')\n",
    "nltk.download('stopwords')"
   ]
  },
  {
   "source": [
    "config"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = ['id', 'created_at', 'full_text', 'entities']\n",
    "date_format = '%a %b %d %H:%M:%S %z %Y'\n",
    "STOPWORDS = ['amp', 'u', 'U']\n",
    "UTC=pytz.UTC"
   ]
  },
  {
   "source": [
    "Prepare Variables"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "raw data imported\n",
      "parsed raw data 47820\n",
      "loaded dataframe\n"
     ]
    }
   ],
   "source": [
    "raw_data = json.load(open('data/realdonaldtrump.json', 'r'))\n",
    "print('raw data imported')\n",
    "\n",
    "raw_tweets = []\n",
    "for tweet in raw_data:\n",
    "    tweet = tweet['raw_data']\n",
    "    row = {}\n",
    "    for col in cols:\n",
    "        row[col] = tweet[col]\n",
    "    row['created_at'] = dt.strptime(row['created_at'], date_format)\n",
    "    raw_tweets.append(row)\n",
    "print('parsed raw data', len(raw_tweets))\n",
    "\n",
    "tweets = pd.DataFrame(raw_tweets, columns=cols).sort_values('created_at')\n",
    "print('loaded dataframe')"
   ]
  },
  {
   "source": [
    "functions"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def clean_str(text):\n",
    "    wnl = nltk.stem.WordNetLemmatizer()\n",
    "    stopwords = nltk.corpus.stopwords.words('english') + STOPWORDS\n",
    "    text = (unicodedata.normalize('NFKD', text)\n",
    "        .encode('ascii', 'ignore')\n",
    "        .decode('utf-8', 'ignore')\n",
    "        .lower())\n",
    "    words = re.sub(r'[^\\w\\s]', '', text).split()\n",
    "    return [wnl.lemmatize(word) for word in words if word not in stopwords]\n",
    "\n",
    "def get_range(df, since, until):\n",
    "    since = UTC.localize(since)\n",
    "    until = UTC.localize(until)\n",
    "    return df.loc[(df['created_at']>=since)&(df['created_at']<=until)]\n",
    "\n",
    "def plot_count_by_time(df):\n",
    "    data = df['created_at'].apply(lambda ts: (ts+timedelta(hours=-5)).hour)\n",
    "    sns.histplot(data=data)\n",
    "\n",
    "def plot_used_words(df, amount, since=pd.Timestamp.min, until=pd.Timestamp.max):\n",
    "    texts = get_range(df, since, until)['full_text'] #maybe .apply(lambda text: text.lower())\n",
    "    count = []\n",
    "    word_count = defaultdict(int)\n",
    "\n",
    "    for text in texts:\n",
    "        # get rid of links and usernames\n",
    "        text = re.sub('http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+#]|[!*\\(\\),]|(?:%[0-9a-fA-F][0-9a-fA-F]))+','', text)\n",
    "        text = re.sub(\"(@[A-Za-z0-9_]+)\",\"\", text)\n",
    "        # count words\n",
    "        for word in clean_str(text):\n",
    "            word_count[word] += 1\n",
    "\n",
    "    #prepare for data frame\n",
    "    for k, v in word_count.items():\n",
    "        count.append({'word' : k, 'count' : v})\n",
    "    #create df and plot\n",
    "    df = pd.DataFrame(count, index=list(range(len(count)))).sort_values(by=['count'], ascending=False).head(amount)\n",
    "    sns.barplot(data=df, x='word', y='count').set_xticklabels(rotation=90, labels=df['word'])"
   ]
  },
  {
   "source": [
    "current playground"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "tags": []
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   "outputs": [
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     "output_type": "display_data",
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9NxpG7gbra1CIiKuBq/P/DwLr9jM/Zmazu6f+94K265fYa4u26z1LqpmZNTkomJlZk4OCmZk1OSiYmVmTg4KZmTU5KJiZWZODgpmZNTkomJlZk4OCmZk1OSiYmVmTg4KZmTU5KJiZWZODgpmZNTkomJlZk4OCmZk19eMezctKukrSPZLulrRvXr64pMsl/Tn/XazXeTMzG+v6UVKYAXw1IlYH1gP2krQ68E3gyohYBbgyPzczsx7qxz2aH4+IW/P/LwD3AksDWwIn5WQnAVv1Om9mZmNdX9sUJE0E3gHcDCwZEY/nVU8AS7Z4zR6SpkiaMn369N5k1MxsjOhbUJD0euBs4MsR8XxxXUQEEFWvi4hjI2JSREyaMGFCD3JqZjZ29CUoSJqHFBBOjYhz8uInJS2V1y8FPNWPvJmZjWX96H0k4Hjg3oj4SWHVBcAu+f9dgPN7nTczs7Fu7j7s873AzsCdkqblZd8CfgicIWl34G/A9n3Im5nZmNbzoBARfwDUYvVGvcyLmZkN5BHNZmbW5KBgZmZNDgpmZtbkoGBmZk0OCmZm1uSgYGZmTQ4KZmbW5KBgZmZNDgpmZtbkoGBmZk0OCmZm1uSgYGZmTQ4KZmbW5KBgZmZNDgpmZtbkoGBmZk2jLihI2ljS/ZIekPTNfufHzGwsGVVBQdI44H+BTYDVgR0lrd7fXJmZjR2jKigA6wIPRMSDEfEKcBqwZZ/zZGY2Zigi+p2HJknbAhtHxGfz852Bd0XElwpp9gD2yE9XBe4vbWY88Pcau6uTbixsqx/7HAvb6sc+R+u2+rHP0bqtfuyzKs3yETGhMnVEjJoHsC3wy8LznYFfDHEbU0Yq3VjY1uye/9G6rdk9//4sxt5n0XiMtuqjx4BlC8+XycvMzKwHRltQ+COwiqQVJM0L7ABc0Oc8mZmNGXP3OwNFETFD0peA3wLjgBMi4u4hbubYEUw3FrbVj32OhW31Y5+jdVv92Odo3VY/9ll3W8Aoa2g2M7P+Gm3VR2Zm1kcOCmZm1uSgYGZmTbN9UJC0Qs1l+9ZZVnOfi9fZ50iStNIIbWecpB+PxLaGuf8Fe7CPuSS9p9v7qdjvf1c9ZmF720j6iaTDJW09knkdLknvrbNshPdZ6zduA0laQNKqQ33dbB8UgLMrlp1VsWyXimW7lhdIurLGsgslLVxYvzpwYek180vaT9I5ks6W9BVJ81e9AUmH1lh2gqS/SDpN0l6S3t5iWwtKOlDScfn5KpI+1lgfEa8B61e9tmJbb5Z0nKTfSfp941HntRXbeo+ke4D78vM1JR1Vke5XkhYpPF++/Pkr2alxwpW0nKR1C+/xP6Q5tOrk6+cVj+9K2rKUbpuKx0aSligke7HweI00h9fEin1Ozd/hYm3ydRSwJ3AncBfweUmV7yl/Rh/K/y8gaaHS+nMkbSap7e89f99XSrorP19D0n+Vkh1Z8dKqZR2Pxbxs8YrHPKVN1fqNS3pd4z3m97JFxbbIQfatVXkupOn4HeV08+d0R0k6ofGoSNfpO+r4WdXdVl6+OTANuCw/X0tSve79QxnpNpoewGrAx4G/ANsUHrsCdxfS7Ug6Yf+DNOah8bgKuLKQbn5gceB2YLH8/+KkH/V9pX1vBlwDvB5YB7gbWKuU5gzgeGDD/DgOOLPFe7m1YtkdFcvmBd4LfBt4GHimIs3pwP7AXfn5gsC0Upqj82ewc/Gzq9jW7cAXSHNSrdN4lNJsA/wZeA54HngBeL5iWzeTBibeVlh2V0W6z5MCx6bA54A/AZtX5P9/gXvz88WAP5bS/DgfH+pwHB0LXAvsnR9XA5Pz53NEId3FwDOkE9TZwNPA7/J737nFtucDrq5YvjJwCPAAaX6vj5bzmT8DFZ7P1Xi/pXSfI43v+Ut+vkrxuM7LPgScSvqt/BBYtUV+r8nf9aDvCHg38FXgEWC/wuNg4PYW26tzLP6VFED/nj/T10gDVm/N31/H33hhW1PzPpbO2z0TOLUi3WeB6/MxuSewyHC+o5zuTOC7OY+75GPiZ8P4jjp+VnW3VfgsFil9l3e2+y0009VJNBofpInyJucDaXLh8XPgPYV0ywMfAG4E3l94rA3MXUi3L/AQ8DLwYP7/IdKJ8UsV+98KuIF0JffmivX3dFpGOuHeSbqyvKPweAg4pZR2feAA4JK836OAHSv2MSX/LR4Mt5fSTK54nFB1YNX4Hh4A3lIj3c2d8lV6r68CjwNvrFh/a433+ALwH+AV2germ4Bxhedz52NlXPH7Io2dWbLwfMm8bHEqgltOsxhpgsdWn8lcwBakk+DDwHeAxfO6i0jz0xSP4wsrtjGNdLFQ/Cwqf/ykk8SepBP7DcBuwDyF9X+s+Fyn5b/vBw7K38lBhcd+wCot9lfnWDwO+Gjh+UeA/wPWI81r1vE3XnFc7A3sX8x/i/ytSgqSfwN+DWw4lO+o+N7IF3HAPMBNQ/2O6nxWQ/m+G3kopRt0oVn1GFWD14YiIs4Hzpf07oi4sU26v5G+9Hd32N7PgJ9J2jsiWhWHjwSisGgR0hXClyQREfsU1t0qab2IuCm/9l3AlNImfw1cCvwAKN474oWIeKaU9mpS9P8BcEmkWWSrvCJpgUY+ldoiXi69191avLbsQklfBM4tbqOUtycj4t4a23pEqZ4/cpF+X2DQ65QmQTwQ+DSwBnCJpN0i4vZCsleVpllvvMcJpADQFBGDitQtLEYq8T2Xn7+O9KN/TVLxc1s2Ip4sPH8qL3tG0qs5H3cy8/gYB0wA/qdqp5LWIJ2UNyWVPE4lBcOHJF0DLATcK+mW/JJ1gVsqNvVyRLwiqbHduRl4jDaWvwHYiVQ6vK2wv11IF00Af8/HS+Nz3ZYUBIiIa4BrJJ2Yf1N1dDwWgfUi4nONJxHxO0k/jojPS/p3ROzW6Tc+8G3q3cCngN3zsnEtEo4j1TasRiql3A7sJ+nzEbFDTtPqO/o9sFbe1Kv577OS3gY8ARSrFKHed1Tns6q7LYC7JX0SGCdpFWAf0oVAR7NtUCi4TdJewFtJVUAARMRniokkrUeq+3wLKdKOA16MiIWL6SLiyHzymkjh84mIkxl8Up/aJl/rADdIejg/Xw64v3HiiIg1IuI50slox3yQLpn3+XpJr4+IhwvbG0+qOnofsI+k/wA3RsSBpf0eTKpHXFbSqfk1A4KApDeTqmCWjIi35YN/i4j4Xmlbu+S/Xy8sC2DFwvMpkk4HzmNg4DintK09gZ+RivaPkYrZezHYx4H1I+Ip4DeSzgVOYuaPENKV4rnAEpIOIU2kWK77JtcHr8LA4+LaUrLDgGmSrgZE+ny/L+l1wBWFdFdLuohUXdDI59U53bN5WbEOeAYpYM6oyNfU/JrjgW9GRONzu1mpLePw8mvauEbSt4AFJH0Y+CKD27fOJV0V/4pUFfd4XnW6pOIxvRepOm01SY+RSqw7lfY3n6RjGfz7+GBF3g5i8LG4aynN45K+QaqiAfgE8GT+PTQC/dNK7Uqdjtd9SaXpcyPibkkrkqqJB5D0U2Bz4Erg+xHRCLaHSro/p2n3HRUb1o/Nx9l/kaocXw+UOxd0/I5qflZ1twWptPRt0m/yN6RS7Xcr0g0y249olnQmqf71k6Srsk+R6l73LaWbQppL6UxgEulK9M0RcUAp3a+AlUjFtNfy4iiVAurka/l264tXW0pTexwMPMnMH0JExBqlbb6FVIzfAHgP8HBEvL9i328gFb9FKkb+vbT+GtKJ/v8i4h152V0R8bahvMf8usnVb29gUJ4VkuYtl4wkrQZsRHqPV5ZLK5I+SzpJLEP6LtcjBdFBJy9JS5GuxCFVofy/ijQiBYLGCeF64OwYxg9I0ooR8WBp2QoR8VBp2ZLAO/PTW3KgLG9rLtJV8UdIn8VvI+K40vpvVZxA2+XvdcBcEfFCxbrbgWNIF0SN3wcRMegCSamXnigci8BCxfcpaTzphNjo/HA9qYrmOWC5iHig7vEqaaWI+EuN97cbcEZEvFixbhFSVeM3I+L7nbZVR6fvKKfp+Fm12hZpZukRO5HPCUHhtoh4h6Q7ImKNXDVxXUSsV0o3JSImNdIVX1tKdy+wersPOV8pHEyq552b9OVERKxYSrcYqXG1eEV1a8X2HiDdN+LpNvt8kBT8/kBqGL2lqgpJ0pURsVG7ZZL+GBHvLL5/SdMiYq2K7b2NdBe84tX2ya3yWfH6cpXbAOVgq9RDa3falPxy0frRiHhZ0gdI1UwnR8SzhTR3kk6oN0XEWjmIfD8itsnrV4uI+ySt3SJfg76nkSLp1ohYu7RsakSsU3i+PfAjUrWhSBcCX4+Is0qv2zdXfbZcVnWct8jXoqSLpYkMPGb3KaQZkM8O27se2CQins/P30LqbDGki4+6x2sOHsuQGmKvA66NiDtbbHNpZv5+gYGlyMb5okbevg8c1jj28m/+qxHxX4U0db6jkfqsjoiIL0u6kIrfXURs0Wkbc0L1UZ06PYB/Kc28Ok3SYaS60qouencBb8zrWzke+Aqlq6UiSd8lFf/+wswvJ4CqYvYjzKzTbmXlSF0tK+WT6YLA+HxgKq9amFRlU9Sy7ri0zYNI9c2rkxq4NyEFpZMLaTqdxMtVbp38ihT8Pkqh5FdKczYwSdLKpEbJC0jtM5sW0rwUES9JQtJ8OQAU+2zvR7pZ0+EM/PGIiu9J0jbAoaRjS4105erHdnJgeiuwSN5ew8IUPrvs28A7G6UDpXaTKxjcFXMXUrVc0a6lZVdK+jhwTocryktIV6h3UmqjKajTztTw/Zx+U1Ld/cmk77NJqSrza7Svjqp1vEbE+/Nv/J2k4/ZipWrYAeOKJP2QVGtwD4XaANLFVsMVkr5G6hXULFFUvM9NIuJbhfX/yO+3WJ1Z5zvq+FnlvHe6IP1V/jvssUhzQlBo1OkdSOs6PUgNbHMBXyKd0JclVQeUjQfuUWrgKx70xQj7XERc2iFf2wMrVV3NV3iQVD99cWmfPymkWVlSu3aAzwNfBt5EClaNoPA88IvS/qrqjgcdgKS6+jVJPRh2y9UZp5TStD2JR8RJxcRK4zuiqmqi8T4jYjtJW0bESZJ+TbrqK/pPpBl1tyHdhOlISbeV0jyar3zPAy6X9A9Sh4NGvhp379uUVC+7PunEcB2pvaXsMFJ9fJ1G9VZWJbU7LEqq0254gdTVsGiuUnXR0xQuYiTtSKoyXUED+58vROo6W/R5UhCcIeklWge0+SNivw7voU47U1oYcXEuuV+e87V1RPyplOxMUnXUL2lxgUXN41XS+qQS1Qakz/giBh87AFuTuuVWNeQ2fKKw7+ZbYvD7HJcvOl7OeViA1BW53Xe0MKXvqOZnBR0uSBvVeJE6BgzLbF99VIdSo9XJEVF14iunHVRHDwM/5HylMQ44h4En8VsLac4GvhAV9cAV+zyoxT6/U0hTt161Ze+pQppxkXrXtKw7zuluiYh1lRrdNiSdvO6NiNUKaepW300idSdciHRSehb4TJTqogv7vJZ0sn6CVFW2YiHNzcARpKvpzSPioarPopD+/aSeYpeVg7SkM0iB89S86JOkfuvbl9JdHxGzPHI3H4vfiA711ZJ+RKoW+01etAOpS+H+ef3ywApU9FzL6QY1cNfI21eAf5JOpp1KAe22U64y3IhUYv5r3t6QqqMkNQLVAqTA+CKpZD01IqYV0s2gRg89SZcC20XEP4fyvlps6xukAN9oW9sNuCAiDqvzHQ3ls8r7uzki3lUjX7WquKvM9iWFfPX6feBNEbGJ0ujid0fE8Y00+QS4vCoaLMsi4pr8Za4SEVcoTctQ7tbW+FKKdY7lKocfkHpG3UXrEkdj2Xfye1kwIv7VImsLRsQtkorLBv3w81Vzp3aAhyRdRioatxuhPCVfbR9H+rH9k9SHv6hu9d0JwBcj4jpoXtVNJp34iqpKfuUeVruRejMdkgPCCswsNjflfawSEZNz9cvSpKvMordFxOqF51cpjbwuq9vLqq18LG5FOmbbpft6Lgk1AtExEXFeYX2trtZQr50pe4XUjvFtBlZ5ltvKOh1fQ+mlV6c6alJ+XEA6ue1EGs+zp6QzI+KwnK5uD71/kaqRryzts3wC7tieFhGHSrqDdDIH+G5E/Dava35HGthp4N5C0B7KZwXp+PwRbS5Is45V3C1FjcEMo/lB6ue/PXmgBynQVQ3mOJnUAHUghRGZFelqjRiska+7SX2DN6QwaK5F2neT6jcfzs/XBI6qeJ8rMXOAzrbApRXbOojUDe9J0kn3CeCsUpoF82d2DumK5BekbqDt3s9EYI2K5Z8l9fV/H6ka7Clgz4p0t1UsGzSSewSPi4NIXfX+lJ+/Cbi+It0ppL7yjefvIpUqy+kmVzwGDfirmbef5s98A9IgyrWBtfO6P+S/LzBz0F3j8RwpqH2xsK318vH6T9JJ/TXyID2GMEo/p38QGF/jc217fA3xs3io4vFgKc21wOsLz19PGn29AIMHhL6FdMFwat7WNRX73KXq0a33CWxHCg4nkc5DDwHbDnNbV1U8fl+R7uZhfyfDfeFoedBmFGbFlzzoUZFuGvVGDG5GGpb+341HVb5qvoeOU0CQrtauIF3lPEZq8F2+Ylt3korYjSC5JHB5m30vlg/U1yrWbU1hCgBSPe1Ww/yejiA1Cn+AFCCPAn5C4YSY0y1COmlOyY8fU5qGoHHiKD8qvkfRYkRn/pzuILV//IcUHB/K/w8ajT7Cx2ytH3aL174BuL/wfAppSobbSCXa3YAf5HX7MrRR+r8jlUjb7b/j8UXq7ln8jAc8hvF53cfAkdfzkYNa6ft9kNRY/i1SG9G8s/AdtX2fDA7ejcegkfP5816i8HwCg0d2r0LqRHBPq2N6iPn/IanU925KFx6dHrN99RHwolK//ABQGqQ2qCdPFOrnO+g4YlDSMaSr7Q1JDWTbMni06XWSfkAq8rYr5jWWP1KqGioX+R4jXbFcRbrae550hVMeMfvviPiPpBm5UfcpUsAZINezfwLYmHRi2b6chhQ0zy3k8dnc/nFeYTsdu+Rlaza2WVr+DgZWvZ1A6gHWyM/O+X0Xe+sUq+3mJ12JDehhArwSESGpcVy8rrS+crKxMkn7R6ofruxaG0Mcv5Jfs+FQX1N47dNK3XCLyx5otBMBk3Oj+wFRY5R+yYukapWraF2t8lKN42vf/LflZyzpgxHxew3shVV8T8VquVNJg8bOz883B36dv9NiVV/bHnqFfa9Cqt4tVw0Vq8na/o4iYv38t87I+badBrLJpN/GT0nnld0q0jTGURxEKplDKjH9T6SBsEV1qrgrzQlBYT/SiXclpb6+E0gn6QEkXU5qXHo2P18MOC0iPlpKeo06jxh8T6RG1Tsi4juSDidV7xQ1+oUXG1xbfSl1poA4n9Q4eyswaHBVQcd2AEl/JV1ZnkHq+z5oEE9W1WW3fMzU6ZI3lBPhShFR7BX2HUnTStsqj+c4IjeGF3udnSHp/4BFJX0O+AzpM2lso+5UDY3vYahda9uStBmDu/FWTolRFjNHJEONrtbRfpR+0XkUAn4Lf+x0fDXy1+Ezfj+pPWvzinVBqtpsbO+7uXG40b6yZ0Q0vo9i55FOPfQa6pyA6/yOxpEm5luN9i6V9Ftmdhr4BKlEU7RARFwpSflzO7jimIYaF005XxdExE875KvacIsno+FBKi5/hXSgvxV4G4ViZinttIplt1Usm4vUrnAmqTj3ORg0g2VjcrebSHXV89Fm4rMa72M86WroSdIVySnAG0ppKidd67DdiVS3Ayxc8/UnkKp4VsqPnwAnltLcAcxXeL4A1TNYLpJf36gWOpzq2SlvpNC+QToR3FhKs3bhMYlUh1wuju9DKkH8iFQF9eF+H6+FvB1DqrJ7hHRyuhM4fpjbWp4UWBbO2/oJ6Yq5mOZXzJxE8cj8+Pkw93dK/k2s1ub4KleptKxaGeHP9RpazPJaSjc1/72zvKzFdivfZ153Pmnkdbt8fY108j48P7auSHMD6dxzDqnb/NYUqgkL6abVXHbLcD/H2bqkEKknx46RIuLdHZK/Jmm5yPMJ5R5GVdUB/yFdHRxXXldwUb6K+BHpyj1I1UhNanFzlai4Gow0DUWn7rI3SHp7tBihWdhvs1dJRPy1vCx7o9J8OJ2uqPYmNcyfnp9fzuD5ik4lDY6anJ/vRmpQK6tTLQRp5tiTNPOeCv9g8L0winMDzSC1B5Srv5YgBYZb876vYBao3iCruuqUNGuJmVfjL5Gmh6gyiTaj9CWdERHba+CEfoVdxJqF58eTGsiPJF0o3Cbp2iiMzo36kxEOpTqkjlo99ICXlaaL+LPSFDOPkRqvi/mq8zuC1CZ3t9K4puIgt2Ivw9eRuqQ+Q/otNSemk/SriNiZVEJbkHTMfpdUo1A+7gH+LWn9iPhDfv17gX9XpLte0i8YPPiu40j92X6cgtLkVvPQ4c1L2pg0AOYaZk4bsEfk7mMtfhBNUZqHqLDd+UiDfp4rLf9q4en8pPrVe6NiTqDcpXJvBp9wtiikuYfUoNhoOGz0O25M2dEY0XwVqTG3OKL5shg4tqDWmIe6JG3CzC55lzc+01KaaTF4WoKqZfORqv9WIjVsP5ffZ62qldK2RJojZjfSifEM0hV5x/lxKrZ1OzXn/KmxrZsj4l2SbiIFxadJpauVh7Gtcn/0Rr6K4zrOBPaJgdVOxW0sFRGPK43ZKA5KE6m9qDxmYxype+WGpFLav6NzFUqr/J9NulhoXEjsDKwZeTqSIW7rUtJV9pkRsbbSyOfdI2KTUrp3kqoFFyWdgBcmvc+bh/I7ytt6f1VeomLwWL74+gRp0OyjEfGh/Lv+EOmioLi/xnaeKW1jTVIpc8BFU0TcUUp3VXW2Ol/EzNYlhWyt/LdxlVQ5TUFEXKY0z02jjv/LMXCiuEajWONKuNHvfScqgkW5jlZp6uxmHW1EHF5K/2PS5FVVziNdgV1I6+kFNmmxvKFqRHOQiuzlRsa2V1Qa4vwpkUZ3d7rSrXuFU2w7eaxqQ3WvLiMiJD1B6k44g3RVd5akyyMPAhuCGRFRNdJ5OBolzcOY2S/9l62Tt1WnP3rbUfqFYLFylNoBlKbmKD6/knTleyNptHBzKo5h6tiGNAR1R+oH6fe9POmCElLNwBoM/B0VLyyrZgYg6o1raniKdCw+zcyxPMeQZmtdkYG/28bfFWHAAD5IQaHRceJFUlAZEBRiFjozzAklha8y80Mk//886aYV00ppt2DmieTqiLioYnu3xeBJ8gZMYKZhzKSaG7b/WHU1qJqjFOvI1VZHRMTzkg4k1bt/NwaOtm57RSVpnYiY2u4qSNIfImJ9SS8wMHBUTqEgaS3S1WDxCmfXGHifhFolljpXl0r33/40aa78XwLnRcSrjWqDiFip3T4K22n0atqH9KM+l1kY7Zu3uQCpmmwDClNrRMRLw9hWx2On09WspC+QOlSsSBpN27AQaWxHc/rsXDJfh/QZXE8aQ3BjRFQF+Dr5v5HU2aF4sfDjiOg4KK9iW41S5kRm9tAbVMpUmh7765TmeIqBMxfX6rGl1IlhD9I9OFZS6tl0TAycgPKLpOrNCaS2yjMi4p7Sdo6OiC+02U+j196qpFLa+aTf2uak9oOdSuk7Duptua85ICj8moGjHT9GipoTSSe9w3K6H5I+zMZ0BjuSTtLfKm1vGrBXRFyfn7+HNJBsrUKaOjOpFqujxpFvuBIRg642lG6GsQqpn3jH7qvtaOZ0E+uTisY/Jo2heFchzYqkK6r3kE7ODwGfKl8ldoPyva0jzwZZsf5Y4Mho03ZSpypK0ndIg8sGvSdJb4macxhJeoiBFx1FETWmDajY5hmkElxjHqnKqTVqbqvjlCs1trEIqRRV52ZPjdcsRJrU7Wuku+PNN9S85+3Uqg6pua3LmFnKLFbxlUvtf4jcpbRiG0PpKts4X6xL6nzSqIq9MyLeXkjzA+D08kXqcChN/7JZ5Klp8vdwcUS8r5TuUlKb3bcjYk2lrvW3FfPVypxQfbQMaVDGP6EZUS8mlQimkorokCY+WytyP2ZJJ5G6ZX6rtL3dgRPyD0Wkg7TcDlBnJtVaN1zJ3k662v0ghfspUKNPcYXGj2Ez4LhIE22VG5DbjnlQ6/aVcjtG3S55Ha9cCvucG9hNaarwQW0nWceqqIg4iBbqBoScdoW8j/nLV/K5/nk46k6tUUfH/uil0ty8pCqT5g2monCzp047U2qY3YBUWvgrqRG/atK5ujYilfgaDb3/BN4paa5hnESXiYiNa6Q7SNIvSdU25SlLaneVzTqOa4rSPVtm0ZKkkesNr+RlZeMj4gxJB+Q8zJBUa7qLOSEoLMHA29a9SupV828NvJ0ipIalxpXPIlSI1HC4Zg4KjR8MAIU69oVoU0ebT5a/rXOyzLYDVox6M6p28phS//wPk+4kNR+D+2B3GvNQa2BXpN5f96vQq6uNE8lXLvn5n0idAxrF2Vr7zOr0UBppN5Cq4jotq6POrVprqVN3HIXeQEpnry0ZOH5mKOYndXud2uYiZyjK8xp9iup5jeqo1UOP1PFgNVJwLF6EndO4mIj6t6y9RvXuhDZSTgZuUeo9COle8SdWpKs1qLfKnFB9dCCpT29xtOMFpG6Lx0aeGVVpGtsfkq6ORSpJfDMiTs/rd4qIU0oNOk0R8ZNcNyvSvPrFhkoBh5aqaM4H9q5xskTSeaSeULPSYNfY1oKkUcp3RsSfle4q9vaI+F0hTe2eRpLeSCoeB6m67YnS+mtJA/XadclDQ7ixT408jVgPpRr7eiNpIr1TSNU8xd4oxwwh8Be3eS+pbrhxbCxHukn9DAaXijpta1h1x6p5451uy8fPpoWS/utJJf2NSYFn9XavL22rbQ+9Qrr7I2LVik2UG3QHiYHT2aMe3AmtIo9rk0prkG4kdFuLNEeSxm/dTR7UW6dabrYvKUTN0Y4R8Rul+/A2Zir8RukE12jNb9nHOmY2zM0TpS5nSo2HRXX6LzcsCtwn6Y90mFG1k0izrBZHgz7O4GquumMePksaUfl70gF/pKT/iYgTCsnKM1C2MuwrlwodeyiNoI+S6s6XIV0hN7zA4KrHuupUcdR1Iu1LYJTqx+ciXZkPuVG7S4ZS0u+kUw+9hhskrR6lxt6s9hgLqD2uaUTl9qJObUb3kDpF/It0rJ5HOjY6mu1LCkOh1E94IgP7c5frCNu9fii9NG5hcJ/vAaWJQtrafZ1HwlCuqEgDrZ7Oz98A3FC+ylJFl7wo3aNhVq5cKvI/7DEVwyXp4xFxdi/3WUedEpgG3ke7MdjvuJEomc6quiX9Ed7nvaRSZtvjv+a2Pkbq0NEYJ1LZ+67XVH2fkEUjYrtOr53tSwp1STqB1A/5bkr1iKV0hwHfIzVcXpZf85WIOIV0y8dLqddLY+4apYmUiS6d/Nuoe0X1NOkqo+GFvKxJhS55pB/a0qS+1+WRn8O+cqlQt+54JF0p6SeMzMjbkdSxBDaE+vGeq1vSH2EtS2oa+gSIR5AGIN7ZzSqjYRh2Z4YxExRIc+bXqZ/8SETsL2lr0hXVNqS+2KfU6aVRLE0o3XyjYSFSv+6q12zDLN7/dyiiQ9fTQr3qA8ycnTJIDZTlK/u9yF3y8rb/LKnqJjsnk65cGjeX+SRpAFHHK5dCvobSQ2mkHU+9aTp6reOEkJKWIZXSGife64B9I+LRXma0lRwERnTCwQ77a3f8FydArHOSf4Q0v9JoCggwC50ZxlJQuLFNPWJR4zPZjDTO4TkNHPnbyVBKEw0jcf/fkdSoV/0LA6vJzq9I27FLXjYS3TCH0kNppI3kyNuRtBKp5LcsafqEdzH4dz2ZdFw2AvBOedmHe5TH2UZENHoO3UNqM5rIzM8zSBc3RfsDlyhNHdPq/uo9U7hwmodUon44P1+edF+KjsZSUDiZFBieoP3V5UWS7iNVH31B6TaOtRvl6pQmKjw5igICUf/eE1C/S94sd8PsVMLpsrrTdPTagRFxptKI+Q1JgxWPZub4BYAJEVFsVzhR0pd7mMfZ0SlUjHqucAhpbMX8pDEg/TbLF05jpqFZ0gOkonbLoe2FtIsDz8XMm9svVO6KOUJ5alQ9vJ80GO48ZuH+vyNNaVKtqnrV4sCoWl3yRrIbZj+oepqOXYbTUD6SGg3MSqNm74yIX5e7myrNVzSZmfP57wjsFoNn/LRMbUY9l9L1vNNDt42loHBj1JhPJfee2Y80R/oeSnOZrBoV8ySNQJ4mt1kdUTGjai9JWqfwdH5S9cSMGPpkco0eSi31uRTQUS/HRgwxXxeRuuV+mDSQ7t+kuXDWLKRZntSm8G5SkL+BNIbmkd7nePYgaSNS8Kwa9VxMdxhwRRTGAc3uxlJQOIr0Y76Q9l/y6aTpMT4d6V4DC5K6Ya7Vu9yOXpJuiYh1C89HZZe8kaaa8+r0muoNVjyJNCvwP/LzxUmTzvX1omM0k3QKadTzgN6K5c9MaQqR15HOKa8yBxz/Y6lNYQHSF/eRwrKquUxWiohPKI2AJiL+pSG2NA9V/tHuGwNvFXp4v3+0mjlDKKRBT+sweHqQIxidXfJGWt15dXoq6g1WXKMREHKaZyT1fTTzKPfO8nicKhGxUP6drELh1qqzszETFIbQV/uVPJ6g0e97JQaOuOyGNRoBASDSfY5Hw492KjNnCJ1BGuyzeynNaO2SN9L6MTZipMwlabFSSWHM/PaHqd2o5yalUf/7kka8TyPNKXUDg8fpzDbGzIGhdDvFOjf1Pog0aG1ZSaeS+nbv2uXsjcofbeQZQjsYVV3yumh9YFelqbR7NTZipBxO6nl3Zn6+HanXjLW2HjCtxve9L2nqnJsiYkOlmxJ9n9lY3088PXQc+RaUABFxh9K9GJpBIfekWYxUHbIe6UDYNwbeoa0bij9akRo0+/6jVZoa+oukE2LjZjDHxMAppEdbl7xuqTsKfNSJiJMlTWHmdNrb1BivM9bVrSp8KSJekoSk+SLiPkkdq51Gs7HU0Fxrlk5JUyJiUuVGupu/t5L6mQP8fjT8aFV9M5gB86fMiV3yzOpSmsJ6N9ItPD9I6qo8T0Rs2s98zYqxVFL4e24faLQVbEv1TXKukPQ10kyTxdlNh3zbxaGIiLslTSc3VqnePQq6rc4o5EskfWRO6pJnVldEbJ3/PTiP61mEVP082xpLJYVat6DUzNsvDhDDuO3iEPK2BakK6U2k+wAvD9wbEW/t1j5r5usU4BelUch7RcSnC2nmuC55ZmPZHB8UNPimGQuQule+CJU3zViA6nr0rk1pIOl2UtHzijw6dUNgp4go9/TpqbqjkKu65EXvZ341sxEwFqqPGpO7rUrqJXA+6Wp2Z9LdwspOIs3m+fP8/JN52ZBvqj4Er0bE05LmUro37VWSjuji/urq2Ng2J3bJMxvL5vigEHlyN6Xb/q0d+eYvkg4m3favbCRvql7Xs0q3IbwOOFXSUxTaM/olIv4maX3SDXQmSxpPmgfqoUKyOa5LntlYVr6h+5xsSeCVwvNX8rKyW5VuVAIMbzbPYdiSdPOZL5Maqf5CugNVX0k6CPgGcEBeNC8zeyI1vNTootrokkcqlZnZbGiOLykUnAzckruQAWxFur9t2TrMnIcccj268jzl3RisFBEvauYtLU/K89mMG+n9DMPWwDvI94ONiP8nqXwP20clLUqa4fVySf8ARvXkdmbW2hzf0FykdJ/gDfLTayPitoo0PZ/NU4VbWkbESnlm1mP6PbVxY/I7SbdGxNpK04jf2CowKt1rehHgsoh4pSqNmY1uYyoojFZKd/BaF7i5MLDuzoh4ex/zJOBA0j2XP0y6k9xngF9HxJH9ypeZdddYqj4azere0rJnIiIkbUe6t8TzpHaC/46Iy/uZLzPrLgeF0eEa1bulZa/dCjwbEV/vd0bMrDdcfTQKqOYtLfuQr/uAlUkNx8UpP2aHmUHNbBgcFEYJSfOS7vQUwP2joaG2VaN7NxrbzWx0cFAYBSRtBhxDGp8gYAXg8xFxaV8zZmZjjoPCKJCraT4WEQ/k5ysBF0fEav3NmZmNNWNpRPNo9kIjIGQPku5jYGbWUy4pjAKSjiZNl30GqU1hO9LMpFcARMQ5rV9tZjZyHBRGAUmT26yOiPhMzzJjZmOag4KZmTV58NooIGkFYG9gIoXvJCK26FeezGxsclAYHc4DjieNYv5Pf7NiZmOZq49GAUk3R8S7+p0PMzMHhVFA0idJ9zj+HfByY3lE3Nq3TJnZmOTqo9Hh7aR7Rn+QmdVHkZ+bmfWMSwqjgKQHgNVHw3xHZja2eUTz6HAXsGi/M2Fm5uqj0WFR4D5Jf2Rgm4K7pJpZTzkojA4H9TsDZmbgNgUzMytwSaGPJP0hItaX9AID78ks0pxHC/cpa2Y2RrmkYGZmTe59ZGZmTQ4KZmbW5KBg1keSdpX0i37nw6zBQcGshySN63cezNpxUDCrSdLXJe2T//+ppN/n/z8o6VRJO0q6U9Jdkg4tvO6fkg6XdDvwbkm7SfqTpFuA9/bn3ZhVc1Awq+86YIP8/yTg9ZLmycv+BBxKmsRwLeCdkrbKaV8H3BwRawJ/Ab5DCgbrA6v3KvNmdTgomNU3FVhH0sKk6UhuJAWHDYBngasjYnpEzABOBd6XX/cacHb+/12FdK8Ap/cw/2YdOSiY1RQRrwIPAbsCN5BKDhsCKwN/bfPSlyLitW7nz2wkOCiYDc11wNeAa/P/ewK3AbcA75c0Pjcm7whcU/H6m3O6N+Sqp+16k22zehwUzIbmOmAp4MaIeBJ4CbguIh4HvglcBdwOTI2I88svzukOJlU9XQ/c26N8m9XiaS7MzKzJJQUzM2tyUDAzsyYHBTMza3JQMDOzJgcFMzNrclAwM7MmBwUzM2v6/3iUVRykh3pbAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plot_used_words(tweets, 35, dt(2020,1,1), dt(2020,3,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.9.0 64-bit",
   "metadata": {
    "interpreter": {
     "hash": "63fd5069d213b44bf678585dea6b12cceca9941eaf7f819626cde1f2670de90d"
    }
   }
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}