Week_8/Day_4/NLP_twitter.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import ast\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# import nltk\n",
    "import nltk \n",
    "from keras.preprocessing.text import Tokenizer\n",
    "from keras.preprocessing.sequence import pad_sequences\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import naive_bayes as nb\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import precision_score\n",
    "from sklearn.metrics import recall_score\n",
    "from sklearn.metrics import roc_auc_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = 'happy_or_sad.txt'\n",
    "file = open(filename, 'rt')\n",
    "text = file.read()\n",
    "file.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = text.splitlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5428"
      ]
     },
     "execution_count": 300,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#test[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#temp = json.loads(test[0])\n",
    "#temp['text']\n",
    "#temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {},
   "outputs": [],
   "source": [
    "# temp['retweeted_status'].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# doc = json.loads(test[0])\n",
    "# doc['retweeted_status'].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#temp['retweeted_status']['extended_tweet']['full_text']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [],
   "source": [
    "tweets = []\n",
    "for i in range(len(test)):\n",
    "    doc = json.loads(test[i])\n",
    "    if ('retweeted_status' in list (doc.keys())):\n",
    "        if ('extended_tweet' in list (doc['retweeted_status'].keys())):\n",
    "            tweets.append(doc['retweeted_status']['extended_tweet']['full_text'])\n",
    "        else:\n",
    "            tweets.append(doc['text'])\n",
    "    else:\n",
    "        tweets.append(doc['text'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5428"
      ]
     },
     "execution_count": 307,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(tweets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.concat([pd.Series(tweets),pd.Series(np.zeros(len(tweets)))], axis = 1, keys =['text','sentiment'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [],
   "source": [
    "#data = data.append({'text': ':),asfasfas:(', 'sentiment':0}, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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>text</th>\n",
       "      <th>sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RT @Robin_urlove: me: wow my long hair is so p...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RT @ncityarea: nvm fixed it :)</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>@MaliaMaunakea The bio paragraph works Just fi...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>@Liquid_valo @Dragonsworn_ I just spent some t...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RT @joyrvne: i miss joy :( https://t.co/kJwwHq...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5423</th>\n",
       "      <td>i want a penpal :(</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5424</th>\n",
       "      <td>RT @kdmprz: @ggodisgood_ @bobbyranika oh no :(...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5425</th>\n",
       "      <td>i’ve tried every day this week, and i don’t ev...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5426</th>\n",
       "      <td>@Merryfluffle Yea i just did, sorry I'm still ...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5427</th>\n",
       "      <td>@DragonCobolt Is it still on hold? I feel bad ...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5428 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   text  sentiment\n",
       "0     RT @Robin_urlove: me: wow my long hair is so p...        0.0\n",
       "1                        RT @ncityarea: nvm fixed it :)        0.0\n",
       "2     @MaliaMaunakea The bio paragraph works Just fi...        0.0\n",
       "3     @Liquid_valo @Dragonsworn_ I just spent some t...        0.0\n",
       "4     RT @joyrvne: i miss joy :( https://t.co/kJwwHq...        0.0\n",
       "...                                                 ...        ...\n",
       "5423                                 i want a penpal :(        0.0\n",
       "5424  RT @kdmprz: @ggodisgood_ @bobbyranika oh no :(...        0.0\n",
       "5425  i’ve tried every day this week, and i don’t ev...        0.0\n",
       "5426  @Merryfluffle Yea i just did, sorry I'm still ...        0.0\n",
       "5427  @DragonCobolt Is it still on hold? I feel bad ...        0.0\n",
       "\n",
       "[5428 rows x 2 columns]"
      ]
     },
     "execution_count": 310,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "metadata": {},
   "outputs": [],
   "source": [
    "#(':(' in data['text'][2]) & (':)' in data['text'][2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['sentiment'] = np.where(data.text.str.contains(\":\\)\") & ~data.text.str.contains(\":\\(\"),0,\n",
    "                            np.where(data.text.str.contains(\":\\(\") & ~data.text.str.contains(\":\\)\"),1, \n",
    "                                       np.where(data.text.str.contains(\":\\(\") & data.text.str.contains(\":\\)\"),2,3)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\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>text</th>\n",
       "      <th>sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RT @Robin_urlove: me: wow my long hair is so p...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RT @ncityarea: nvm fixed it :)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>@MaliaMaunakea The bio paragraph works Just fi...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>@Liquid_valo @Dragonsworn_ I just spent some t...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RT @joyrvne: i miss joy :( https://t.co/kJwwHq...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5423</th>\n",
       "      <td>i want a penpal :(</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5424</th>\n",
       "      <td>RT @kdmprz: @ggodisgood_ @bobbyranika oh no :(...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5425</th>\n",
       "      <td>i’ve tried every day this week, and i don’t ev...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5426</th>\n",
       "      <td>@Merryfluffle Yea i just did, sorry I'm still ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5427</th>\n",
       "      <td>@DragonCobolt Is it still on hold? I feel bad ...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5428 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   text  sentiment\n",
       "0     RT @Robin_urlove: me: wow my long hair is so p...          0\n",
       "1                        RT @ncityarea: nvm fixed it :)          0\n",
       "2     @MaliaMaunakea The bio paragraph works Just fi...          0\n",
       "3     @Liquid_valo @Dragonsworn_ I just spent some t...          0\n",
       "4     RT @joyrvne: i miss joy :( https://t.co/kJwwHq...          1\n",
       "...                                                 ...        ...\n",
       "5423                                 i want a penpal :(          1\n",
       "5424  RT @kdmprz: @ggodisgood_ @bobbyranika oh no :(...          1\n",
       "5425  i’ve tried every day this week, and i don’t ev...          3\n",
       "5426  @Merryfluffle Yea i just did, sorry I'm still ...          1\n",
       "5427  @DragonCobolt Is it still on hold? I feel bad ...          3\n",
       "\n",
       "[5428 rows x 2 columns]"
      ]
     },
     "execution_count": 313,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data[data['sentiment']!=3]\n",
    "data.reset_index(drop=True, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2])"
      ]
     },
     "execution_count": 315,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['sentiment'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = data['text']\n",
    "labels = data['sentiment']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 317,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4840"
      ]
     },
     "execution_count": 318,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "metadata": {},
   "outputs": [],
   "source": [
    "processed_features = []\n",
    "\n",
    "for sentence in range(0, len(features)):\n",
    "    tokens = word_tokenize(features[sentence])\n",
    "    words = [word for word in tokens if word.isalnum()]\n",
    "    words = [word for word in words if len(word)>1]\n",
    "    words = ' '.join(words)\n",
    "    words = words.lower()\n",
    "    processed_features.append(words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "metadata": {},
   "outputs": [],
   "source": [
    "p = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'RT @Robin_urlove: me: wow my long hair is so pretty :)\\n\\nmy autism: STOP THIS HAIR FROM TOUCHING MY SENSITIVE FACE!!!!!'"
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features[p]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'rt me wow my long hair is so pretty my autism stop this hair from touching my sensitive face'"
      ]
     },
     "execution_count": 323,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed_features[p]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Word Embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer = TfidfVectorizer(max_features=2500, stop_words=stopwords.words('english'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = vectorizer.fit_transform(processed_features)\n",
    "y = data['sentiment']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X,y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultinomialNB()"
      ]
     },
     "execution_count": 327,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = nb.MultinomialNB()\n",
    "clf.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 328,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, ..., 0, 1, 0])"
      ]
     },
     "execution_count": 328,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predicted = clf.predict(X_test)\n",
    "predicted_proba = clf.predict_proba(X_test)[:,1]\n",
    "predicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[690,  75,   0],\n",
       "       [178, 260,   0],\n",
       "       [  4,   3,   0]])"
      ]
     },
     "execution_count": 329,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y_test, predicted)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.7851239669421488\n"
     ]
    }
   ],
   "source": [
    "print(f'accuracy: {accuracy_score(y_test,predicted)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# using NN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 335,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "def plot_history(history):\n",
    "    acc = history.history['accuracy']\n",
    "    val_acc = history.history['val_accuracy']\n",
    "    loss = history.history['loss']\n",
    "    val_loss = history.history['val_loss']\n",
    "    x = range(1, len(acc) + 1)\n",
    "\n",
    "    plt.figure(figsize=(12, 5))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.plot(x, acc, 'b', label='Training acc')\n",
    "    plt.plot(x, val_acc, 'r', label='Validation acc')\n",
    "    plt.title('Training and validation accuracy')\n",
    "    plt.legend()\n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.plot(x, loss, 'b', label='Training loss')\n",
    "    plt.plot(x, val_loss, 'r', label='Validation loss')\n",
    "    plt.title('Training and validation loss')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 347,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['rt me wow my long hair is so pretty my autism stop this hair from touching my sensitive face',\n",
       " 'rt ncityarea nvm fixed it',\n",
       " 'maliamaunakea the bio paragraph works just fine',\n",
       " 'just spent some time browsing',\n",
       " 'rt joyrvne miss joy https',\n",
       " 'rt lingambhotla1 piedpiperlko happy morning piyush all is well',\n",
       " 'my attempt at interpreting mess of minecraft skin couldve gone for simple hoodie mask design but made this funky thing instead https',\n",
       " 'hellokitt4e are you okay do you need someone to talk to if so here',\n",
       " 'pennjillette gn8tay use that joke every time',\n",
       " 'rt pablorochat good luck https',\n",
       " 'rt brooklynboetel the senior slip slide will be after hallway decorating wednesday night spread the word',\n",
       " 'tisaschoolnight it is not school night since have hurricane coming',\n",
       " 'good morning fam kumusta kayo take care always promote po tayo today here our official tagline frankiana for lazada lazadaph lazadamy asklazadaph dianacmackey frankimrussell https',\n",
       " 'aszneth it is bit challenging try to find tutorials or similar looks and just go from there',\n",
       " 'rt j0hnies heart just melted https',\n",
       " 'atlasprevail burnished dreams the blue quality one from dreaming city it under the open world tab',\n",
       " 'amon sûl the lord of the rings repost support my work on patreon https if you want print and other goodies available here https https',\n",
       " 'goodnight to all my friends ily sorry my twitter has turned from the void to only',\n",
       " 'hyolo13 this man right here cerai https',\n",
       " 'rt frankianasquad trending eleventh spot nationwide lazadaph frankimrussell dianacmackey frankiana for lazada https',\n",
       " 'youretrending frankimrussell dianacmackey frankianahart lazadaph frankianasquad thank you frankiana for lazada',\n",
       " 'tanjirotwt wait no that made me feel bad',\n",
       " 'can anyone tell me where to get fresh jalapenos from cheers',\n",
       " 'iamnomad jesus nomad thought you had some class',\n",
       " 'kutekku follow me fam',\n",
       " 'teaandtails you welcome glad to help',\n",
       " 'new moots can you reply with your pronouns do wan na misgender you',\n",
       " 'awee wan na see',\n",
       " 'adammelchor thank you',\n",
       " 'rt theonlyreasonr me thinking that stormfront was good person theboystv https',\n",
       " 'sugarrrstyles me in blue please',\n",
       " 'jiyooniz we aren playing anymore',\n",
       " 'rt jk bts with wallpaper https',\n",
       " 'dfisman jjretriever mikeggibbs kevinsmithuhn drmwarner the comma before kids was important nonetheless strapping in to minimize exposures and risk of bringing home keeping all at home if anyone is sick waiting for test results we know how this works adults need to support one another to get it right for all',\n",
       " 'rt dreezydreezy rip speaker knockerz',\n",
       " 'knjxcncx it totally fine ily and you can always rant to me',\n",
       " 'pixiejongho hii oh sorry ca fb for the meantime twt restricted me',\n",
       " 'demon slayer 3some do you want watch full video of course yes shinobu by beautiful https',\n",
       " 'it looks like nct dream has arrived for the pubg event it renjun jaemin chenle and jisung for this portion the kartrider part must be later so those players have arrived yet',\n",
       " 'rt slxtpiez need this sooo bad https',\n",
       " 'we moving this week and we have way too many books so giving way three signed copies of the burning god arc rt and add on goodreads to enter notify winners tomorrow afternoon',\n",
       " 'wangxian engaged amp on quarantine fashion models au the quarantine had their shoots moved to later date and now they re both suffering with social distancing allow reposts but please do link or credit my accounts mdzs 魔道祖师 https',\n",
       " 'wuvhunny its not fair',\n",
       " 'patsfilms damn please do',\n",
       " 'clairodiesel ahhh have classes all day tmr too',\n",
       " 'hi askstudytwt would anyone be interested in joining group chat for psych majors like or comment and will add you retweet to help us find people lol',\n",
       " 'follow my account hchittiboina our fans culbs maheshfantrends captain maheshbabunews maheshbabufacts onlymaheshfans mbofficialteam sarkaruvaaripaata urstrulymahesh',\n",
       " 'hey guys cassie okay she gon na be taken tonight off but she will be okay',\n",
       " 'rt pablorochat good luck https',\n",
       " 'rt dreezydreezy rip speaker knockerz',\n",
       " 'pastelwolf5 thank you that song is one of my top nostalgia songs',\n",
       " 'tony hawk pro skater 100 complete of course gon na keep playing',\n",
       " 'the weekend is ending so end it with me short stream with long screams https starting in 15mins 10cst',\n",
       " '11 more',\n",
       " 'rt tokytae just giggly tete and his baby voices https',\n",
       " 'je0nmiso ty it does mean lot since do have many friends here and such',\n",
       " 'to be fair he also told me to sleep more',\n",
       " 'bbxoxo09 weareoneexo we love you baekhyun weloveyoubaekhyun respectbaekhyun weareoneexo',\n",
       " 'twitter always messes up my quality',\n",
       " '1968kl4us im so sorry love hope max is doing okay and that xe will have better day tomorrow and that https',\n",
       " 'han asked for back door to be big hit and fr stays can even do that for him then we suck sopls if can stream lots and lots',\n",
       " 'patrickweekes karinweekes messed with history for personal gain the merchant pc sent his ancestors stock https',\n",
       " 'have over 16 mutuals who follows this account check yourselves',\n",
       " 'rt bikacore loonamaison https thank lovely',\n",
       " 'rt jungwonillegal hi sir miss you https',\n",
       " 'ymshitatoru should think about this first',\n",
       " 'no ur not annoying omg love seeing ur tweets lt 333 ur so nice ilyy https',\n",
       " 'rt teteforkoo this is the sweetest video ever https',\n",
       " 'it hurts lot but just have to keep laughing whenever they made fun of me huhuhu',\n",
       " 'rt ncityarea nvm fixed it https',\n",
       " 'darealanttoon think need to be on pc to do that so ll just do it for free',\n",
       " 'rt frankianasquad trending eleventh spot nationwide lazadaph frankimrussell dianacmackey frankiana for lazada https',\n",
       " 'rt fiiterjm he so smol https',\n",
       " 'wait no don be terrified of me',\n",
       " 'we getting an alex focus episode my gay baby not ready to see him get hurt',\n",
       " 'rrohit90 republic https nuff said',\n",
       " 'rt j0hnies heart just melted https',\n",
       " 'maheshbabufacts is back after months of suspension please do follow them amp support urstrulymahesh sarkaruvaaripaata',\n",
       " 'rt this is exactly how feel now that my album is 90 done https',\n",
       " 'tedcruz daw the snowflake is cwying about hollywood hurting his feelings again',\n",
       " 'good morning https',\n",
       " 'rt zensnug questions for mystic messenger fans thread rt so tht more of mysme twt can see this qrt to answer https',\n",
       " 'why has being in relationship made my anxiety soso bad its not even entirely my gfs fault',\n",
       " 'xonghyuck no im not prank',\n",
       " 'b4byfrog yup saw',\n",
       " 'tarde',\n",
       " 'o0osocko0o he is going trick or treating',\n",
       " 'mortal242 very impressive',\n",
       " 'rt shangnmnz one person with pure love is enough https',\n",
       " 'stream in about 20',\n",
       " 'tanjirotwt miss too bae',\n",
       " 'pls said qna tomorrow jae',\n",
       " 'meses lt',\n",
       " 'wish was on the west coast so couldn meet all my twitter friends',\n",
       " 'rt seungjaehui hi fellow gems new to this fandom help me find some moots or let be besties',\n",
       " 'thank you',\n",
       " 'rt pablorochat good luck https',\n",
       " 'mystiilesbabe wait im embarrassed im sorry if knew me from that time frame wasnt rlly the best',\n",
       " 'promotion mention your id promote you note first 50 ids follow and retweet all of them follow back seetharamarajucharan ramcharan13yrstrendonsep27 vakeelsaab pawankalyan alwaysramcharan https',\n",
       " 'clefie no',\n",
       " 'no wan nini but has to go big boy school tomorrow https',\n",
       " 'hunterrrrrr sorry',\n",
       " 'not new to nsfwtwt looking for new mutuals 21 pansexual switch dom hard kinks acc p1ssc0re taken minors dni my dms are always opened to new friends nsfw nsfwtwitter nsfwtwt rt for moot like for possible dm https',\n",
       " 'tiinytann yes do',\n",
       " 'caliwowiee hope everything works out for you good luck',\n",
       " 'am the only one who thinks that hyunjin looks like hongyi amp they both have mole under the eye https',\n",
       " 'cant',\n",
       " 'rt whimsicaltoad just made my mini littlest pet shops into necklace charms https',\n",
       " 'curlyisclowning yeah',\n",
       " 'ronniewachter np best of luck on your novel',\n",
       " 'stillnogf same',\n",
       " 'me to myself https',\n",
       " 'my attempt at interpreting mess of minecraft skin couldve gone for simple hoodie mask design but made this funky thing instead https',\n",
       " 'this tweet and will write something about you',\n",
       " 'fr3akaccident ty astrology takes lot of energy for me to focus on but think im doing okay at it',\n",
       " 'exopebbles same',\n",
       " 'aspoonfullofeli yeaa well know couple that do',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'rt jk bts with wallpaper https',\n",
       " 'bluekirbyfi can ser have been enjoying yer memes for weeks but never held yfi shame even though understand',\n",
       " 'tdcdyke miss sm',\n",
       " 'spoonful of raw honey before bed hot tea',\n",
       " 'wish we talked as much as we did before you took break',\n",
       " 'rt robergmartin ca fall asleep',\n",
       " 'adoptmetrades trading moped the one that was 800 bucks the color is blue',\n",
       " 'sicheng looks so hurt my heart is broken',\n",
       " 'rt leynachristina hate being the bigger person sometimes wan na beat tf out all foul ass mf',\n",
       " 'valeriusaurous same was like okay',\n",
       " 'ceedee was never gon na be as good after the catch as he was in college',\n",
       " 'rt vmnhourly missing bwl vmin https',\n",
       " 'bby neji to my first draw naruto neji hyuga shippuden narutoshippuden fanart art anime https',\n",
       " 'eanommm hey if ever need friend im here',\n",
       " 'attention monkey our favourite animals are becoming increasingly endangered this is will have massive impact on but also shortage of funny monkeys in the near future if you are feeling generous and would like to support your favourite animals',\n",
       " 'pwfjenns bubunisty close dm',\n",
       " 'rt shangnmnz one person with pure love is enough https',\n",
       " 'welcome to the mike mccarthy cowboys snf sknfl',\n",
       " 'ulovekth ok tho',\n",
       " 'qudusayo haha yeah for me like to think that it starts on monday',\n",
       " 'jikoocanvas good morning kay loml and soulmate aaaa no you smile today you the treasure in my life https',\n",
       " 'just dug up my old xbox one so can play crash soon also revisiting banjo kazooie and tooie now',\n",
       " 'rt fazejev thank you million subscribers https',\n",
       " 'hate to feel like this',\n",
       " 'fatassrenjun stay safe and take care ate',\n",
       " 'go check out this awesome playlist by danifeltmusic',\n",
       " 'rt billyjeanlouis want this https',\n",
       " 'rt deerielu can believe there are people who think yu is ugly https',\n",
       " 'attention monkey our favourite animals are becoming increasingly endangered this is will have massive impact on but also shortage of funny monkeys in the near future if you are feeling generous and would like to support your favourite animals',\n",
       " 'we appreciate your support to bernardokath endorsements we don want to miss your photos that are tagged to the team so we are launching the kathtocart hashtag include it on your posts so we won miss your tags https',\n",
       " 'rt toastodilly wtf the weather app be telling when to smoke now what ios is this',\n",
       " 'let me ruin you anywhere and anytime',\n",
       " 'rt ehhsyifaaa still remember how our first conversation started',\n",
       " 'myx charts updates myx hit chart september 13 2020 with smile by bright vachirawit https click the link and up to 20x per day myx hit chart updates from every sunday bbrightvc withabrightsmile still2getherph https',\n",
       " 'attention monkey our favourite animals are becoming increasingly endangered this is will have massive impact on but also shortage of funny monkeys in the near future if you are feeling generous and would like to support your favourite animals',\n",
       " 'rt taplharv names people call me congrats you said it correctly you are intellectually inept',\n",
       " 'saynotosino costellodaniel1 youtube take cup of tea costello',\n",
       " 'hey guys did you know the liberty bell was replica silently housed in its original walls am doing great tonight',\n",
       " 'yukiaru1122 okmgmk have if you scroll down on the other chaters you find my translations',\n",
       " 'robreiner rob was perfect',\n",
       " 'we appreciate your support to bernardokath endorsements we don want to miss your photos that are tagged to the team so we are launching the kathtocart hashtag include it on your posts so we won miss your tags https',\n",
       " 'ahh again yup unless you can handle it https',\n",
       " 'rt swampchum aydanisdead ditto ilysm and all the demons too of course only going where up',\n",
       " 'historerin little by little should have more time this week',\n",
       " 'drove 15 hours to see kim petras year ago',\n",
       " 'hi im officially so fcked have days to pay 700 fine for car that the police practically stole from me and that now no longer own they re gon na suspend my license too don have tht kinda money and will be left without food venmo rrochelle cashapp rrochelle23',\n",
       " 'we gon na make choco for shylock what does he like reads out his 10k essay on what kinda person shylock is dont rlly get it hes just an amazing wizard to express our gratitude to him we should coat his room in chocolate thats amazing th',\n",
       " 'giveaway alert hatherine toner set exclude photocard benefit amp box screenshot proof follow marimong official di instagram screenshot proof follow lee sejin di instagram amp twitter ends premiere heart di viki screenshot proofnya di quote tweet aja https',\n",
       " 'got new plant today good night tommymcgee killjoy797 horrorfamily venusflytraps https',\n",
       " 'br3ak th3 silenc3 movie link https password hint first single of in lower case can find the answer by searching it on google',\n",
       " 'rt redvelfess rvf plis block sama report luvies https',\n",
       " 'xitroh wouldnt help me get in sacred',\n",
       " 'rt dreezydreezy rip speaker knockerz',\n",
       " 'hyunjintoes think he will later',\n",
       " 'spoolandthimble yeah so good',\n",
       " 'glowywinwin omg are okay why would faint',\n",
       " 'serenityzombie saved and will definitely check it out',\n",
       " 'thanks',\n",
       " 'hey please remember taki minor',\n",
       " 'taegicarus what',\n",
       " 'by the way please dont expose this account as my main if know this account consider urself cool',\n",
       " 'rt moos the gap is getting smaller please vote mamamoo 마마무 https',\n",
       " 'giving out free trials to my of this week just got ta ask imma newbie and need more friends custom messaging daily whatever the fuck you want probably https',\n",
       " 'this is how cultivation world popularity ranks are decided no one sure what welp is for anymore but welp regular citizens usually do have enough spiritual energy to sustain an account the cultivators tab well https',\n",
       " 'dont think it right to go super overtime for synchronous session just because the rest of the lectures are asynchronous',\n",
       " 'drunk me horny me',\n",
       " 'album to enter retweet this tweet follow me the winner will get all versions this time bc im feeling this is quick giveaway so it will end days jennie jisoo lisa rosé blackpink blackpink https',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'rt noellefoley my patreon is finally live https https',\n",
       " 'want to off with dazai https',\n",
       " 'idk what else to say tbh just be my friend if you follow me',\n",
       " 'how do people get sad for winter love that shit fuck summer',\n",
       " 'n3 helping with tryouts https',\n",
       " 'noo she just went private',\n",
       " '𝗡𝗲𝘄 𝗯𝗼𝘁 𝗥𝗗 𝗗𝗠 บอทโสด บอทเมะ บอท บอทเจโฮป https',\n",
       " 'windows 10 does not handle multiple audio sources very well you need an app to fix it thank good the eartrumpets app is thing',\n",
       " 'mini photobook ga mechanics drop sej pics below with your message complete tags unli entry til later at 6pm di pa gawa ang photobook weeks then deliver sa inyo sb19official imszmc birthdaypablout https',\n",
       " 'sopesuds ill try and thank',\n",
       " 'rt good mod https',\n",
       " 'pls say no grammy no opinion sis bc we need it',\n",
       " 'you still should have mask on when you go hangout with your friends',\n",
       " 'klausdelancret literally and figuratively',\n",
       " 'yeah',\n",
       " 'dm me if you want discount link for my only fans',\n",
       " 'rt casualkoo jungkook being whole boyfriend wholesome thread https',\n",
       " 'rt its not like didn know heeseung only has aces before but this kinda hurts',\n",
       " 'dieg0hargreev3s well ca wait wanted to do one but feel like they wo pay attention to it',\n",
       " 'the day will come my friends it is inevitable hope by then there will be some cozy little town people can come visit and find me at the cafe or feeding the animals near the forest and say hello and chat there instead',\n",
       " 'can changes',\n",
       " 'kinsellawarren and us people who work from home and are for the most part not affected',\n",
       " 'mingjuechen so sorry you had to deal with all that helen that so rude of them',\n",
       " 'joonie donating money to museum so they can produce art literature that is hard to find or needs to be republished is just so precious he really loves art and wants it to be accessible to everyone love him and his love for art',\n",
       " 'ratedxxxsoldier zandermaxxx we all need trainers',\n",
       " 'hiii might do an unf spree soon bc no one interacts and im feeling bit uncomfortable here but swear im https',\n",
       " 'it is 4am and am yearning',\n",
       " 'cant ever forget this horrible thing he did https',\n",
       " 'ok goal next term is to not do this stay tuned',\n",
       " 'will accept nothing less of this when being asked to be someones girlfriend from now on',\n",
       " 'iitsxjade jadeexaltt autumn halo want le salad bowl',\n",
       " 'the next shift is here',\n",
       " 'rt vmntear good night miss jungkook https',\n",
       " 'yomozuk1 they always be doing that',\n",
       " 'rt good morning super star fans sarkaruvaaripaata',\n",
       " 'no fake really me gt big load of cum is the best way to tell woman how hot she is get this 4k vid exclusively in the fan club on https https',\n",
       " 'icymulatto miss being like that won ever love again',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'rt okedkama 40 no car no house married at 30 not following those wealth influencers at all happy all the time',\n",
       " 'these are the only two can actually think of at the moment starwars the clone wars star wars rebels book illustrating star wars adventures comic book covers star trek tos book https',\n",
       " 'okay but the fact that they been doing this since forever even before being ambassadors is so why are they the best people ever especially hongjoong that little man has the biggest heart in the planet',\n",
       " 'amylbeaulieu1 if want to ask make list',\n",
       " 'want to go on late night drive with people genuinely love amp just talk amp look up at the stars',\n",
       " 'rt shangnmnz one person with pure love is enough https',\n",
       " 'rt freakonsfw very angry bakugou gets his snoot boopted https',\n",
       " 'she so amazing https',\n",
       " 'love this clown with my whole entire heart please https',\n",
       " 'thelastgreatsad exile stans lost',\n",
       " 'crowsilences bub what wrong',\n",
       " 'is everyone using teeth whitening strips without me',\n",
       " 'if this really me im just sad abt kino talking abt their memories on fan sign from 2018 skdjlfk',\n",
       " 'friendly reminder that hate all of all',\n",
       " 'rt hogwsparker eu tom drink tea darling eu',\n",
       " 'lynxenzi could be better but hanging in there somewhat',\n",
       " 'it moved me so much as well rocketgirlmd is on the twitter too',\n",
       " 'today here my simple fan project for imszmc special day hope you ll save print and use it the link will only be up 9am 9pm keep on smiling sunshine https sb19official birthdaypablout https',\n",
       " 'we appreciate your support to bernardokath endorsements we don want to miss your photos that are tagged to the team so we are launching the kathtocart hashtag include it on your posts so we won miss your tags https',\n",
       " 'crystalcookiec1 join my group add you',\n",
       " 'rt kaufusii let me build your pc https',\n",
       " 'self harm for every this gets wont self harm for day recently started doing it again and trying really hard not to lt and hope will not also do worry about me please',\n",
       " 'robloxdesigncontest hope you like it roblox https',\n",
       " 'feel called out in good way',\n",
       " 'we appreciate your support to bernardokath endorsements we don want to miss your photos that are tagged to the team so we are launching the kathtocart hashtag include it on your posts so we won miss your tags https',\n",
       " 'abvpvoice thanks for you kind words',\n",
       " 'schwifts actually not sure found all of them on pinterest or on here',\n",
       " 'would love to make at least one sale or even if you just checked my website out im clearly obsessed with these jars hehehehe https use code 10per for 10 off your entire order https',\n",
       " 'rt nastassiasays hi nas tassia am black esthetician servicing the brooklyn area https',\n",
       " 'oh no tobi',\n",
       " 'rt nthfish speaking of ao no flag heres some drawings did miss the updates https',\n",
       " 'slit518 yep one reason wanted to do this one',\n",
       " 'chaleee',\n",
       " 'took vitamin gummies instead of order my coffin now',\n",
       " 'feeling better now that finally able to relax',\n",
       " 'karahxgolden yeah ll be okay',\n",
       " 'thats bad word',\n",
       " 'for hhaeyeundtiys be posting it on the insta tomorrow too technothepig dreamfanart technobladefanart https',\n",
       " 'rt calazonesflics https thanks for looking at my photo have great day',\n",
       " '90daycray mine is reese peanut butter cups',\n",
       " 'worried',\n",
       " 'stu91dwh0r3 im joking bud do worry lt',\n",
       " 'rt moos the gap is getting smaller please vote mamamoo 마마무 https',\n",
       " 'mzxay bitch imma miss you imma come visit you tho once im settled in',\n",
       " 'hi im officially so fcked have days to pay 700 fine for car that the police practically stole from me and that now no longer own they re gon na suspend my license too don have tht kinda money and will be left without food venmo rrochelle cashapp rrochelle23',\n",
       " 'rt kellylovesyooou if only my mom would let me wear clothes and go to places that want my ig wouldn be boring',\n",
       " 'dont worry hun if the shoe doesnt fit youll be fine wow hahaha tht was the last thing it was last',\n",
       " 'skz infographic chart showing the note each member sings in go live and in which song straykids golive godsmenu also happy han day everyone https',\n",
       " 'rt ehhsyifaaa still remember how our first conversation started',\n",
       " 'maiqvie june ill miss you',\n",
       " 'ceceliasmiley okay',\n",
       " 'bought butcher block and some iron pipe amp fittings sanded and stained the wood assembled and painted the base and voilà cute kitchen island for this weekend project https',\n",
       " 'this one if for all my males out there if you sexualize woman body when you don know her or if you think women owe you sex because of the way they dress or act towards you hope you choke',\n",
       " 'kevfurry blue and green',\n",
       " 'rt frankianasquad trending eleventh spot nationwide lazadaph frankimrussell dianacmackey frankiana for lazada https',\n",
       " 'just finished crying session after lurking on his exs account she gorgeous pain',\n",
       " 'not gon na be able to smoke for weeks after my surgery',\n",
       " 'rt toprasi he now fancy lad https',\n",
       " 'wth happening to the ppl rn why are you humiliating someone face is that what fucc makes you happy',\n",
       " 'gravemel0dy you makeup skills are fucking sick also you deserve the world lt',\n",
       " 'it still looks ugly since it unfinished and ran out of bucks and to lazy to grind more so finishing it tmr https',\n",
       " 'an indiana based freelance character artist and illustrator who loves everything animated and spreading joy through my artwork feel free to get in touch with me https https',\n",
       " 'check out my interview with ubiquityacm on my recent works and how they tie into the vision for equitable ai https as always grateful to my mentors and collaborators on this journey https',\n",
       " 'rt officialkpxii want weenie dog',\n",
       " 'mrstyxz and then there your aggressiveness coating the team points we had top offense last year by the way',\n",
       " 'warzone ps4 last stream for few days ps5 or series pc one day rpk https so https',\n",
       " 'jadenplayz8 really glad it does what here for',\n",
       " 'be my wedding planner',\n",
       " 'love that question what doing with my life',\n",
       " 'the gap is still actually so wide rn and the deadline is already at sept 15 idk time but vote again gt https https',\n",
       " 'hi ill stream tomorrow at 10 am eastern time come by and say hi https',\n",
       " 'avaahayman copperashes hi love make art on synthetic paper similar to print also can do custom in almost size https https',\n",
       " 'rt okedkama 40 no car no house married at 30 not following those wealth influencers at all happy all the time',\n",
       " 'oh baby',\n",
       " 'bisexualmels just so ppl know who stan bc stan lot of ppl and to get to know me and stuff',\n",
       " 'hiruwhore yea but stopped before sana season',\n",
       " 'rt the first rule of being puppy is have fun and be yourself',\n",
       " 'rt freakonsfw very angry bakugou gets his snoot boopted https',\n",
       " 'rt fiiterjm he so smol https',\n",
       " 'someone come over with soup and cuddles',\n",
       " 'baekfourlight weareoneexo we love you baekhyun weloveyoubaekhyun respectbaekhyun weareoneexo',\n",
       " 'rt willardworm thank you for 1k https',\n",
       " 'arynfern tysm for trying to help but didnt get the rtd',\n",
       " 'rt love annoying the gc with my obsession with mel also please ignore the gc name hahah https',\n",
       " 'cult4killua timebltch sameee ve never used it before',\n",
       " 'patspartsnow wlfofmyst good move it all numbers',\n",
       " 'rt cccdynapro amen what greater reward can there be https',\n",
       " 'rt blakeblossomxxx full version on my ph channel brianomally https',\n",
       " 'this is flopping so hard',\n",
       " 'geeksportsdfs thought chubb was gon na give me chubb',\n",
       " 'rt ehhsyifaaa still remember how our first conversation started',\n",
       " 'rt jk bts with wallpaper https',\n",
       " 'rt sb19official try naten atinselfieday alab5m goup6m',\n",
       " 'man 2020 really does suck now',\n",
       " 'did new thingy cause friend',\n",
       " 'rt fazejev thank you million subscribers https',\n",
       " 'miss diana',\n",
       " 'rt rainbows and smiles',\n",
       " 'rt ily134340x reply with ll shuffle my playlist and you give you the song get',\n",
       " 'sackatchawen bizbassy fids1 nfl 3downnation greenzonesk jamienye sirgregmoore just mute the haters',\n",
       " 'send from my phone https https',\n",
       " 'the ducks wont accept quack like to help quack made by haxx btw what masterpiece https',\n",
       " 'really craving those tacos from my sweet 16 right about now',\n",
       " 'maredoe no problem',\n",
       " 'cupidhoon no it so cute',\n",
       " 'do know what else to do please if you see this and can help us with just retweet that good too we in desperate need of medical supplies for my grandfather he been on bed since august 25th he barely eats at this point we do have any financial support https',\n",
       " 'help this little hedgehog',\n",
       " 'hi guys mind if ask some of your time see my parents are 53 and 54 they are both vendors not professionals our income everyday goes from since our store is no longer selling than usual becos of the pandemic',\n",
       " 'rt arianagrande thank you',\n",
       " 'rt moos the gap is getting smaller please vote mamamoo 마마무 https',\n",
       " 'rt dddolff want to walk walk but do have anyone',\n",
       " 'frappmocha loooooove predator but thought it was complete garbage glad you liked it though',\n",
       " 'rt aribahabibi lot of you just followed me because of my previous avi you can unfollow me rn',\n",
       " 'woozyadam im good',\n",
       " 'hi twitter run small business and this is my latest product the brain is made from chocolate so you can place small gift underneath it and have whoever is receiving it smash it open these run for would mean lot if you could rt and share thank you so https',\n",
       " 'rt bhuwakuiz bambam really is the best boy https',\n",
       " 'day 257 of 366 the cutest boy ever sotd daydream away by all time low https',\n",
       " 'riot4rosie sorry',\n",
       " 'hi im officially so fcked have days to pay 700 fine for car that the police practically stole from me and that now no longer own they re gon na suspend my license too don have tht kinda money and will be left without food venmo rrochelle cashapp rrochelle23',\n",
       " 'tyongiq have me',\n",
       " '0hdevinn if you get it you should go lay with me',\n",
       " 'rt killkobra be nice or ll cry https',\n",
       " 'rt yaoif4iry know my friend hate me secretly',\n",
       " 'rt mrseratonin hi you re now in please enjoy these cute frogs https',\n",
       " 'rt parechiyu chuchu calling pareo cute https',\n",
       " 'she also older than me but taller better and stronger she senior',\n",
       " 'manicpixiewnnab nooo think it girl honestly lol really wanted to name them jiji but idk tbh',\n",
       " 'rt jk bts with wallpaper https',\n",
       " 'rt okedkama 40 no car no house married at 30 not following those wealth influencers at all happy all the time',\n",
       " 'rt yaoif4iry know my friend hate me secretly',\n",
       " 'yeah',\n",
       " 'sad got all ready everything lol',\n",
       " 'couldn listen to love4eva',\n",
       " 'voidstruggles yeahahshs real',\n",
       " 'barstoolbigcat points',\n",
       " 'allforhubi im army too clearing watch history afterwards after you watch other videos at least spend 5min watching others is mandatory if you dont want youtube to catch your ip adress and start counting you as spam',\n",
       " 'rt mureharts old art because playing you know what zakkura cloudstrife zackfair finalfantasyvii https',\n",
       " 'oliviaschreibe4 followed',\n",
       " 'purafutbol miguel36989940 ambarktvl alejandraaxxm mexican and speak spanish know what he said',\n",
       " 'rt hachikyogu bby neji to my first draw naruto neji hyuga shippuden narutoshippuden fanart art anime https',\n",
       " 'huzayyfah gregxsunday thanks huzaifa you as well',\n",
       " 'and in my book',\n",
       " 'rt heywildrich did want it to come to this hate having to flex like this but sometimes accounts needs settled',\n",
       " 'takanashikiara sent my question in kiara looking forward to the amp',\n",
       " 'rt yutacontent wan na bite yuta',\n",
       " 'yunho always leaves me awestruck on how soft his heart can be for atinys his sweet gaze singing his part in light which says it was you my light who came like fate my true light while pointing at atinys he really is man with big heart https',\n",
       " 'rt tokytae just giggly tete and his baby voices https',\n",
       " 'rt to be added into gc bcuz have no one to interact with be funny and high please talk about anything dont be awkward ill create the gc tomorrow',\n",
       " 'harrykingstuff done',\n",
       " 'not bad https',\n",
       " 'cuntorexia love',\n",
       " 'rt ily134340x reply with ll shuffle my playlist and you give you the song get',\n",
       " 'oreo not new to nsfwtwitter just wanted to redo my bio dni sub no lean and hard kinks and retweet if you wan na be moots https',\n",
       " 'teammajkl let gooo deserved the',\n",
       " 'shysoftstan see taemin',\n",
       " 'eyeofme love it yeah and honestly it why couldn decide all for timeless yet modern',\n",
       " 'rt thetjeugene love seeing black twitter happy verzuzbattle',\n",
       " 'rt crazydrakstudio strong tail croc recent commission https',\n",
       " 'thread on famous trans stars like guys to know kalena rios from brazil fans of newer generation might not know is goat in the great looking star who make fans go gaga over her amp bet many fans were into trans porns becos of her including me https',\n",
       " 'too late but just wanted to give you another meaningful notif',\n",
       " 'wosrin band in there',\n",
       " 'rt ehhsyifaaa still remember how our first conversation started',\n",
       " 'rt frankianasquad trending eleventh spot nationwide lazadaph frankimrussell dianacmackey frankiana for lazada https',\n",
       " 'arianashabitual jbiebsmydrug breathinfenty no they do',\n",
       " 'rt okedkama 40 no car no house married at 30 not following those wealth influencers at all happy all the time',\n",
       " 'rt aedrrna why everyone is ignoring me',\n",
       " 'rt yeetbsbakery ourbravestboy weftin 2manybones legendarycaps my contribution to dog thread https',\n",
       " 'rt himeldrz locked at home corona covıd19 https',\n",
       " 'rt dokibaesil are now available for my dr charms link to my shops is in my profile https',\n",
       " 'rt fiiterjm he so smol https',\n",
       " 'no mibf this year',\n",
       " 'surgeon we only allowing family right now hiring manager at game dev studio with horrible company culture and constant to do unpaid overtime that okay because we not really company here at rad ninja games we family',\n",
       " 'rt bikacore loonamaison https thank lovely',\n",
       " 'currieous still got the site up and it says the video will be available for replay shortly',\n",
       " 'rt sb19official stelluwis yes yung bracelet na may cross atinselfieday alab5m goup6m',\n",
       " 'gonlovesyouuu we ll miss lot have great day tho lt 33',\n",
       " 'meh anyways if you see this have good day or night',\n",
       " 'thesadspork just checked its not trending anymore it was trending like two hours https',\n",
       " 'art4ehyung want hello kitty stuffy',\n",
       " 'if you guys wan na play in hypickel reply with your ign ill add you please rt for more attention bored at https',\n",
       " 'melaniecrossing love you',\n",
       " 'rt tokytae just giggly tete and his baby voices https',\n",
       " 'my school does give shit abt trans people and could go on whole rant abt this but wo',\n",
       " 'not bae https',\n",
       " 'fineline cd giveaway one person will win fine line cd how to enter follow me and defxncelesslwt will be checking rt this post tag friend ends friday 18th september https',\n",
       " 'rt marblecantus finished commisshy https',\n",
       " 'my project proposal is',\n",
       " 'csanchez5678 glad you agree that not cute',\n",
       " 'rt fiiterjm he so smol https',\n",
       " 'elijaahmatthew hehehe thank you pa',\n",
       " 'can someone explain to me why the fuck ve been getting ignored all day',\n",
       " 'rt moos the gap is getting smaller please vote mamamoo 마마무 https',\n",
       " 'thank',\n",
       " 'made this message me to order one https',\n",
       " 'rt adorejmjk jimin said yes',\n",
       " 'rt willardworm thank you for 1k https',\n",
       " 'hiii im anya and im not actually new to anitwt used to be yunodawn like to find my moots again so please rt if can https',\n",
       " 'rt camgirlx sad got all ready everything lol',\n",
       " 'rt stopshippingpls jungkook putting things on jimin hair fixing it or just caressing it https',\n",
       " 'good morning fam kumusta kayo take care always promote po tayo today here our official tagline frankiana for lazada lazadaph lazadamy asklazadaph dianacmackey frankimrussell https',\n",
       " 'rt whirlingpool hey gamer kisses time to game pulls down yr pants',\n",
       " 'wan na dye my hair so bad but idk what color amp want new piercing and tattoo shit just give me whole makeover',\n",
       " 'jordan29204982 would shoot him',\n",
       " 'great episode of twiv this week lots of great stuff but was particularly fascinated by the updates on vaccines from alan learned so much about the logistics going on with covid vaccines',\n",
       " 'hlthq nope',\n",
       " 'making dttwt gc stan dream team lt around 20ish people pls be active follow me to join gon na make it tomorrow',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " '1980sflicker so sorry this app is so toxic please take care of yourself your mh is very important',\n",
       " 'new collab with cubedcoconut retweets are appreciated https https hark collab cubedcoconut pearl stevenuniverse nsfw art https',\n",
       " 'rt azfarovski same destination different opportunities',\n",
       " 'leeleela7593 staterbros no stater in la though lindysforever',\n",
       " 'nathansmokee thank nathan',\n",
       " 'rt moos the gap is getting smaller please vote mamamoo 마마무 https',\n",
       " 'mrsbartlettlms here you go https',\n",
       " 'rt okedkama 40 no car no house married at 30 not following those wealth influencers at all happy all the time',\n",
       " 'tbzwingz hey here sorry for not interacting lately we can be friends if like',\n",
       " 'had successful lab meeting was able to finish some work for the weekend',\n",
       " 'we appreciate your support to bernardokath endorsements we don want to miss your photos that are tagged to the team so we are launching the kathtocart hashtag include it on your posts so we won miss your tags https',\n",
       " 'paperpatience7 goodnight',\n",
       " 'everyone reply if you want to be added to my list',\n",
       " 'it sucks having small tities',\n",
       " 'rt wo7fkae man of medan playthrough https',\n",
       " 'need anime suggestions please and thank',\n",
       " 'mnateshyamalan love baby otters https',\n",
       " 'what great talent mandy is',\n",
       " '32ozofveganyum oh shit love to but finishing an assignment sorry',\n",
       " 'rt nervedaking smile https',\n",
       " 'a7e814d4 battle id need backup lvl 100 xeno sagittarius https',\n",
       " 'rt cursedmarked catch up stream https ill be working on my current commission workload https',\n",
       " 'themagicbeanzo aaaaaa im so so sorry it sucks to have ur childhood just taken away bc of dumb body shit',\n",
       " 'rosesswhy because they re good memories and too decorate and stuff unless need the money',\n",
       " 'took these awhile ago but do think ever shared them and since do have much else right now happy hump day https',\n",
       " 'cashslot time to go clowning',\n",
       " 'okay that was number thanks kathleenmadigan gawd luv ya for saint of whiskey',\n",
       " 'ashemusic should crash my zoom meeting tomorrow',\n",
       " 'hi twitter run small business and this is my latest product the brain is made from chocolate so you can place small gift underneath it and have whoever is receiving it smash it open these run for would mean lot if you could rt and share thank you so https',\n",
       " 'rt moos the gap is getting smaller please vote mamamoo 마마무 https',\n",
       " 'do know what else to do please if you see this and can help us with just retweet that good too we in desperate need of medical supplies for my grandfather he been on bed since august 25th he barely eats at this point we do have any financial support https',\n",
       " 'dcxilei hello ti my pronouns are',\n",
       " 'rt allywolfart art it time for some spooky art with others new friends me your',\n",
       " 'tsukkiskage hope she recovers soon stay safe and take care okay be praying for you',\n",
       " 'you didnt like',\n",
       " 'rt zombogorium are you fan of nickelodeon do you love nickelodeon so do we https',\n",
       " 'frenchcheez see soon',\n",
       " 'hiiamaperson3 parody',\n",
       " 'me speaking him on zoom orientation aw what nice old man his intro class should be ok me now if don https',\n",
       " 'rt emmymhartman this hummus is so good https',\n",
       " 'rt sunooswrid yall im blocked by this account here what does it say someone help me please https',\n",
       " 'freakyfrog44 lucky man almost as lucky as me',\n",
       " 'understanding is the key',\n",
       " 'good morning miss jimin https',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'fierceidiot you my people',\n",
       " 'hobiwastaken welcome enjoy your stay friend',\n",
       " 'stuff that help me with school short thread ll update this and probably organize it bit more when find the time feel free to dm me for qs askstudytwt hope it helps some of you https',\n",
       " 'im getting back into my old habits',\n",
       " 'uwonderz oh ok',\n",
       " 'hey baby he so cute https',\n",
       " 'hi literally brand new to stan twitter lmao rt if all want to be mutuals billie eilish clairo wallows blackpink tyler the creator harry styles sza ariana grade tom holland zendaya marvel aos stranger things',\n",
       " 'all really want them to chart like they deserve it so bad can they pls chart pls gp give it listen',\n",
       " 'rt teteforkoo this is the sweetest video ever https',\n",
       " 'hobbesq patience is virtue',\n",
       " 'mattifying really awe man was so looking forward to watching it too have it on my next to watch list',\n",
       " 'yohocutie congrats',\n",
       " 'tbzschaser ericdiors cant follow',\n",
       " 'kylespencersboy after roanoke gon na watch it',\n",
       " 'god willing tomorrow brings new lil update',\n",
       " 'giveaway alert hatherine toner set exclude photocard benefit amp box screenshot proof follow marimong official di instagram screenshot proof follow lee sejin di instagram amp twitter ends premiere heart di viki screenshot proofnya di quote tweet aja https',\n",
       " 'sooo currently taking applications for date to pumpkin patch this year',\n",
       " 'the 4th today https',\n",
       " 'rt blakeblossomxxx sneak peek https',\n",
       " 'kingsfan4evr you too man have great night and it was good talking with ya',\n",
       " 'rt sonchaesthetic chaeyoung is cold https',\n",
       " 'rt hopefulmyg oh he babie https',\n",
       " 'currently at 1632 responses please make sure to participate that around half of my oomfs so some of you out there have participated and please share who knows we might be able to break 2k today',\n",
       " 'rt shangnmnz one person with pure love is enough https',\n",
       " 'thankkk you',\n",
       " 'sheride43955977 tommyinnit same man',\n",
       " 'it little hard to tell in that picture up there but he has freckles',\n",
       " 'sandro220 ricoroho sirisysprime hedonikahadron testmest16 grundemt atlasresolved rosemodema alienlyte platosgroove milk4gwar c15n32 boo hoo just want to learn from geniuses lt pout gt https',\n",
       " '28tomlinsonlou miss you too sweetcheeks',\n",
       " 'idk but hope you have great night',\n",
       " 'lynxenzi therosesound it been two seconds istg but miss ot4 miss their beautiful faces miss them https',\n",
       " 'jungwoo legs lt https',\n",
       " 'goidenstef ha ha don be shy drop the return address so we can egg her house nasty bitch',\n",
       " 'iplaygameslol well happy that was able to talk to you',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'rt girls are born to be complimented',\n",
       " 'yey top spot when you are juggling between making money to support yoir fangirling and actually tweeting to support your baby bunny great monday morning drink your water good thing have save drafts winmetawin',\n",
       " 'rt jk bts with wallpaper https',\n",
       " 'we appreciate your support to bernardokath endorsements we don want to miss your photos that are tagged to the team so we are launching the kathtocart hashtag include it on your posts so we won miss your tags https',\n",
       " 'joycesguerra same',\n",
       " 'trump just said really great things about rick grenell am sitting in front of my screen and started clapping',\n",
       " 'since lot of people are unable to travel during this time wanted you guys to be able to experience some of nashville for yourself and take you to some of my fave places check it out comment like and subscribe lt https',\n",
       " 'goldennharry13 yeah',\n",
       " 'rt actionjack69 ceedee was never gon na be as good after the catch as he was in college',\n",
       " 'lmao shame nearly kill aang cause he died',\n",
       " 'hello here gfm to help me move away from my abusive stepparent didn want to make new gfm so it the same one some of you have been too please boost thank you so much https',\n",
       " 'rt bolinnation the colors of avatar the last airbender another thread https',\n",
       " 'paigemassingale right now drinking harney and son english breakfast',\n",
       " 'rt fiiterjm he so smol https',\n",
       " 'retweet for solo dm with zach herron must be following me ll be checking turn on notifications ll pick winner in days good luck https',\n",
       " 'spongeboob https',\n",
       " 'oshsjoy what the hell understand he should said that but that way to far what the hell is wrong with some people',\n",
       " 'pinkyydrink sorry bby',\n",
       " 'rt heywildrich did want it to come to this hate having to flex like this but sometimes accounts needs settled',\n",
       " 'then you doing an ok job guess',\n",
       " 'bittyish sending lots of love to frankie',\n",
       " 'hola everyone my name is leegade or gade can hv more friends to fill my empty timeline huhu eng talker is https',\n",
       " 'rt making gc just for louies rt if want to be added',\n",
       " 'xaldinsays vexenlovesyou aww bummer',\n",
       " 'have just been discharged from the hospital as am now completely asymptomatic thanks to the excellent care of the doctors and nursing staff of https at seven hills covid facility the joy of beating covid 19 has few parallels thank you for your',\n",
       " 'thinking about him https',\n",
       " 'maiqvie oh you just deactivated know you cant see this but miss',\n",
       " 'alex backstory already in pain someone protect my best boy',\n",
       " 'vnillamochii take prayer',\n",
       " 'twitter just being twitter you know how it is',\n",
       " 'rt arianagrande look who bumped into at rehearsal https',\n",
       " 'rt jlsoosmoon getting yt views doesn mean you have gp interest either focus on your song it free falling',\n",
       " 'rt okedkama 40 no car no house married at 30 not following those wealth influencers at all happy all the time',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'rant time bro the league now with these backs like inside the 25 and zeke is in the game https',\n",
       " 'rt azztrro after hours have an infection on my eyelid so that it all puffy https',\n",
       " 'rt ehhsyifaaa still remember how our first conversation started',\n",
       " 'rt heywildrich just wanted to really make it killstream was only trying to help',\n",
       " 'rt shangnmnz one person with pure love is enough https',\n",
       " 'vminlvley same',\n",
       " 'giving myself 2hr break for doing 5min task',\n",
       " 'eh no mame love your self love your self love your self love your self love your self love your https',\n",
       " 'thingy chito feels like talking to friends who esteem me so yeah go ahead https',\n",
       " 'my poor puppy was stung by bee',\n",
       " 'please gyu is so precious he thought moas were recommending him song called bless you for second https',\n",
       " 'rt yaoif4iry know my friend hate me secretly',\n",
       " 'the smoke isnt funny anymore it just gettin kinda irritating and scary',\n",
       " 'rt jtmyd good night have good sleep tonight everyone god bless you all https',\n",
       " 'rt teteforkoo this is the sweetest video ever https',\n",
       " 'techncblade that fun might check him out when have some time',\n",
       " 'rt watchbeastars sorry trying relate lt https',\n",
       " 'rt don be sad go get tattoo',\n",
       " 'since seen lot of new people into the community making dt gc if ur interested reply',\n",
       " 'thriving https',\n",
       " 'rt suyenfiona hi twitter https',\n",
       " 'rt kanyewithhentai this was one of the worst things ever watched',\n",
       " 'rt kaufusii let me build your pc https',\n",
       " 'miss the house parties more than anything',\n",
       " 'this is so sad the way he downplayed his actions the way he attempted to downplay her feelings about it https',\n",
       " 'rt baekhyo0ng sweethyuniee we love you baekhyun weloveyoubaekhyun respectbaekhyun weareoneexo',\n",
       " 'are we good human being about time we ask ourselves better still rate ourselves so what your grade sunozindagiwithsayema https',\n",
       " 'wan na hear more of jay singing and speaking english haha https',\n",
       " 'rt ultimateswerver love you mahal sb19official imszmc birthdaypablout',\n",
       " 'the shadow and the flame lotr repost support my work on patreon https if you want print and other goodies available here https https',\n",
       " 'studyjeoneli use notebook its really simple to use but there arent many features so',\n",
       " 'rt casualkoo jungkook being whole boyfriend wholesome thread https',\n",
       " 'ellipticalnight do mean to sound facile but what choice do they have',\n",
       " 'hey everyone really got ta get some food tonight if anyone could donate to my super appreciate it lt https',\n",
       " 'jasmynbeknowing my netflix alert on my phone just told me girlfriends is now on my list to watch',\n",
       " 'among us',\n",
       " 'oh god not missouri',\n",
       " 'rt fiiterjm he so smol https',\n",
       " 'rt tokytae just giggly tete and his baby voices https',\n",
       " 'zerosilverreign gentlemanjervis officialego good honestly meant it as one hes all ego for good reason',\n",
       " '10 too young to process virtual hate',\n",
       " 'philjieash brandon11605661 yes am honestly praying for that philjieloveinthebattlefield philjie',\n",
       " 'rt tashaakamal im still waiting your text',\n",
       " 'til the desperate state of mint slices heading up in the world is an example of the format of parliament https',\n",
       " 'littleelevi hiiii we re new moots',\n",
       " 'oreo not new to nsfwtwitter just wanted to redo my bio dni sub no lean and hard kinks and retweet if you wan na be moots https',\n",
       " 'but happy',\n",
       " 'rt bikacore loonamaison https thank lovely',\n",
       " 'clips from sonsofapollo1 song resurrection day making vids showing line6 helix fx presets used in all parts for all songs on mmxx album all bumblefoot guitar presets available at https sonsofapollo mmxx guitar presets coming soon https',\n",
       " 'my friends amp are trying to win an album so to help just follow airinx97 amp comment under this tweet saying you came from team tannie we immensely appreciate your efforts https',\n",
       " 'rt chanelmurder miss my man',\n",
       " 'rt moos the gap is getting smaller please vote mamamoo 마마무 https',\n",
       " 'got ta move forward now hehe',\n",
       " 'dragonfestival4 yeah its scary',\n",
       " 'rt okedkama 40 no car no house married at 30 not following those wealth influencers at all happy all the time',\n",
       " 'thornythylacine biossomsinsnow fangwerewolfnyc same',\n",
       " 'rt bhuwakuiz bambam really is the best boy https',\n",
       " 'boops your nose hey',\n",
       " 'rt okedkama 40 no car no house married at 30 not following those wealth influencers at all happy all the time',\n",
       " 'rt forgot to post but remember this year ago yesterday https',\n",
       " 'fadelightningmm hope you enjoy it',\n",
       " 'want him',\n",
       " 'rt his sweater paws https',\n",
       " 'kingsluthor they work fine that why can see she ain all that',\n",
       " 'another jin edit https',\n",
       " 'gonlovesyouuu oh no we will miss you so so much your account has made me so happy but we will support you https',\n",
       " 'hii twitterians im newbie lets be mutuals rt this and will follow you and makesure you followback okay also drop your ig username tenkiuuu',\n",
       " '28 no import car still rent house married at 25 not following those wealth influencers at all happy all the time',\n",
       " 'gawrgura ninomaeinanis thank you for the stream gura was completely wowed by your shark skills',\n",
       " 'rt late night gaming come vibe https warzone callofduty coldwar https',\n",
       " 'awww bb',\n",
       " 'princezukofan aawww no pey we ll miss you sm and love talking to you and listening to your stories',\n",
       " 'slyhippo123 playspellbreak all good dude',\n",
       " 'join us on cyber social hub become member of technology discussions and occasional geek talk bonus members can sign up to get an awesome free sticker join now https https',\n",
       " 'filocrust idents just noticed the show is gone from sbs on demand',\n",
       " 'samira cheat sheet this is summary of the official report made for the development of this champ if anyone has questions about it can respond or write short explanation for all of the choices listed https',\n",
       " 'anonymous4thew georgenotfound justaminx she spat on him with affection then sapnap killed their dog and blew up their house',\n",
       " 'oinking in pain',\n",
       " 'ok classes are near imma go cry https',\n",
       " 'zerglinator thats not nice',\n",
       " 'pls this is cute',\n",
       " 'have just been discharged from the hospital as am now completely asymptomatic thanks to the excellent care of the doctors and nursing staff of https at seven hills covid facility the joy of beating covid 19 has few parallels thank you for your',\n",
       " 'rt bassmamii snack time https',\n",
       " 'ptsicario got close shot',\n",
       " 'itsgumbolol thanks you too',\n",
       " 'rt grovndzero bokuto so it turns out the undershirt is not part of the item ordered akaaashi akaashi oh noo https',\n",
       " 'rt youngwoozzz baddragon want to use cumlube quickly https',\n",
       " 'rt tomwarren twitter says this feature is just bug https',\n",
       " 'hubiful 100 lets be moots hehe',\n",
       " 'rt fiiterjm he so smol https',\n",
       " 'are yalll chill larries im curious',\n",
       " 'rt good morning super star fans sarkaruvaaripaata',\n",
       " 'rotarrio what did do',\n",
       " 'ramonaflowersxz scam uy eclectic skong heart',\n",
       " 'ur so cute wtf',\n",
       " 'watermonkey8989 hi open for commissions https',\n",
       " 'goodnight',\n",
       " 'ill be making an event starter cant wait to see how people respond to my boy being obedient to tords',\n",
       " 'rezuboo it ok it sad hours for me to',\n",
       " 'nandosusa reported',\n",
       " 'rt jhysllvnc stop downing yourself cheer you beautiful you should recieve all the love you deserve in short you deserve everything',\n",
       " 'rt fiiterjm he so smol https',\n",
       " 'ca wait to see these numbers',\n",
       " 'rant time bro the league now with these backs like inside the 25 and zeke is in the game on first and second down and they really wan na say that pollard has more of the receiving ability why does he lol like does zeke magically forget how to catch',\n",
       " 'we wish ayushmann khurrana very happy birthday wishing him good luck for his upcoming projects taht we ca wait to see keep shining always ayushmannk have great 36th happybirthdayayushmann https',\n",
       " 'fallguysgame hope you are happy with yourself oliverage24',\n",
       " '666arsene he wouldn yeet maikeru he would carry him bridal style',\n",
       " 'kellyreportblog ve left comment review books too here my latest blog post if you re interested https',\n",
       " 'purafutbol miguel36989940 ambarktvl alejandraaxxm mexican and speak spanish was just surprised he replied to my response',\n",
       " 'moesargi favorite car is mustang dream car well my dream vehicle is small class recreation vehicle',\n",
       " 'shanzaf minhajmahdi congratulations guys best wishes',\n",
       " 'rt pablorochat good luck https',\n",
       " 'hope you re okay bro',\n",
       " 'glennlittle5 hello you can read it here mkolken https enjoy',\n",
       " 'tayyjim same',\n",
       " 'rt crazydrakstudio strong tail croc recent commission https',\n",
       " 'rt dreezydreezy rip speaker knockerz',\n",
       " 'but then again would imagine sleeping without them https',\n",
       " 'rt ncityarea nvm fixed it',\n",
       " 'realtrumpforce he be wired but it still wo help',\n",
       " 'rt ac out truck broken down left on read wonderful weekend',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'droakley1689 zachthornton117 so is the postmil converting the amill',\n",
       " 'randompersonhi2 iiaryxla ah stup tagging me pls',\n",
       " 'hellomeowrie not necessarily nature related but they re great for the environment reusable glass straws make them myself amp just posted new https have standard size cocktail smoothie bendy amp boba is available for customization through dms https',\n",
       " 'jusvante this is making me miss him mowr',\n",
       " 'tlicyuh not for me',\n",
       " 'ynclvt not really close with rue but they seem really nice love to get close to them though',\n",
       " 'hi im officially so fcked have days to pay 700 fine for car that the police practically stole from me and that now no longer own they re gon na suspend my license too don have tht kinda money and will be left without food venmo rrochelle cashapp rrochelle23',\n",
       " 'my attempt at interpreting mess of minecraft skin couldve gone for simple hoodie mask design but made this funky thing instead https',\n",
       " 'tsuyulily trying to farm for yokai stuff and it ass well trash really lol my friends said they help but idk where they went',\n",
       " 'rt fazejev thank you million subscribers https',\n",
       " 'rt jk bts with wallpaper https',\n",
       " 'baejaaan its not trash tho',\n",
       " 'this is so sad the way he downplayed his actions the way he attempted to downplay her feelings about it just want better for her and want men to take more accountability and allow people to have space loveislandusa',\n",
       " 'rt tokytae babiest baby https',\n",
       " 'vixenshoutouts well looks like the rams might win',\n",
       " 'waverlip oh really guess it was cause we were in one but try again now',\n",
       " 'liaannaaaaa good luck',\n",
       " 'mslods cityofmelbourne im actually holding out hope for both victoria and nsw to hopefully get more accessible with these new changes',\n",
       " 'cryptocom use my referral link https to sign up for https and we both get 50 usd',\n",
       " 'never forget when taehyung gave away all the monopoly mcdonald stickers he could find on his food to the kid amp was even willing to give his burger as present bc he thought the kid perhaps wanted it he is such precious soul we love you kim taehyung https',\n",
       " 'rt unrollhelper bonita67391798 hi the unroll you asked for https enjoy',\n",
       " 'but real talk rq so sad this is literally the worst omg',\n",
       " 'rt hopefulmyg can joon live be subbed already wan na watch it for boost of serotonin',\n",
       " 'thanks but doubt be able to today but it good to get this out of the way sooner rather https',\n",
       " 'rt sb19official stelluwis yes yung bracelet na may cross atinselfieday alab5m goup6m',\n",
       " 'rt yaoif4iry know my friend hate me secretly',\n",
       " 'rt moos the gap is getting smaller please vote mamamoo 마마무 https',\n",
       " 'sometimes try on irelia and sometimes it doesnt go that badly https',\n",
       " 'do know what else to do please if you see this and can help us with just retweet that good too we in desperate need of medical supplies for my grandfather he been on bed since august 25th he barely eats at this point we do have any financial support https',\n",
       " 'thetrueamg oof sat in the couch all day and became apart of the couch',\n",
       " 'am sleepy',\n",
       " 'edw4rdcuiien sorry my dms are always open if you need friend',\n",
       " 'attention monkey our favourite animals are becoming increasingly endangered this is will have massive impact on but also shortage of funny monkeys in the near future if you are feeling generous and would like to support your favourite animals',\n",
       " 'rt xcindylouwho same',\n",
       " 'rt shangnmnz one person with pure love is enough https',\n",
       " 'guys drew something finally so so so sorry that haven been keeping up with art lately but managed to finish this so enjoy dttwt dttwtfanart dreamteamfanart dreamteam art https',\n",
       " 'we moving this week and we have way too many books so giving way three signed copies of the burning god arc rt and add on goodreads to enter notify winners tomorrow afternoon',\n",
       " 'egertxllica that rlly cool of anyways',\n",
       " 'rt guys do think it the captain these panels seem familiar tubbofanart tubbolive captainsparklez https',\n",
       " 'sad bc no gf to cuddle tn',\n",
       " 'can someone drop header matching my icon',\n",
       " 'harshag47820705 waltdisneyworld brittbaron burresshedy walt disney world magic kingdom in orlando',\n",
       " 'rt taetaesoro don ever forget that yoongi kissed taehyung on the head very gently with his eyes closed twice https',\n",
       " 'rt happy happy happy day everyone frankiana for lazada',\n",
       " 'rt euthanizedcutie facial expression practice with ant0on1000 and https',\n",
       " 'hate online classes',\n",
       " 'narugfs yes was worried abt',\n",
       " 'sorry for not being active was doing homework',\n",
       " 'we gon na make choco for shylock what does he like reads out his 10k essay on what kinda person shylock is dont rlly get it hes just an amazing wizard to express our gratitude to him we should coat his room in chocolate thats amazing th',\n",
       " 'rt yaoif4iry know my friend hate me secretly',\n",
       " 'wheresmycheerio yeah ppl are mean but don let em bring ya down',\n",
       " 'trust yourself before anyone else trust your belief to get sush justice support sabko karo trust khupe karo morning focusonmurderofssr',\n",
       " 'rt fearsbarber my fav person in this entire world https',\n",
       " 'hi literally brand new to stan twitter lmao rt if all want to be mutuals billie eilish clairo wallows blackpink tyler the creator harry styles sza ariana grade tom holland zendaya marvel aos stranger things',\n",
       " 'rt btsdynamitedanc glee version https',\n",
       " 'rt fiiterjm he so smol https',\n",
       " 'dancingquecn relate to this sooooo much but just remind yourself that it all be worth it in the end if https',\n",
       " 'rt lilyisacheetah gay',\n",
       " 'how dare put hachiko clip here fuck sad now',\n",
       " 'ineffableshe oh no did know used to babysit her kid',\n",
       " 'rt send mimoss',\n",
       " 'minha thread flopou',\n",
       " 'rt canadiangayxxx interested in promoting your account dm me https',\n",
       " 'my eyes are getting more blurry',\n",
       " 'rt mrseratonin hi you re now in please enjoy these cute frogs https',\n",
       " 'no ether arts is scary experience the fight before xord is mean ether attacks with dot https',\n",
       " 'we appreciate your support to bernardokath endorsements we don want to miss your photos that are tagged to the team so we are launching the kathtocart hashtag include it on your posts so we won miss your tags https',\n",
       " 'jamesmelville wide awake club',\n",
       " 'blisterrich and ya hella ya we should',\n",
       " 'rt click on the wolf',\n",
       " 'wan na tru again for master then go ahead https',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'sasumptions yeah game time',\n",
       " 'kierstan your guy will come loveislandusa https',\n",
       " '3rachvn no sorry',\n",
       " 'troste',\n",
       " 'tw abuse suicide hope that the right tw pls spread this and if you have any info about who these people are inform us and reach out to them it been around days already think but let just hope it not too late and that we are able to help https',\n",
       " 'malwarejake that sticker is kinda cute',\n",
       " 'j3ongl1x 15 is felix birthday please congratulate felix sunshine birthday',\n",
       " 'gfsimp just sad that all',\n",
       " 'all so mean but so funny just not at the same time time funny and nice cancel culture is mean https',\n",
       " 'tarrahlee29 ribzyfn duckyfn ts7fn qualmking monixne normsvfx wait qualm blocked me',\n",
       " 'rt thehaaley bad quality https',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'dream wow ca believe defended dttwt so heavily on reddit like that but they deserve it love my community and do think they should be hated on in fact lem me see what they up to now dttwt mmm dream you have such fat ass ass2020 am right guys',\n",
       " 'use my referral link https to sign up for https and we both get 50 usd',\n",
       " 'rt realeuriece everyone is going through lot more than you see be nice to people',\n",
       " 'rt crossingcove feeling better now that finally able to relax',\n",
       " 'itsieviowsa sama woe',\n",
       " 'rt threadreaderapp glennlittle5 hello you can read it here mkolken https enjoy',\n",
       " 'miss ruth chris happy hour so much',\n",
       " 'wangzhu0cheng mngzoey just going to smile it away',\n",
       " 'nyctophiile23 nyctophile glad to find',\n",
       " 'snowchiidd pls talk to me',\n",
       " 'is it good or bad',\n",
       " 'rt ivallyk go like it up if you haven https',\n",
       " 'rt killkobra be nice or ll cry https',\n",
       " 'rt the ducks wont accept quack like to help quack made by haxx btw what masterpiece https',\n",
       " 'very neat list enjoy every character except banjo because don have the dlc',\n",
       " 'it the best feeling https',\n",
       " 'think seonghwa has the power to see and feel atiny emotions he says the words we actually want to hear from someone and the way he always comforts us with his experience want to send him all my love and give him the biggest hug ㅠㅠㅠㅠ group hug',\n",
       " 'do believe playboi carti is the reincarnation of tupac yes',\n",
       " 'if you were in just now missed out on so much hype you definently took an but still get to watch vod',\n",
       " 'kevin is not broken she safe very cool very nice',\n",
       " 'ladyjlau cakniving straight into his ass',\n",
       " 'help me please hate how this turned out https',\n",
       " 'hi guys looking for new artists to commission if you know someone or are an artist yourself tag them or drop ur commish sheet below',\n",
       " 'nope',\n",
       " 'rt d3vilxbxby new to nsfw twt no lean 15 dni to be moots lt https',\n",
       " 'kw108a late reply but would like added',\n",
       " 'bbxoxo09 weareoneexo we love you baekhyun weloveyoubaekhyun respectbaekhyun weareoneexo',\n",
       " 'kiwi art raffle thank you for being here with me follow to join and old followers welcome will be picked via generator of my other art in replies https',\n",
       " 'is toto app wording people again',\n",
       " 'hi im officially so fcked have days to pay 700 fine for car that the police practically stole from me and that now no longer own they re gon na suspend my license too don have tht kinda money and will be left without food venmo rrochelle cashapp rrochelle23',\n",
       " 'rt rewindnv no way did thescoreesports just make whole video years later on this lowkey feel bad https',\n",
       " 'vqmpgores speak or are you so pathetic you cant even do that',\n",
       " 'rt sb19official try naten atinselfieday alab5m goup6m',\n",
       " 'time shows us the real part of people it hurts',\n",
       " 'use my referral link https to sign up for https and we both get 50 usd',\n",
       " 'and live by this',\n",
       " 'tarathepotato hope the sky is okay it cries lot and we never ask how its going',\n",
       " 'hey still learning and this isn perfect but this is me on drums and tucker on bass',\n",
       " 'weebkookie can now',\n",
       " 'ayo sapnap fanartists this is colorpicked straight from his mc skin including the skin so if ur drawing his minecraft skin recommend using these colors https',\n",
       " 'we appreciate your support to bernardokath endorsements we don want to miss your photos that are tagged to the team so we are launching the kathtocart hashtag include it on your posts so we won miss your tags https',\n",
       " 'man this whole situation is just making me so sad',\n",
       " 'ev1yl icedmoontea do you have the threads where they are doing tarot readings im curious',\n",
       " 'may your kindness remain that very nice from you stay strong bud sure you going to inspire lot of people',\n",
       " 'not the one who had his entire month ruined because of opinions but thanks for asking',\n",
       " 'we appreciate your support to bernardokath endorsements we don want to miss your photos that are tagged to the team so we are launching the kathtocart hashtag include it on your posts so we won miss your tags https',\n",
       " 'is saki jpn dh gleek warblers smapper eighter gamba osaka supporter thanks for following',\n",
       " 'bc wanted to change few things on the drawing fanart of techno technobladefanart technofanart https',\n",
       " 'ericeilersen so happy to be able to support the trans community',\n",
       " 'rt sinatraa happy bday to the best coach in esports',\n",
       " 'we need comeback desperately',\n",
       " 'wish was the lesbian people called dad',\n",
       " 'aliceingeekland yes and this made me giggle thank you',\n",
       " 'daddy lee gim me ur cummies',\n",
       " 'rt hsvintagecurls just think they excellent https',\n",
       " 'ozwuv well you are but you also right',\n",
       " 'rt phdaisea join my free onlyfans https https',\n",
       " 'did you call me bltch',\n",
       " 'rt villanexxx it does sting bit https',\n",
       " 'it getting warmer here so going to be starting work in oil paint again very keen to maybe share some of the things get done',\n",
       " 'had large coffee at 10 and now im anxious and cant sleep',\n",
       " 'rt tashaakamal im still waiting your text',\n",
       " 'hehe james charles is mine jamescharles',\n",
       " 'chaz is zonked out on fresh towel need to put away he happy thanks for asking he says hi to jasper',\n",
       " 'thank you so much',\n",
       " 'bought myself new docs today',\n",
       " 'miss bubble tea',\n",
       " 'rt dreamwastaken2 vlog content releasing video in week or so probably https',\n",
       " 'my favourite star is alluarjun garu he had already captured karnataka kerala hero upendra garu about alluarjun garu https',\n",
       " 'neondevildom there we are now friieeennnds',\n",
       " 'jikookhatesu jijkdom thank you so much for the help really appreciate it',\n",
       " 'got my sister for my wigs',\n",
       " 'do you need anything',\n",
       " 'and still waiting for the gmm to put the song on spotify or apple music many inter fans can not access to joox winmetawin',\n",
       " 'morsgames still waiting for more posts on sonic lost world daily but also understand that you do want to remind yourself of it',\n",
       " 'got two but remember there being main few and they all just bleh and vanish',\n",
       " 'sasumptions leodfoxx yeah game time',\n",
       " 'gon na sob https',\n",
       " 'not new to nsfw but if you re seeing this hi nsfw name sarah age 19 height sexuality bi lean and hard kinks interactions on my tweets thread for https',\n",
       " 'eunjidoll bar of honey',\n",
       " 'deliriumemi im already on so me',\n",
       " 'rt harykaz hey whores it picture mail https',\n",
       " 'from the set of bad boys bruckheimerjb https',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'rt yaoif4iry know my friend hate me secretly',\n",
       " 'rt shangnmnz one person with pure love is enough https',\n",
       " 'rt 9211cy giveaway ph only just like and rt ends tommorow https',\n",
       " 'the way this twt blew up so deleted it already since im too scared hsjsjs dont want my acc to be deleted https',\n",
       " 'grritsaddi omg addi no ilusm and would never forgive myself if you just disappeared',\n",
       " 'mel um anna diop incredible anna d7 like the sped tonight pretty much in the planet core https',\n",
       " 'me and ex straykidscomeback backdoor in生',\n",
       " 'tidwellau auchief deborahannwoll game time they have lots of groups',\n",
       " 'maaf yaa lucas tp becandaanmu kelewatan syg you should learn more how to respect someone who older than you respectbaekhyun apologizetobaekhyun weareoneexo',\n",
       " 'jkwitluv wait what does it mean',\n",
       " 'beg to disagree when loved person and then moved on be happy seeing them with someone else wish them well',\n",
       " 'rt okedkama 40 no car no house married at 30 not following those wealth influencers at all happy all the time',\n",
       " 'sigmahugs ah well take every dollar she earns until you have enough to buy new one',\n",
       " 'bhakts saving my makeup pictures from my shows to convince themselves that they can do better than this look great the eyemakeup is loud for dramatic effect skin is just the usual dose of fawad khan thoughts keep crying your incel tears',\n",
       " 'fuck bro https',\n",
       " 'ioonatheonce thanks',\n",
       " 'this is what im saying should dye my hair back',\n",
       " 'all know is that my nipples are sore really sensitive it makes me feel good when they slide against my desk',\n",
       " 'rt click on the wolf',\n",
       " 'rt hsajwanization dear brother the devil came in from your ass and talks through his mouth',\n",
       " 'rt yuriikairblx made my 1st ever gfx with the help of xeytra thank you roblox robloxdev https',\n",
       " 'skz infographic chart showing the note each member sings in go live and in which song straykids golive godsmenu also happy han day everyone https',\n",
       " 'you will do great at school do worry take your laptop ilyt goodnight lt',\n",
       " 'good morning oomfies have lovely day and pls do forget to smile okiee ilysm say it back',\n",
       " 'and still waiting for the gmm to put the song on spotify or apple music many inter fans can not access to joox winmetawin',\n",
       " 'tswiftlyyours taylorswift13 taylornation13 but these are not real vinyls vinyls are so pricey so just https',\n",
       " '𝗡𝗲𝘄 𝗯𝗼𝘁 𝗥𝗗 𝗗𝗠 บอทโสด บอทเมะ บอท บอทเจโฮป https',\n",
       " 'rt good mod https',\n",
       " 'rt chanelmurder miss my man',\n",
       " 'missed',\n",
       " 'good morning students thoughts thoughtoftheday mondaymotivation mondaythoughts https',\n",
       " 'tbsfireproof so sorry nadia you so valid lt',\n",
       " 'hi im officially so fcked have days to pay 700 fine for car that the police practically stole from me and that now no longer own they re gon na suspend my license too don have tht kinda money and will be left without food venmo rrochelle cashapp rrochelle23',\n",
       " 'rt itsrachanayeet umm heard twitter appreciated art soo here mine https',\n",
       " 'our fans culbs maheshfantrends captain maheshbabunews maheshbabufacts onlymaheshfans mbofficialteam sarkaruvaaripaata urstrulymahesh',\n",
       " 'rt mrseratonin hope you enjoyed your time in have wonderful day https',\n",
       " 'kitty plz be okay https',\n",
       " 'buddy flash giveaway to enter retweet this tweet and follow nadestraight leave like on this video https bonus entry for leaving comment ends in hours will draw winner when wake up https',\n",
       " 'rt jessicaamaryxx she back https',\n",
       " 'packratt1 virgilvox narmvidia',\n",
       " 'emilyaquin thanks going to stream my coding sessions to keep myself accountable',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'ngl cookie would be fantastic how about we just split cookie and call it even https',\n",
       " 'porklets no because paranoid it something dangerous and don want to hurt urself',\n",
       " 'nobodysbbdoll hey hey',\n",
       " 'rt mrseratonin also love drawing frogs so enjoy this little drawing https',\n",
       " 'we had bees at my window today and they kept kissing me and flying down to say hello and would say hello bees https',\n",
       " 'arthurklovesu here my take on the man https',\n",
       " 'rt sweethyuniee we love you baekhyun weloveyoubaekhyun respectbaekhyun weareoneexo',\n",
       " 'robloxdesigncontest hope win this contest it taken me hours to do https',\n",
       " 'self harm for every this gets wont self harm for day recently started doing it again and trying really hard not to lt and hope will not also do worry about me please',\n",
       " 'snnyminnie sorry bb hope you re ok stay hydrated and try to rest',\n",
       " 'good morning some good news all these so called activists who speak against india should be put behind the https',\n",
       " 'gotsoybeanmilk im shitting',\n",
       " 'to join kpop among us gc already have few people will be added to discord for vc this gc big so please join we also play mafia cod https watch movies shows guessing kpop games on youtube discord stream have fun',\n",
       " 'rt creepsh0ts he ruined his socks how cute mlm amp nblm only https',\n",
       " 'rt ncityarea nvm fixed it https',\n",
       " 'battle of the frank solo songs album will have polls below vote for ur favorite from each one top will go against each other at the end this flops didn tweet it',\n",
       " 'rt marblecantus finished commisshy https',\n",
       " 'omg they know me so well familyjulez https',\n",
       " 'but love people extroverted but really haha like to be an apex just have fun making people smile and laugh and cheer them up',\n",
       " 'brainablaze in so much pain cant even nod off this is mess have to sleep sitting up in chair cant lay down',\n",
       " 'miss blue miss him miss him miss him the best boy',\n",
       " 'it clearing up tho it smoggy but it not orange outside',\n",
       " 'archistudies there section labeled as for mac so yes',\n",
       " 'yurjv me too it was such fun day',\n",
       " 'update acnologia is so bad anymore now anyway',\n",
       " 'rt tokytae babiest baby https',\n",
       " 'rt jacobusgotex so comicsgate and comic people here is my captain britain piece hope you enjoy https',\n",
       " 'rt rewlrf seeing you happy with others is my happiness',\n",
       " 'cubano221 the same he called on 2nd and 3rd the same drive it looked like',\n",
       " 'rt freakonsfw very angry bakugou gets his snoot boopted https',\n",
       " 'starting to lose my taste genuinely think have corona https',\n",
       " 'start school tomorrow so good night oomfs ll post my yoongi edit for dixrseok tomorrow lt https',\n",
       " 'lvstronan nono baby you have to sleep',\n",
       " 'ok now sleep pls pls pls check this healing novel cried bc it was just sweet you know what im going to https',\n",
       " '𝗡𝗲𝘄 𝗯𝗼𝘁 𝗥𝗗 𝗗𝗠 บอทโสด บอทเมะ บอท บอทเจโฮป https',\n",
       " 'all of my mains are love being',\n",
       " 'rt okedkama 40 no car no house married at 30 not following those wealth influencers at all happy all the time https',\n",
       " 'miss you',\n",
       " 'rt parechiyu chuchu calling pareo cute https',\n",
       " 'jordan111julia it the exposing me for my absolute god complex',\n",
       " 'rt click on the wolf',\n",
       " 'she may be the oldest but it does mean she ca be the cutest',\n",
       " 'rt overthink bc overlove amp overcare am the only one like this',\n",
       " 'axolotlnsfw don know how to respond to that sorry',\n",
       " 'graypebble just go wish her well in her chat',\n",
       " 'rt fiiterjm he so smol https',\n",
       " 'is higirlsitsmepam being mean to you',\n",
       " 'lousrant even better',\n",
       " 'disambit',\n",
       " 'will kick every fansites who showed up to yesterday unofficial schedule out from my chenle fansites list which means most of them are ssngs so wo be posting many chenle fansites pics anymore till there are some new unproblematic ones thank you for understanding',\n",
       " 'my attempt at interpreting mess of minecraft skin couldve gone for simple hoodie mask design but made this funky thing instead https',\n",
       " 'eriny1114 awwww thank you my dad never sent it and noel already found some people so maybe next time haha',\n",
       " 'iofiiii selamat 90k sorry telat our beloved alien here portrait of made ioarts https',\n",
       " 'im new to mcyttwt dttwt hermittwt if thats thing here are the people watch the most dream georgenotfound sapnap tommyinnit tubbo wilbursoot grian captainsparklez amp rest of mianite crew to be mutuals',\n",
       " 'siutdiet yeah only have 10mg pills rn and heard stories of ppl surviving after taking 50 25mg pills so id https',\n",
       " '37 no import car still rent house married at 34 not following those wealth influencers at all happy all the time',\n",
       " 'all these oregon ppl talking bout antifa started the fires extreme right started the fires how about we look up what the fuck climate change is and worry about something that is real so we can make sum real changes',\n",
       " 'bluenaturecate5 if ever im here',\n",
       " 'kellikellyyy we would have been thriving',\n",
       " 'yourmammaaaa vikings lost',\n",
       " 'hello cebuanos what are you waiting for order yours now on fanbase cafe and store on facebook to get exciting freebies ps don forget to tag us on facebook and twitter once you got your orders and freebies sb19official imszmc sb19 birthdaypablout https',\n",
       " 'im having sm trouble finding the rest of the halloween squishmallow collection',\n",
       " 'nophocksgiven ndnaksksjs thank you olina im glad you like it',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'same think she is 40years old',\n",
       " 'deakysrog sarah is really cool though did know of her till now and their pfp is really nice too',\n",
       " 'rt fiiterjm he so smol https',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'thenormanlear so great to see norman he was so kind once to send my copy of your book to you to sign thank you',\n",
       " 'rt bikacore loonamaison https thank lovely',\n",
       " 'itsgfreviews missed the stream so ll go back and rewatch seems pretty spooky already maybe for the best so can pause',\n",
       " 'rt mrseratonin hi you re now in please enjoy these cute frogs https',\n",
       " 'half that on my son and you re dead',\n",
       " 'rt peace begins with smile https',\n",
       " 'judgedarts thanks',\n",
       " 'meghanmccain my daughter feet got little bigger so she gave me lots of shoes and got to buy new ones for herself',\n",
       " 'merciless365 joebiden not voting for biden on nov early voting like all the cool kids are',\n",
       " 'rt zensnug questions for mystic messenger fans thread rt so tht more of mysme twt can see this qrt to answer https',\n",
       " 'good morning fam kumusta kayo take care always promote po tayo today here our official tagline frankiana for lazada lazadaph lazadamy asklazadaph dianacmackey frankimrussell https',\n",
       " 'dahyunstoilet thanks angel',\n",
       " 'astridh34575674 noo love that movie',\n",
       " 'rt collettecturner first completed piece for 2020 finally getting over being sick feels good to be back at it polaris lornadane',\n",
       " 'open this if are jack stan',\n",
       " 'if you guys didn know football is one of my personality traits',\n",
       " 'okay so whoever hangs out with me on football nights yall might be hearing this sorry https',\n",
       " 'invoker wins is doing it https',\n",
       " 'wish my computer could handle vtube animations feel so much more comfortable being myself on stream as vtuber',\n",
       " 'she deer now so happy that got mechanical pencils because can add finer details now and it makes me so happy https',\n",
       " 'hyeivrs same',\n",
       " 'rt killkobra be nice or ll cry https',\n",
       " 'will ever get to experience this',\n",
       " 'rt on the phone to my sister gemmaannestyles she telling me about stylinson hahah',\n",
       " 'credit giveaway thanks to sykohgsxr how to enter follow me and sykohgsxr retweet this tweet will pick winner week from now https',\n",
       " 'taking my nephews camping for there first time in our backyard',\n",
       " 'sorry if go mia having psychotic episode',\n",
       " 'daebakmusicpicks is baaaack wooo and today the limelight is on criminal by taemin of shinee click the link for goodness and share with us your daebak picks have beautiful week ahead https https',\n",
       " 'it not an exciting song but it very cozy',\n",
       " 'pengenduitdong starfess nitipppp ueue mmf jbjb',\n",
       " 'heyitskyanana mm picture my vote as yes',\n",
       " 'it good to be back',\n",
       " 'rt sophiavia97 any new buyers ll give you freebie with any purchase as first time incentive selling nudes content videos',\n",
       " 'rt nervedaking smile https',\n",
       " 'purplegvkks hey no pls dont say that matter ok everyone needs',\n",
       " 'rt freakonsfw very angry bakugou gets his snoot boopted https',\n",
       " 'forgot to bring my new hair to twitter https',\n",
       " 'toastcals good for you it nice to have clean space',\n",
       " 'giggukaz is lamenting his inability to compete with all the cute vtuber gals so think he needs it',\n",
       " 'some close up action of my hole getting this full session can now be found on of https https',\n",
       " 'raininstormwake its waiting for you will be 43 in few weeks',\n",
       " 'rt jk bts with wallpaper https',\n",
       " 'autumn art raffle retweet amp leave comment below and do random pick on oct 1st for free autumn themed drawing https',\n",
       " 'rt zachteague3 going to burn my bfa',\n",
       " 'kaup2016 juddapatow it sounds harsh but when say you ca fix stupid reminded of when trump said he loved the poorly educated https',\n",
       " 'emoboydiego ahhhhh my baby',\n",
       " 'sometimes think that the people hates me only for be american',\n",
       " 'trust yourself before anyone else trust your belief to get sush justice support sabko karo trust khupe karo morning focusonmurderofssr',\n",
       " 'want more or want lewds of your fave chars dm me with their names and will share dmme boobs mlp lewds nudes furry share hentai tradenudes clop yiff anynudes sendfurry sendhentai sendclop sendmlp nsfw https',\n",
       " 'camxfrost yes this is her https',\n",
       " 'anwarhainie8 thanks',\n",
       " 'lizzyyy17 so cute',\n",
       " 'squiddypants good morning',\n",
       " 'infinityxbrooke it started it all for me pls',\n",
       " 'attention monkey our favourite animals are becoming increasingly endangered this is will have massive impact on but also shortage of funny monkeys in the near future if you are feeling generous and would like to support your favourite animals',\n",
       " ...]"
      ]
     },
     "execution_count": 347,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 336,
   "metadata": {},
   "outputs": [],
   "source": [
    "text_train, text_test, y_train, y_test = train_test_split(processed_features,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 348,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rt willardworm thank you for 1k https\n",
      "[5, 489, 46, 6, 7, 490, 1]\n"
     ]
    }
   ],
   "source": [
    "tokenizer = Tokenizer(num_words=5000)\n",
    "tokenizer.fit_on_texts(text_train)\n",
    "\n",
    "X_train = tokenizer.texts_to_sequences(text_train)\n",
    "X_test = tokenizer.texts_to_sequences(text_test)\n",
    "\n",
    "vocab_size = len(tokenizer.word_index) + 1  # Adding 1 because of reserved 0 index\n",
    "\n",
    "print(text_train[2])\n",
    "print(X_train[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4840"
      ]
     },
     "execution_count": 349,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(processed_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7590"
      ]
     },
     "execution_count": 350,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vocab_size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 340,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "purafutbol miguel36989940 ambarktvl alejandraaxxm mexican and speak spanish was just surprised he replied to my response\n",
      "[1895 1896 1897 1898 1899    4 1219 1900   49   26 2846   43 2847    3\n",
      "   10 2848    0    0    0    0    0    0    0    0    0    0    0    0\n",
      "    0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
      "    0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
      "    0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
      "    0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
      "    0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
      "    0    0]\n"
     ]
    }
   ],
   "source": [
    "maxlen = 100\n",
    "\n",
    "X_train = pad_sequences(X_train, padding='post', maxlen=maxlen)\n",
    "X_test = pad_sequences(X_test, padding='post', maxlen=maxlen)\n",
    "\n",
    "print(text_train[0])\n",
    "print(X_train[0, :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_2\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embedding_2 (Embedding)      (None, 100, 50)           379500    \n",
      "_________________________________________________________________\n",
      "global_max_pooling1d_2 (Glob (None, 50)                0         \n",
      "_________________________________________________________________\n",
      "dense_4 (Dense)              (None, 10)                510       \n",
      "_________________________________________________________________\n",
      "dense_5 (Dense)              (None, 1)                 11        \n",
      "=================================================================\n",
      "Total params: 380,021\n",
      "Trainable params: 380,021\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from keras.models import Sequential\n",
    "from keras import layers\n",
    "\n",
    "embedding_dim = 50\n",
    "\n",
    "model = Sequential()\n",
    "model.add(layers.Embedding(input_dim=vocab_size, \n",
    "                           output_dim=embedding_dim, \n",
    "                           input_length=maxlen))\n",
    "model.add(layers.GlobalMaxPool1D())\n",
    "model.add(layers.Dense(10, activation='relu'))\n",
    "model.add(layers.Dense(1, activation='sigmoid'))\n",
    "model.compile(optimizer='adam',\n",
    "              loss='binary_crossentropy',\n",
    "              metrics=['accuracy'])\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Accuracy: 0.9895\n",
      "Testing Accuracy:  0.7893\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "history = model.fit(X_train, y_train,\n",
    "                    epochs=10,\n",
    "                    verbose=False,\n",
    "                    validation_data=(X_test, y_test),\n",
    "                    batch_size=10)\n",
    "loss, accuracy = model.evaluate(X_train, y_train, verbose=False)\n",
    "print(\"Training Accuracy: {:.4f}\".format(accuracy))\n",
    "loss, accuracy = model.evaluate(X_test, y_test, verbose=False)\n",
    "print(\"Testing Accuracy:  {:.4f}\".format(accuracy))\n",
    "plot_history(history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_4\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embedding_4 (Embedding)      (None, 100, 100)          759000    \n",
      "_________________________________________________________________\n",
      "conv1d_2 (Conv1D)            (None, 96, 128)           64128     \n",
      "_________________________________________________________________\n",
      "global_max_pooling1d_4 (Glob (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_8 (Dense)              (None, 10)                1290      \n",
      "_________________________________________________________________\n",
      "dense_9 (Dense)              (None, 1)                 11        \n",
      "=================================================================\n",
      "Total params: 824,429\n",
      "Trainable params: 824,429\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "embedding_dim = 100\n",
    "\n",
    "model = Sequential()\n",
    "model.add(layers.Embedding(vocab_size, embedding_dim, input_length=maxlen))\n",
    "model.add(layers.Conv1D(128, 5, activation='relu'))\n",
    "model.add(layers.GlobalMaxPooling1D())\n",
    "model.add(layers.Dense(10, activation='relu'))\n",
    "model.add(layers.Dense(1, activation='sigmoid'))\n",
    "model.compile(optimizer='adam',\n",
    "              loss='binary_crossentropy',\n",
    "              metrics=['accuracy'])\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 346,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Accuracy: 0.9697\n",
      "Testing Accuracy:  0.7669\n"
     ]
    },
    {
     "data": {
      "image/png": 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YJUuWsGnTJurXr8+zzz7LzJkz83U/0Ol0zJkzh+XLl1OpUiWaNGly1euFhYWxbt06duzYQaNGjRg4cCBdu3Z1fZR5swoTo9lsdrUmPPzww9StW5enn36a7OxsACpUqMDOnTvx9fXl/vvvp379+kyaNMnVamKxWPjiiy/43//+R1hYGK+++ipvvvlmoeKbMmUK9957Lz179uSee+4hJSXlipHyQ4cOZdGiRXz11Vc0btyYiIgIvvvuu3zvuclkYuDAgTgcDgYPHnxL3zMhioLc+y+Se/9FRXXvv5pp06bx+OOPM3r0aBo0aMCSJUtYsmQJ7du3B5zdWb7++ms6d+5M7dq1ef7555k8eTJDhgwBnPfZF198kbvvvpvw8HDi4uL47rvv8Pf3d3usJYGiurvDiyj27HY7d911Fz169GDWrFlahyNEofXp0wer1crq1au1DkWIEkfu/ULcGFlxrwzYsWMHCQkJNGnShPT0dN5++22OHTvGY489pnVoQhRKSkoKu3fvZvXq1fnmgRVCXJvc+4W4NZIklwF2u52pU6cSHx+P0WikQYMGbNu2jYYNG2odmhCF0qRJE5KSknj++eevmN5ICHF1cu8X4tZIdwshhBBCCCEuIwP3hBBCCCGEuIwkyUIIIYQQQlxGkmQhhBBCCCEuUywH7p06dUrrEG5IcHBwvkUPyoqyWG+pc9lxs/WuWLFiEURT/JWk+7b8TJcdZbHOUDbrXRT3bGlJFkIIIYQQ4jKSJAshhBBCCHEZSZKFEEIIIYS4TLHskyyEEKJkU1WVnJwcHA4HiqJoHU4+Z86cITc3V+swbrur1VtVVXQ6HSaTqdi9T0JoTZJkIYQQbpeTk4PRaMRgKH5/ZgwGA3q9Xuswbrtr1dtms5GTk4OXl5cGUQlRfEl3CyGEEG7ncDiKZYIsrmQwGHA4HFqHIUSxI0myEEIIt5OP7ksWeb+EuJIkyUIIIUqd5ORkOnToQIcOHWjcuDF3332363VeXt51j42NjWXKlCkFXqNHjx5uiTU6OppBgwa55VxCCPeRz8KEEEKUOhaLhU2bNgEwa9YsvL29efLJJwFn94KcnJxrdgdp1KgRjRo1KvAa69atc1/AQohiR5JkUWKoKvz+u4H4eAONGlmpUsWOfEIohCis0aNH4+npyYEDBwgPD6dnz568+OKL5ObmYjKZeOutt7jzzjuJjo5m3rx5LF68mFmzZnHy5En++ecfTp48ydChQxkyZAgAtWrV4vDhw0RHR/PWW28RGBjIoUOHCAsLY/bs2SiKwpYtW3j55Zcxm800a9aMv//+m8WLF18zxpSUFMaNG8c///yDyWTizTffpF69evz000+8+OKLgLNrxKpVq8jMzOSpp54iPT0du93O66+/TvPmzW/L91KI4sQYF4cuMRHatAGj0W3nlSRZFHtHjuhZu9aLtWu9OHz44g9/+fJ2wsPzuPvuPMLD82jY0Iqnp4aBCiGKvdOnT/PNN9+gqirp6emsXr0ag8HAjh07eOONN/joo4+uOCY+Pp4VK1aQmZlJmzZtGDRoEMbL/hDv37+frVu3EhoaSs+ePYmJiSEsLIwXXniBVatWUaVKFYYPH15gfLNmzaJBgwZ88skn7Ny5k2eeeYZNmzYxb948XnvtNZo1a0ZmZiaenp4sWbKEe++9l2eeeQa73U52drbbvk9ClCTeH36I/ocf4JdfJEkWpd/Jk3q+/trEmjVe7NvngaKoNG+ex+DB52jUyEpsrJFffvHg1189+PZb57RFnp4qYWF5hIdbCQ93Js7BwTJiWwitvfiiHwcPuu8PF0C9elZeeSXtho/r1q0ber0em81GWloao0eP5ujRoyiKgtVqveox7du3x9PTE09PT4KDgzl79iwVK1bMV6Zx48aubfXr1+f48eOYzWaqVq1KlSpVAIiKimLJkiXXjW/37t2uRL1169akpKSQnp5Os2bNePnll3nggQfo0qULFStWpHHjxowbNw6bzUanTp1o0KDBDX8/hCjplORkvL79FsfQoWAyufXckiSLYuPsWR3ffONMjGNinE3CjRvn8eKLqXTvnk3FihcT3kaNrAwalOU67pdfPFyPBQu8+eADHwCqVbO5EuZmzfKoXduGToarlhiqinSpEW5lNptdz2fMmEHLli1ZsGABx48fp1evXlc9xvOSj6j0ej12u/2KMh4eHvnK2Gw2N0YNI0aMoH379mzdupWoqCiWLl1KixYtWLlyJVu2bGHMmDEMGzaM3r17u/W6QhR35pUrUfLycJzvBuVOkiQLTaWmKnz3nYm1a73YudMTh0PhrrusPP98Gj17ZlOt2pV/jC5XrpyDLl1y6NIlB4CcHNi3z8ivvzqT5u3bPfnqK+cfRj8/B02b5rkS5yZNrPj4qEVaR1F4qakK0dGe/PijJzt2eHLihJ6qVW3UrGmjRg07NWrYXI9y5RySQJcQN9Piezukp6cTGhoKwPLly91+/po1a/L3339z/PhxKleuXKiBfs2bN2fVqlWMGTOG6OhoLBYLvr6+HDt2jLp161K3bl327t1LfHw8JpOJChUq8Mgjj5CXl8e+ffskSRZli6pi/uIL8po0gQYNIDHRraeXJFncdllZCt9/b2LtWhPbt5vIy1OoWtXGiBEZ9OyZzV133VoLjMkEzZpZadbMCmSiqvD33/p8rc2zZvmiqgo6nUrdujZXS3N4eB6VKsmAwNslNxd+/dWDH390JsaxsUYcDgWz2cE99+TRsWMOx4/rOXLEwPbtJnJzL74xvr6OfEnzpUm0/OMjCuOpp55i9OjRvPvuu7Rv397t5/fy8uK1117jkUcewWw2F2rGjLFjxzJu3DgiIyMxmUy88847AHz88cdER0ej0+moXbs27dq1Y+3atcybNw+DwYC3tzfvvvuu2+sgRHFm/PVXjIcOcW7GDMwFF79hiqqqxe6vyalTp7QO4YYEBweT6Ob/XkqCG6l3bi5s3+7sSrFpkyfZ2TpCQ+306JFNz57ZNGpkva2JaVqawm+/eRAT40ya9+wxkpnp7IcREmJ3tTSHh+fRoIGVC5+klsX32p11djicM5T8+KMnO3d68r//eZCdrUOvV2nSxEqbNrlEROTSuHEel3x6DYDdDqdOORPmI0cufDXw118GTpzQo6oXf4BCQuyXJdDOR5Uq9ivO6+56X95Xtay4/L6dlZWVr2tDcWIwGNzeHeJaMjMz8fb2RlVVJk6cSPXq1Rk2bNhtufblrlfv4vx+3YqyeM+GslPvgLFjMa1fz5nffiOoalW337OlJVkUGZsNdu3yZM0aLzZsMJGWpsNisdO7tzMx/s9/8jTrH+znp3Lvvbnce28u4EzA/vjDQEyMh6ubxjffOAcEmkwqjRo5E+ZWrRRCQgxUr26TmTQK6eRJnauleOdOTxIT9QDUqmWlX78s2rTJ5Z578vD1vf7/63o9VK5sp3JlO/fem39fTg78/bchX+J85IieDRtMJCXpLzmHSuXKFxNoZzcO56NCBem+Idzv888/Z8WKFVitVho0aMDAgQO1DkmIUkFJT8e0bh3ZDz6I6u1dJNeQJFm4lcMBMTEerF3rxfr1zgTF19dB5845REVl06pVrjtnZ3EbvR7q17dRv76Nxx5zDgg8cyb/gMD5832YM0cByqPTqVSpYqdmTRu1atm4807no2ZNKxZLsftw5rZKTVX46Sdnn+Iff/TkyBHnbaZ8eTsREbm0aeN8VKjgvplHTCaoU8dGnTpXtpKdO6dw9OilybPz8dNPzlbsC7y8HFSvbnclz23aKNxzj9tCFGXUsGHDNGs5FqI081qzBl12Nln9+hXZNSRJFrdMVSEuzsjatV6sW+fF6dN6TCYHHTrk0rNnNu3a5bh7VpbbIiTEQdeuOXTt6hwQmJ0Nycnl+OWXdA4fNhIf71zYZOdOz3x9ZS0WuytxrlnzYgJdqZIdvf5aVyu5cnNhzx4P12C7y/sVDxqUSZs2udSpY9OkpTYgwNmVo0mT/NN7qSr8+6/uiuT5wAEj331n4tAhVZJkIYQopsxLl2KtWxdr48ZFdg1JksVNO3hQYdEiX9au9eLYMQNGo0rbtrlMmpRGx445eHuXrhZVLy9o1EjljjtygBzXdrvdOa9zfLyBw4edCVd8vOGKj/pNJpXq1S8mzc6HlZo17Xh5lZzv1YWVDy90n7jQIqvXqzRubOWZZzJo0yaXJk2u7FdcnCgKVKjgoEKFPFq1ysu3z2oFozFYo8iEEEJcj2H/fjzi4jg3dWqRzhMqSbK4YTt3evDyy/4cPGhEpzPQqlUeI0Zk0KVLNgEBJSfZcxe9HqpUsVOlip377svNty85WTmfNF9sed63z8g335hwOC7+YleqdGXLc61aNoKDi0c/2ZMndezc6enqW3yhX/Gdd17sV9yiRR5+fqXj/TcaITjY7bMJCSGEcAPvpUtRTSayH3igSK8jSbIotIwMhalT/fjsM2+qV7fx9ts22rZNpHx5WdXuWiwWFYvlwnR0F+XmwtGjBlfifKH1efduM1lZF/vJ+vs7qFnTmTx7e6s4HM5+36rK+efKDW27+Dp/ueuVycoycPSocy7ZcuWc/Ypbt3b2K750gRdRssydO5c9e/bg7+/PrFmzAOdcwVu2bMHPzw+Afv360bRpUy3DFEKIfJTsbLxWryb7/vtRAwKK9FqSJItC2bnTg3HjAjh5Us+wYRk8/3walSsHk5goSdLN8PSEu+6yXTEntKrC6dO6fC3P8fHOrg25uaDTXXwoCuh06g1vc77Ov81guPD6ynJ+fjoGDXJ2objrLm36FQv3a9u2LZ07d2bOnDn5tnft2pUePXpoFJX79OrVixEjRtC2bVvXto8++oi//vqLmTNnXvOYKVOm0KhRIwYOHMj777+Pv79/vjKzZs3C29ubJ5988prX3rBhAzVq1KB27dqAc2W/5s2bExERcUt1io6OZt68eSxevPiWziNESWb6+mt0aWlkPfJIkV9LkmRxXZmZztbjxYu9qVHDxurViVe0igr3URSoWNFBxYrO+YKLA+d8m5lahyHcrF69eiQkJGgdRpGJiopi7dq1+ZLktWvXMnny5EId/9lnn930tTds2EBkZKQrSX7uuedu+lxCiPzMX3yBrUYN8po3L/JrSZIsrmnnTg+efTaAEycuth57eWkdlRCiKG3cuJEdO3ZQo0YNBg0ahI+Pz1XLbd68mc2bNwMwffp0goPzD3Q8c+YMBoN2f2J69uzJm2++icPhwMPDg3/++YeEhARatWrF888/z969e8nJyaFbt248//zzACiKgl6vx2AwEB4ezsaNGwkKCuLtt99m+fLlBAcHU7FiRRo1aoTBYOCzzz5jyZIl5OXlUb16dd5//30OHDjApk2b+N///sd7773HJ598wltvvUWHDh3o3r07O3bs4OWXX8Zms9G4cWPefPNNPD09CQ8Pp0+fPnz//fdYrVY+/vhjatWqla9Oer0eRVEwGAykpKQwevRo/v77b7y8vJg5cyb169cnOjra9Y+AoiisXbuWzMxMhg0bRnp6OjabjTfffJMWLVrkO7enp+cV72FpYDAYSmW9ClJq6/3773js3o3ttdcILlcu366iqLMkyeIKl7YeV69uY/XqJJo1yyv4QCFEidaxY0d69eoFwLJly1i8eDHDhw+/atnIyEgiIyNdry9f6So3Nxe9hnMe+vr60rhxYzZt2kSnTp1YtWoV3bp1w263M2HCBHx9fbHb7fTt25e4uDjq1auHqqrY7XZsNpvr+Z49e1izZg3ff/89NpuNzp0707BhQ2w2G506daLf+Tla33jjDZYsWcLgwYPp0KEDkZGRdOvWDQCHw4HdbicjI4NRo0axbNkyatasyahRo/jkk094/PHHUVWVgIAANmzYwKJFi5gzZ84V3ULsdjuqqmKz2XjjjTeoX78+CxYsYOfOnYwYMYJNmzYxZ84cpk2bRrNmzcjMzMRgMLBixQoiIiIYN24cubm5ZGdnX7HyXm5ubqlcoa2srDx3udJab7+5czEajSR27YrjsvoVxSqpkiSLfHbtcvY9vth6nF6ipicTQty8gEsGwbRv35433njDLef1e/FFjAcPuuVcF1jr1SPtlVeuW+ZCl4tOnTqxdu1a1wDFdevWsXjxYux2O2fOnOHw4cPUq1fvquf4+eef6dy5M17nP0br0KGDa9+hQ4d48803SUtLIzMzk3svXwryMn/99RdVqlShZs2aAPTu3ZtPP/2Uxx9/HIAuXboAEBYWxnfffXfdc+3evZuPPvoIgNatW5OSkkJ6ejrNmjXj5Zdf5oEHHqBLly5UrFiRxo0bM27cOBwOBx06dKBBgwbXPbcQxVJuLl5ffUVOx444blMruUaLAoviJjNTYeJEf/r0CcZggNWrk3jppTRJkIUoQ1JSUlzPd+/eTeXKlTWM5tZ16tSJnTt3sm/fPrKzswkLC+Off/5h7ty5LFu2jM2bN9O+fXtycnIKPtlVjBkzhqlTp7JlyxbGjBlDbu6tjSPwPL/WvV6vx26339Q5RowYwYwZM8jJySEqKor4+HhatGjBypUrCQ0NZcyYMaxYseKW4hRCC6aNG9EnJ5PVv/9tu6a0JIt8rcePP57BCy9I67EQpd0777zDwYMHSU9P58knn6RPnz4cOHCAY8eOoSgK5cqVc9tyygW1+BYVb29vWrZsydixY4mKigIgPT0ds9mMn58fZ8+eZdu2bdxznaUVW7RowZgxYxgxYgR2u51NmzYxcOBAADIyMggJCcFqtbJ69WpCQ51TJfr4+JCZeeVg15o1a3L8+HGOHj1K9erVWbly5RV9gwurefPmrFq1ijFjxhAdHY3FYsHX15djx45Rt25d6taty969e4mPj8dkMlGhQgUGDhxITk4O+/bto3fv3jd1XSG04r10KbZKlci9xVliboQkyWVYZqbCtGl+fPqps+/xqlVJ/Oc/0vdYiLJg9OjRV2y77777bn8gRSwqKoohQ4bwwQcfAFC/fn0aNmxIREQEFStWpFmzZtc9vmHDhnTv3p0OHToQHBxM40uWwH3uuefo1q0bQUFBNGnShIyMDMA5aPC5555jwYIFzJ8/31XeZDLx1ltv8cQTT2C3211Tzd2MsWPHMm7cOCIjIzGZTLzzzjsAfPzxx0RHR6PT6ahduzbt2rVj7dq1zJs3D6PRiNls5t13372pawqhFf0//+D544+kPfusc27S20RRVbXYNRmeOnVK6xBuSEnsIL9rl3PmiuPH9QwdmnlTrcclsd63SupcdhTFIJDS7PL7dlZWFmazWaNors9gMFwxcK0suF69i/P7dSvk/lU6+L7xBj7vv8+Zn3/GcY17rAzcE7fs0tbjatWk9VgIIYQQxZjNhnn5cnLbtbtmglxUCpUk7927l4ULF+JwOGjfvr2rb9cFZ8+e5YMPPiAtLQ0fHx9GjhxJUFAQAH379qVKlSqAM8t/4YUX3FsDUWj5W48zGD9e+h4LIYQQovjy3LoV/b//kvraa7f92gUmyQ6HgwULFjB58mSCgoKYMGEC4eHhVKpUyVXms88+IyIigrZt27J//36WLl3KyJEjAfDw8GDGjBlFVwNRIGk9FkIIIURJ5L10KfaQEHLat7/t1y6w93N8fDyhoaGEhIRgMBho2bIlMTEx+cqcOHHCNe9i/fr1+eWXX4omWnHDoqM9iIwsx+LFZoYOzWDz5rOSIAshilwxHO4irkPeL1Ec6U6fxnPLFrJ69wYNVvAsMElOTk52dZ0ACAoKIjk5OV+ZqlWrsnv3bsA5t2Z2djbp6ekAWK1Wxo8fz6RJk1xlRNHLzFSYNMmf3r2D0elg1aokXn5Z5j0WQtweOp2uTA6OK4lsNhu62zhjgBCFZV62DMXhIOv8ypa3m1vS8oEDB/LJJ5+wfft26tati8Vicf3CzZ07F4vFwpkzZ3jllVeoUqWKay7JCzZv3szmzZsBmD59eolbb7y4rZH+ww8Kw4YZ+PtvGDnSziuvODCb/dx+neJW79tB6lx2lNV6u4vJZCInJ4fc3FwURdE6nHw8PT1veeGPkuhq9VZVFZ1Oh8lk0igqIa7B4cD85Zfktm6NvVo1TUIoMEm2WCwkJSW5XiclJWGxWK4o8+yzzwKQk5PDzz//jLe3t2sfQEhICPXq1ePYsWNXJMmRkZFERka6Xpe0aUuKy1QrmZkKr73mx6JFzr7HK1eeo3nzPLKyICvL/dcrLvW+naTOZYdMAXdrFEVxLeVc3MjPtBDFn+fOnRiOHydtwgTNYijw85WaNWty+vRpEhISsNlsREdHEx4enq9MWloaDocDgNWrV9OuXTvAuRqR1Wp1lTl06FC+AX/CfS70Pf70UzNDhjj7HjdvLn2PhRBCCFHymD//HHtgIDmdO2sWQ4EtyXq9nsGDBzNt2jQcDgft2rWjcuXKLFu2jJo1axIeHs7BgwdZunQpiqJQt25dhgwZAsDJkyeZP38+Op0Oh8NBVFSUJMlulpmp8Prrvixc6HO+9ThJkmMhhBBClFi6pCRMGzeS+dhj4OmpWRyF6pPctGlTmjZtmm9b3759Xc9btGhx1fXn69Spw6xZs24xRHEt//ufB2PGOOc9HjIkgwkTZN5jIYQQQpRsXitWoFitZPXvr2kcsuJeCfXvvzr69w+iQgW7tB4LIYQQonRQVcxLl5IXHo6tdm1NQ5E5X0qo+fN9sNlg6VJJkIUQQghROnjExGD86y8yNW5FBkmSS6TkZIXPPjPTs2c2VavatQ5HCCGEEMItzJ9/jsPXl5zu3bUORZLkkuiTT3zIytIxYkSG1qEIIYQQQriFkpqKaf16sqOiUM1mrcORJLmkychQ+OQTbzp3zqZOHVnNSgghhBClg9fq1ehycsh65BGtQwEkSS5xPvvMTGqqtCILIYQQohRRVbw//5y8hg2xNmyodTSAJMklSk4OfPihD23a5NKkiVXrcIQQQggh3MIYF4fx4EGy+vXTOhQXSZJLkGXLzJw9q2fkyHStQxFCCCGEcBvz55/j8PIi+4EHtA7FRZLkEsJqhQ8+8OHuu/No2VKmfBNCCCFE6aBkZuK1Zg053buj+vlpHY6LJMklxNq1Xhw/bmDkyHQURetohBBCCCHcw/T11+gyMzVfYe9ykiSXAA4HvP++D3XrWomMzNU6HCGEEEIIt/H+/HOstWqRFx6udSj5SJJcAmzYYOLwYaO0IgshhBCiVDH88Qcee/Y4W5GLWZIjSXIxp6owe7YP1arZ6NYtR+twhBBCCCHcxrx0KaqHB9m9emkdyhUkSS7mduzwJC7Og6efzkCv1zoaIYQQQgg3ycnBvHIlOZ0747BYtI7mCpIkF3OzZ/sQGmrnoYeytA5FCCGEEMJtvDZsQHfuHJnFbMDeBZIkF2MxMR789JMnTz2Vgaen1tEIIYQQQriP+fPPsVWpQl6rVlqHclWSJBdj773ng8Vip39/aUUWQgghROmhP3oUz+ho5wp7uuKZjhbPqAT79xvYutXE0KGZmM2q1uEIIYQQQriN+YsvUPV6svr21TqUa5IkuZh6/31ffHwcPPZYptahCCGEEEK4j9WKeflyciIjcYSEaB3NNUmSXAz99Zee9etNPPZYJv7+0ooshBBCiNLDtHkz+rNnnV0tijFJkouhuXN98PSEoUOlFVkIIYQQpYt56VLsoaHktmundSjXJUlyMXPypJ6vvjLTv38m5co5tA5HCCGEEMJtdCdP4rltG1kPPwwGg9bhXJckycXMvHneADz5pLQiCyGEEKJ0MS9bBuBMkos5SZKLkcREHUuXevPQQ9nccYdd63CEEEIIIdzHbsf8xRfkRkRgr1xZ62gKJElyMfLRR97k5sLw4elahyKEEEII4VaeO3ZgOHWKrGK6wt7lJEkuJlJTFT791JuuXXO4805pRRZCCCFE6WJeuhR7UBA5HTtqHUqhSJJcTHz6qTfp6TpGjpRWZCGEEEKULrqzZzF9/z3ZvXuDh4fW4RSKJMnFQHa2wkcfeXPffTk0aGDTOhwhhBBCCLcyr1iBYrORWcznRr6UJMnFwNKlZpKT9YwalaF1KEIIIYQQ7qWqmJcuJbd5c+x33ql1NIUmSbLG8vLggw98aNEil2bN8rQORwghhBDCrTx++gnD0aMlZsDeBZIka2zlSjOnT+sZOVJakYUQQghR+piXLsXh7092165ah3JDJEnWkN0O77/vQ8OGedx7b67W4QghhBBCuJWSkoLXt9+S9eCD4OWldTg3pHivB1jKrV9v4tgxA/PnJ6MoWkcjhBBCCOFe5lWrUHJzySpBA/YukJZkjagqzJ7ty513WunSJUfrcIQQQggh3Ov8gL28xo2x1a+vdTQ3TJJkjWzZ4snvvxsZMSIDnbwLQgghhChljL/9hvGPP0rcgL0LCtXdYu/evSxcuBCHw0H79u2JiorKt//s2bN88MEHpKWl4ePjw8iRIwkKCgJg+/btrFq1CoAHH3yQtm3burUCJZGqwnvv+VKpko2oqGytwxFCCCGEcDvz0qU4zGaye/bUOpSbUmAbpsPhYMGCBUycOJG3336bXbt2ceLEiXxlPvvsMyIiIpg5cya9evVi6dKlAGRkZPDVV1/x2muv8dprr/HVV1+RkSGzOPz0kwe//urBU09lYDRqHY0QQgghhHspGRl4rV1Lds+eqD4+WodzUwpMkuPj4wkNDSUkJASDwUDLli2JiYnJV+bEiRM0aNAAgPr16/PLL78AzhbosLAwfHx88PHxISwsjL1797q/FiXM7Nk+lCtnp2/fLK1DEUKUUXPnzmXo0KGMGzfOtS0jI4NXX32VUaNG8eqrr0qjhhDipnmtXYsuK6vEdrWAQiTJycnJrq4TAEFBQSQnJ+crU7VqVXbv3g3A7t27yc7OJj09/YpjLRbLFceWNXv3Gtmxw8SwYZklbSYUIUQp0rZtWyZOnJhv25o1a2jYsCHvvfceDRs2ZM2aNdoEJ4Qo8cxLl2K96y6sTZpoHcpNc8sUcAMHDuSTTz5h+/bt1K1bF4vFgu4GRqNt3ryZzZs3AzB9+nSCg4PdEdZtYzAYCh3z/PkGAgJURo824ednKuLIitaN1Lu0kDqXHaW93vXq1SMhISHftpiYGP773/8CcO+99/Lf//6XAQMGaBCdEKIkMxw4gMfevaS+8goleY7bApNki8VCUlKS63VSUhIWi+WKMs8++ywAOTk5/Pzzz3h7e2OxWDh48KCrXHJyMvXq1bviGpGRkURGRrpeJyYm3nhNNBQcHFyomP/808DateUZPTqdvLx0Slg1r1DYepcmUuey42brXbFixSKI5vZITU0lMDAQgICAAFJTUzWOSAhREpm/+ALV09O5gEgJVmCSXLNmTU6fPk1CQgIWi4Xo6GhGjRqVr8yFWS10Oh2rV6+mXbt2ADRu3JgvvvjC1a8tNjaW/iW4b8qtev99H8xmB0OGSD8/IUTxpigKynVagEryJ4Cl/VOCaymL9S6LdQaN652djXH1ahwPPEBQrVq37bJFUecCk2S9Xs/gwYOZNm0aDoeDdu3aUblyZZYtW0bNmjUJDw/n4MGDLF26FEVRqFu3LkOGDAHAx8eHhx56iAkTJgDQq1cvfEroCMdb9fffetas8WLIkEwsFlXrcIQQ4gr+/v6kpKQQGBhISkoKfn5+1yxbkj8BlE9Hyo6yWGfQtt5eX31F4LlzpDz0EHm3MYai+PSvUH2SmzZtStOmTfNt69u3r+t5ixYtaNGixVWPve+++7jvvvsKc5lS7YMPfNDrYdgwaUUWQhRP4eHh/PDDD0RFRfHDDz/QrFkzrUMSQpQw5qVLsVWvTt4992gdyi1zy8A9cX1nzuhYtsxM795ZVKjg0DocIYTgnXfe4eDBg6Snp/Pkk0/Sp08foqKiePvtt9m6dSvlypVjzJgxWocphChB9PHxeP78M2mTJpXoAXsXSJJ8G8yf74PNBsOHSyuyEKJ4GD169FW3v/jii7c3ECFEqeH9xReoBgNZvXtrHYpbFH6eNnFTUlIUFi8207NnNtWq2bUORwghhBDC/fLy8FqxgpyOHXGUK6d1NG4hSXIRW7jQm6wsHSNGSCuyEEIIIUon7yVL0CcllegV9i4nSXIRyshQWLDAh06dsrnrLpvW4QghhBBCuJ3+yBF8p00j5777yG3bVutw3EaS5CK0ZImZc+ekFVkIIYQQpZTdTuDo0eDpybk33ywVA/YukIF7RSQnBz780IfWrXNp2tSqdThCCCGEEG7n8+GHePz6KymzZ+OoUEHrcNxKWpKLyPLlZhIS9Iwcma51KEIIIYQQbmc4dAjfGTPIvv9+sh94QOtw3E6S5CJgs8HcuT40aZJHq1Z5WocjhBBCCOFeVisBzzyDw9eX1NdfL1XdLC6QJLkIrF3rxfHjBkaNSi+NPzNCCCGEKON8Zs/GY98+UqdPxxEcrHU4RUKSZDdzOOD9932oW9dKZGSu1uEIIYQQQriVMS4O33ffJevBB8m5/36twykykiS72caNJv7808iIERno5LsrhBBCiNIkN5eA0aNxBAeT+uqrWkdTpGR2CzdSVZg924dq1Wx065atdThCCCGEEG7lO2sWxkOHSPrsM9SAAK3DKVLS1ulGP/7oSWysB8OHZ2CQfz+EEEIIUYoYY2Lw+eADMh95hNz77tM6nCInSbIbvfeeD6Ghdnr1ytI6FCGEEEIIt1GysggcPRp7xYqkvfii1uHcFtLe6SYxMUZ++smTl15KxdNT62iEEEIIIdzH9/XXMRw7RuLy5ag+PlqHc1tIS7KbvP++L4GBdgYMkFZkIYQQQpQeHjt34vPJJ2QMGUJeq1Zah3PbSJLsBnFxCps3mxg6NBOzWdU6HCGEEEIIt1DS0wkYNw5b9eqkT5igdTi3lXS3cIM339Th4+PgsccytQ5FCCGEEMJt/F55Bf2pUySuXo3q5aV1OLeVtCTfor/+0vPVVzoefTSTgABpRRZCCCFE6eC5ZQveS5eS8dRTWMPDtQ7ntpMk+RbNn++Dpyc8/ri0IgshhBCidFBSUgh47jmsdeqQPm6c1uFoQrpb3KKdOz3p1EmlXDmH1qEIIYQQQriF/5Qp6JKSSP70U8rqtF3SknwLzp1TOHbMQLNmkiALIYQQonQwffMN5tWrSR89GmvDhlqHoxlJkm9BXJwRgKZNpS+yEEIIIUo+XWIi/uPHkxcWRsaIEVqHoylJkm9BXJwHIEmyEEIIIUoBVcX/hRfQZWRw7p13wGjUOiJNSZJ8C2JjjVStaiMwUOtIhBBCCCFujdeqVXht2EDa889jq1NH63A0J0nyLYiLMxIWZtU6DCGEEEKIW6I7fRr/yZPJCw8nc9gwrcMpFiRJvknJyTpOnDDQqFGe1qEIIYQQQtw8VSXguefAaiXlnXdAr9c6omJBkuSbdGHQnrQkCyGEEKIkMy9dimnbNtImT8ZevbrW4RQbkiTfpNhYZ5LcsKEkyUIIIYQomfT//IPfyy+T26oVWYMGaR1OsSJJ8k2KizNSo4YNPz+Z2UIIIYQQJZDDQcDYsaAonHvrLdBJWngpWXHvJsXGetCiRa7WYQghhBBC3BTvTz7B86efSJk1C3ulSlqHU+zIvww3ISFBx+nTeumPLIQQQogSSR8fj9/rr5PTvj3ZfftqHU6xJEnyTbgwaK9RI0mShRBCCFHC2GwEjhmDajJxbsYMUBStIyqWpLvFTYiLM6IoKg0aSJIshBBCiJLFZ948PPbsIWXOHBwhIVqHU2wVKkneu3cvCxcuxOFw0L59e6KiovLtT0xMZM6cOWRmZuJwOOjfvz9NmzYlISGBMWPGULFiRQBq1arFsFIwQXVsrAe1atnw9pZBe0IIIYQoOQy//47vzJlkd+1Kds+eWodTrBWYJDscDhYsWMDkyZMJCgpiwoQJhIeHU+mSDt4rV67knnvuoWPHjpw4cYLXX3+dpk2bAhAaGsqMGTOKrga3mao6W5IjImTQnhBCCCFKkLw8Ap95Boe/P6mvvy7dLApQYJ/k+Ph4QkNDCQkJwWAw0LJlS2JiYvKVURSFrKwsALKysggMDCyaaIuBf//VkZCgl/7IQgghhChRfN97D+OBA6S+8QaOoCCtwyn2CmxJTk5OJuiSb2RQUBCHDx/OV6Z3795MnTqVDRs2kJuby5QpU1z7EhISeP755/Hy8uLhhx+mbt26bgz/9ouL8wAgLEyWoxZCCCFEyWCMjcXnvffIeughcjp31jqcEsEtA/d27dpF27Zt6d69O3/++SezZ89m1qxZBAYGMnfuXHx9fTly5AgzZsxg1qxZmM3mfMdv3ryZzZs3AzB9+nSCg4PdEVaROHxYj16vEhHhz4VqGAyGYh1zUSmL9ZY6lx1ltd5CiFIoJ4eAZ57BUa4cqa+8onU0JUaBSbLFYiEpKcn1OikpCYvFkq/M1q1bmThxIgC1a9fGarWSnp6Ov78/RqNzurQaNWoQEhLC6dOnqVmzZr7jIyMjiYyMdL1OTEy8+RoVsf/9z0Lt2nqyshI538OE4ODgYh1zUSmL9ZY6lx03W+8LA5WFEKK48JsxA+PhwyR9/jlqQIDW4ZQYBfZJrlmzJqdPnyYhIQGbzUZ0dDTh4eH5ygQHB7N//34ATpw4gdVqxc/Pj7S0NBwOBwBnzpzh9OnThJTgqUZUFWJjjTRqJF0thBBCCFH8ecTE4P3hh2QOGEBu27Zah1OiFNiSrNfrGTx4MNOmTcPhcNCuXTsqV67MsmXLqFmzJuHh4QwaNIgPP/yQb775BoDhw4ejKAoHDx5k+fLl6PV6dDodjz/+OD4+PkVeqaJy6pSe5GQ9DRvKoD0hhBBCFG9KVhYBo0djr1yZtEvGi4nCKVSf5KZNm7qmdLug7yVLGFaqVIlXX331iuNatGhBixYtbjHE4iM2VlbaE0IIIUTJ4DdtGoZjx0j86ivUEtxIqRVZlvoGxMYaMRhU6taVJFkIIYQQxZfHjh14L1pExtCh5N1zj9bhlEiSJN+AuDgjd91lxWTSOhIhhBBCiGtITSVg3DisNWuSNn681tGUWG6ZAq4scK6050HXrtlahyKEEEIIcU36559H9++/JK5dC15eWodTYklLciH984+ec+d0hIVJVwshhBBCFE+emzahX7SIjKefxnrZeDJxYyRJLiQZtCeEEEKIYktVMa1bR8DYsTgaNCB9zBitIyrxJEkupLg4Dzw8VOrUkSRZCCGEEMWH4dAhgvr0wfLUU9grVsT2+efg6al1WCWe9EkupNhYI/XqWfHw0DoSIYQoWk8//TQmkwmdToder2f69OlahySEuAolPR3fWbPw/uQTVF9fzr3+OlmPPEJwSAiUwZVS3U2S5EJwOGDfPiMPPCCD9oQQZcNLL72En5+f1mEIIa5GVfFauRK/qVPRJSaS1b8/6ePH47BYtI6sVJEkuRCOHtWTnq6T5aiFEEIIoSnD/v34T56MZ0wMeU2akPzpp1gbNdI6rFJJkuRCiItz9rGQmS2EEGXFtGnTAOjQoQORkZEaRyOEUFJS8Js5E/PixTgCA0mZNYvsPn1AJ8PLiookyYUQG2vEZFKpXdumdShCCFHkXn31VSwWC6mpqUydOpWKFStSr169fGU2b97M5s2bAZg+fTrBwcFahHpTDAZDiYrXXcpivUtFnR0OdIsWoZ8yBZKTcTz5JPYXX8Q7MBDvaxxSKup9g4qizpIkF0JcnJH69a0Y5LslhCgDLOf7Nfr7+9OsWTPi4+OvSJIjIyPztTAnlqBBQsHBwSUqXncpi/Uu6XU2/vYb/pMnY9i7l9zmzUlduhRb/fpgt193YF5Jr/fNuNk6V6xY8Zr7pI2+AHa7c9Ce9EcWQpQFOTk5ZGdnu57HxcVRpUoVjaMSomzRJSXh/9xzBHfvjv7UKVJmzyZp5UpngixuG2kbLcBffxnIypKV9oQQZUNqaiozZ84EwG6307p1axo3bqxtUEKUFTYb5iVL8HvzTZTMTDKfeIL00aNRfX21jqxMkiS5AHFxzpX2JEkWQpQFISEhzJgxQ+swhChzPGJi8J84EePBg+S2bk3q1KnYatXSOqwyTZLkAsTFGfHycnDnnTJoTwghhBDupTtzBr9p0zCvXImtYkWSP/yQnK5dQVG0Dq3MkyS5ALGxHjRsaEWv1zoSIYQQQpQaViven3yC71tvoeTlkT5qFBkjR6KazVpHJs6TJPk6bDbYv9/AgAFZWocihBBCiFLCY+dO/KdMwfjnn+Tcdx+pL7+MvUYNrcMSl5Ek+ToOHzaQk6OjUSPpjyyEEEKIW6M7eRL/V1/F6+uvsVWpQtLCheR26CBdK4opSZKv4+KgPZn+TQghhBA3KTcXn/nz8Xn3XRRVJe3ZZ8l48knw8tI6MnEdkiRfR2ysBz4+DmrUsGsdihBCCCFKIM9t2/CfMgXD0aNkd+lC2ksvYa9cWeuwRCFIknwdcXFGGja0yrLoQgghhLgh+n/+we+//8Vr40ZsNWqQ9Pnn5LZtq3VY4gZIknwNeXlw8KCR//u/TK1DEUIIIURJkZ2N79y5+Mydi6rTkTZxIhmPPw4eHlpHJm6QJMnX8OefBnJzFemPLIQQQoiCqSqm777D7+WXMZw4QXaPHqROmYKjYkWtIxM3SZLka4iNdf7HJzNbCCGEEOJ6DPHx+E2ZgmnHDqx33UXiihXktWypdVjiFkmSfA2xsUb8/R1UrSqD9oQQQghxJSU9Hd+338Z7wQJUb29SX32VzEGDwCDpVWkg7+I1xMUZCQuzytSFQgghhMjP4cBr5Ur8XnsN3dmzZPXrR/r48TiCgrSOTLiRJMlXkZMDf/xh5IknMrQORQghhBDFiHHfPvwnTcLj11/Ja9KE5IULsTZurHVYoghIknwVf/xhxGpVCAuT/shCCCGEACU5Gb833sD8+ec4goJIeestsnv3RuaJLb0kSb6KCyvtyaA9IYQQooyz2zF/9hl+M2agpKeTOWQI6WPHovr7ax2ZKGKSJF9FXJyRwEA7d9whg/aEEEKIsspj9278J03CePAguS1bkjp1KrY6dbQOS9wmkiRfRWysB40ayaA9IYQQoizS/fsvftOmYV61ClvFiiTPm0dOt25IYlC2SJJ8mexsOHTIQGRkjtahCCGEEOJ2ysvD5+OP8XnnHRSbjfRnniFjxAhUs1nryIQGJEm+zMGDRux2RfojCyGEEGWI57Zt+L/4IoYjR8jp0IHU//4Xe7VqWoclNCRJ8mUuDNqT5aiFEEKI0k//99/4vfwyXhs3YqtenaTPPiP3vvu0DksUA4VKkvfu3cvChQtxOBy0b9+eqKiofPsTExOZM2cOmZmZOBwO+vfvT9OmTQFYvXo1W7duRafT8X//9380LuZzCcbGelCunJ0KFRyFKq+kpqIcPYoecAQEoPr5gV5ftEEKIYQQ4pYo2dn4vP8+Ph98gKrXkzZxIhlDh4Knp9ahiWKiwCTZ4XCwYMECJk+eTFBQEBMmTCA8PJxKlSq5yqxcuZJ77rmHjh07cuLECV5//XWaNm3KiRMniI6O5q233iIlJYVXX32Vd999F10xnlPwRlba0x85QnDv3uj//ZeQ89tURUH198cREIAjMND59fxDveR5vu2BgTj8/WUZSyGEEKKoqSqmb77B75VXMJw8SdYDD5A2aRKOChW0jkwUMwVmZfHx8YSGhhIS4kwDW7ZsSUxMTL4kWVEUsrKyAMjKyiIwMBCAmJgYWrZsidFopHz58oSGhhIfH0/t2rWLoi63LDNT4fBhA127FjxoTx8fT3DfvmC1Ylu8mPSUFHTnzqE7dw7l/FfduXPoUlIwHD3q3J6aiqKq1zynw8+v4KQ6MNC5/UICHhwso22FEEKIQjD8+Sf+U6bguXMn1rp1SXzvPfJatNA6LFFMFZgkJycnE3TJWuRBQUEcPnw4X5nevXszdepUNmzYQG5uLlOmTHEdW6tWLVc5i8VCcnKyu2J3uwMHjDgcSoH9kQ3x8QT17g0OB0krVhDQqhXZiYkFX8BuR0lLu5hAX55Up6Q4Hxdenzjh2qc4rt79wxEQQF7jxlgbN3Z+bdLEmTgLIYQQAgAlLQ3ft97Ce+FCVG9vzk2bRtaAAfIJrrgut/x07Nq1i7Zt29K9e3f+/PNPZs+ezaxZswp9/ObNm9m8eTMA06dPJ1ijJC8+3tkNpG1bX4KDfa9e6PffMfbpA4qCdfNmAurWxWAwFD7mkJCCy5x3IS22OxyQng7JySgpKRe/nj2Lsm8fHr/8gud777kSabVqVRzNmqGGh6M2a4batCkUwfQ1N1TvUkLqXHaU1XoLUao4HHgtW4bf66+jS0wkq39/0sePx2GxaB2ZKAEKTJItFgtJSUmu10lJSVgu++HaunUrEydOBKB27dpYrVbS09OvODY5OfmKYwEiIyOJjIx0vU4sTKtsEfjppwBCQxWMxkSuFoLhjz8I6tsXh05H0ooV2MqVg8REgoODb0/Mvr7OR5UqF7f16QOAkpWFcd8+jL/9hsfevRh//hnDV18BoOr12OrUIa9JE2eLc5Mm2GrXvuUBhret3sWI1LnsuNl6V6xYsQiiEULcELsdzx07MMyeTeDPP5PXtCnJixdjDQvTOjJRghSYJNesWZPTp0+TkJCAxWIhOjqaUaNG5SsTHBzM/v37adu2LSdOnMBqteLn50d4eDjvvfce3bp1IyUlhdOnT3PnnXcWWWVuVWyskUaNrt7VwvD77wT16QNGI4nLl2MvZvVQzWbymjcnr3lzMs9v0509i3HvXmfSvHcvXt98g/fnnwPgMJuxhoW5kmZrkybYK1aU/s1CCCFKLP3Ro5iXL8e8YgX606dRQ0JIefttsnv1gmI8aYAongpMkvV6PYMHD2batGk4HA7atWtH5cqVWbZsGTVr1iQ8PJxBgwbx4Ycf8s033wAwfPhwFEWhcuXK3HPPPYwdOxadTseQIUOK7cwW6ekKf/1l5MEHs6/YZzhwgKC+fcHTk8QVK7DXqKFBhDfOUa4cuR06kNuhg3ODqqI/etSVNHvs2YP3J5/gk+f8x8Berly+pDmvUSNUf38NayCEEEJcn5KZiWn9eszLl+P5v/+h6nTktm1L6n//i0+/fmSnp2sdoiihFFW9znQLGjl16tRtv2Z0tAe9ewezZEkS7drlurYb9u8nuG9fVC8vZ4JcvfoVx5boj6Pz8jD+/ruzm8Zvv2HcuxdjfLxrt61GDfKaNHF11bDWq+eaQ7JE17sgeXkomZnosrJQMjNdD78GDUgMCNA6utuqVL/P1yHdLW6MFvftmyU/06WAquLxyy94ffklXl9/jS4zE1v16mT17UtWr16u6dxKVZ1vQFmsd1Hcs2VY53kXV9q7uBy1cd8+gh5+GIe3N0krVmCvWlWr8IqOhwfWRo2wNmpE1mOPAc5RwMbYWFfS7Pnjj5hXrgRA9fDAWr8+1gYN0IeE4GuzoRqN4OGBajTmf+7hAZdvu+Q5Hh6olz6/ZH+h+0urKuTmXpHM5ktwMzJQsrLQXbr//D7dJc/zvc679gwnweHhZPXtS3b37qi+1xjgKYQQwu10//6L+auvMC9bhuHIERxmM9k9epDdty95zZpJl0HhVpIknxcXZ6RSJRtBQc4ZIoyxsQT164fD19eZIF86WK6UU/38yGvThrw2bc5vUNGdPu1Kmj1++w2vr792rlaUl3fduZ9vOgad7uqJtdGIqij5k1u7vdDndZjNqN7ezofZjMPbG4e/P2qFCq7tDh8f1EvKuY7x8iLg8GGUhQsJeO45/KZMIef++8nq04e8Vq1Kb3+3lBRwOEpv/YQQxVteHqZNmzB/+SWe27ejOBzkNm9O+ogR5HTrhurtrXWEopSSJPm82FgPVyuy8bffCOrfH4e/vzNBrlxZ4+g0pig4KlYkp2JFcrp2dW0ODg4m8exZ5/zPVquzi8IlXwvcZrWiXL4/L+/q+y/ss1pRHA4clyS6V0ts8yW3Fx5eXrec6Dl69iTx0Ucx/vYb5mXL8Fq3DvOqVdjuuIPs3r3J6t0be7Vqt/gN15jdjseePXh+/z2m77/HGB9PBU9PbFWrYqteHXu1atjOP+zVqzsHfMpS7EIINzMcPIj5yy/xWr0afXIy9tBQMp5+mqw+fUrM2CBRskmSDJw7p3DsmIGHH87C+OuvBD3yCA6LxZkg33GH1uEVb4oCBgOqwQBeXhS7Du5FQVGwNm1KatOmpP73v3ht3IjX8uX4vPsuvu+8Q26LFmT16VOiWjiUrCw8f/wR08aNeG7ejD4pCdVgIO+ee7A9+ig5J0+iP3YMw7FjmH74ASXn4qqUqocHtipVLibPlyTS9kqVZLJ+IUShKSkpeK1di/nLL/HYtw/Vw4Ocjh3JevhhciMi5B9ycVvJXy9g3z5nf+T7vHY5W5CDg0lcvhyHJMiiIF5eZEdFkR0Vhe7UKWdfueXLCRw7FsfkyeR07ersjtGiRbHrrqBLSMC0ebMzMd65EyUnB4efHzn33UdOx47ktmuH6udHcHAwaZcOhnA40P37L4bzSbP+2DEMR49iOHYMj+hodOeXqAdQDQbslStjq17dmTRfmkhXrgxGowY1F0IUK3Y7njt3Yv7yS0wbN6Lk5mKtX5/UV18lKyoKVRb+EBqRJBmIi/OgFTu5743eOELKk7hihWtkrBCF5ahYkYxRo8gYOdI56nr5cmd3jBUrsFWpQlbv3mT37q1d9x1VxfDnn5i+/x7Txo14/PYbALZKlch85BFyOnRwJvMFJa46HY6KFcmrWJG8li2vuIYuIeGK5Fl/9Cjm3bvRZWRcLKrXY69U6crkuXp1bJUru2ZREUKUTvpjx5xzGi9fjv70aRwBAWQ+8ghZfftia9BA6/CEkCQZwLb1ZzYqD6CGhjgT5NBQrUMSJZmikNesGXnNmpH28suYvvsO87Jl+M2ahd+sWeS2bElW377k3H8/ahEsF56PzYbH7t3OxHjTJgzHjgGQ16gRac89R07Hjtjq1nXfiHBFwRESQl5ICDRvnn+fqqJLSkJ/PnG+kDwbjh3DY/VqdGlpF4sqCvY77sAaFkb6M8/IH0whSgklKwvTN99gXrYMz59+ujin8UsvkdOxo/xzLIqVMp8ke0RH89LPj5LkXRnjV1/gCAnROiRRiqhmM9kPPUT2Qw+hP3ECrxUrMK9YQeAzz+CYNIns7t3J7tPHrVMXKRkZeG7b5kyMt25Fd+4cqocHua1bk/HEE+R06KDNJyWKgiM4GEdwMNZmzfLvU1WUlJQrunCYtm7F69tvyXrwQdKfe65MzTIjRKmhqhh/+QXz+U/XdBkZ2KpVI+2FF5xzGpfRucVF8Vemk2SPnTuxPPoov6s1WD90NQNDfLQOSZRi9kqVyBgzhoxnnsFj927n7Bhr1+L9xRfYqlUjq08f5x+Mm+gLrzt1ytVa7BkdjZKXhyMggJzISGf/4nvvRfUpxj/fioJqsWC1WLA2bXpxc2oqPnPn4vPxx3itX0/moEFkPPMMDumjKESxpaSlORepOnAAw4EDeP78M4ajR3GYzeR0705W377k/ec/MqexKPbKbJLs8eOPWB57jLTgarQ7sY05LXXAtReQEMJtdDryWrQgr0ULlKlTncuprliB35tv4jtjBrlt2pDdpw/ZnTuDl9fVz6GqGA4ccCbG33+Px759ANiqVSPz//6PnI4dyQsPL/EzS6j+/qRPmEDmY4/hO2sW3p98gnnZMjKefprMoUOd0/oJIbShquhOncJ44IDzcfCgMzH++29XEXtQkLPb1IU5jYvzP+tCXKZk/wW9SZ4//IBl8GBs1avzXvv1nH2/PA0bntY6LFEGqd7eZPftS3bfvuj//hvzihV4rVhB4IgR+Pv6kt2jB1l9+zpbV61WPP/3P9f8xYaTJ1HPT0eXNnGis3/xnXeWytYZR4UKpM6cSebjj+M7fTp+06fjvWgR6ePGkdWnT4n/Z0CIYs9qxRAffzEhPv/QnTsHnB9HUL061rAwsvr1c67MWr8+jvLlS+U9SZQNZe4vi+e2bViGDMFWsyZJy5bx03MVqFHDhp9fmZjhVxRj9qpVSX/2WdLHjsUjOtrZf2/lSrw//xxbtWrokpLQpafjMJnIjYggfexYctu3x1GunNah3za2OnVIWbiQzJ9/xm/aNAKeew7v+fNJnzDBOehH/hgLccsu7y5hPHAA46FDzgWdANVkwlq3Ltldu7qSYVvduiVmXnghCqtMJcmeW7ZgGToUW61aJH75JarFQmysBy1a5GodmhAX6XTktW5NXuvWKNOm4bV+Pab167Hfc4+zG0WbNmW+m0Fe8+Ykrl2LacMGfF9/HcvgweQ2a0bapElXDgoUQlxdYbtLNGhAxtCh2C4kxNWry6c3okwoMz/lnps2YRk2DGudOiR98QVqYCAJCTpOn9a7lqMWorhRfX3J6tePrH79tA6l+FEUcrp0IadDB8xffIHvW29RLiqK7M6dSZ8wwdn1RAjhZLWi7N+P186d0l1CiEIqE0myaeNGAp94Amu9eiQtXYoaEABAXJxz0YRGjSRJFqLEMhjIGjiQ7Icewnv+fHw++ABTu3Zk9etH+tixMu+5KH1UFSUrC11ysrMb1qVfLzzOv9af/6qkpqKoKoFIdwkhCqvUJ8mm774j8MknsTZsSNLnn6P6+7v27dtnRFFUGjSQJFmIkk41m8kYPZqsgQPxefddvBcvxmvlSjKHDSPjqadQ/fy0DlGIq7Pb0aWkFD7pTUlBycm56qlUgwGHxYIjKAhHYKCzNfj8a6/GjUmuUkW6SwhRSKX6t8T0zTcEDh+ONSzMmSBf9kcyNtaDWrVseHvLoD0hSgtHUBBpr7xC5uDB+M6Yge9772H+7DMyRo8mc+BAWdGrGPjnHz2zZvkSEmInJMRB+fJ2QkOdX8uXt19z5sNiJS8PJTv74iMrK//rSx66S/enpV2R9F5o5b0ah6+vM8m1WHCEhGCrV8+V9NovbL+QFFsszr9z1+ge4RkcjC0xsSi/K0KUKqU2STZ9/TWBTz+NtUkTkpYsQfX1vaJMXJyRNm1k0J4QpZG9WjXOzZlD5hNP4DdtGv4vvYT3ggWkP/882T17gk6ndYhlVsYf/9L0+4/JyNCR4dCRjsJhdKgoqCiYTODto+Ltp+Djq+Lnp+LjC75+Kr5+4OvvfHh44EwIFQX1/NcrHjrdxf04y+t8fPA6e9bZZeFaie6lz3NyrkyCbbYbrrfDZEL19XW18trq1iXvkgTXfv7rpS3B8k+dENoplUmyae1aAkeOJK9pU5KXLLnq5OX//qvjzBm99EcWopSzhoWR9OWXeO7Ygd/UqQSOGIH3hx+SNnEieRERWodXJjUOPEZk2uRrF8g5/yjCRs/Ay147TCZULy/nw2x2PXf4+aGGhl7cd6HcJWUK9dpkkn/MhChhSl2S7LV6NQGjRpHXrBnJixdfc3WfC4P2GjaUVfaEKPUUhdx77+VsmzZ4rV6N75tvEtyvHzkREaRNmoStQQOtIyxT8u6+m1N//eUcgAagqs6Hw3Hx+fmHoqqoDpVzKZB4ViHxrI6zCQpJZxWSEp2vE88qJCcpJCXqsOZdaI+++PAx2wm22AgOshMcZCOkggnM4BXkhcniiTnIE/9ABT8/B35+Dvz9Vby9VZnUQYgyrlQlyV4rVxIwejR5zZuT/Omn1x2pGxvrgU6n0qDBjX9kJoQooXQ6sh96iOxu3fD+9FN8332X8p06kfXAA6Q//zz2KlW0jrBY2Lt3LwsXLsThcNC+fXuioqLcewGdDkwmAAoaEXJhv38w+NeCmtcrq0JqqsKZM3rOnHF+WpiQcPH5Xwk6ov/Sk/iznszM62fAer3qSpidyfOF1xe3+ftfuj3/fpNJkmwhSrpSkyR7LV9OwNix5N1zjzNBNpuvWz4uzkidOja8vGTQnhBljqcnmcOGkdW3Lz5z5+Lz8cd4ffMNmYMGkfHMMzgsFq0j1IzD4WDBggVMnjyZoKAgJkyYQHh4OJUqVdI6tAIpCgQEqAQE2KhT59rlgoODOX06kfR0HampCmlpF79eeJ6aqjv/+uLzM2cMrv05OdfvOmE0Xkyuncm0M3n28XFgMql4eamYTODlpeLl5XA9v7Dv0ueXb9Pr3fyNE0JcValIkl0JcuvWJC9cWOBqZKoKsbFGIiNl0J4QZZnq70/6hAlkPvYYvrNm4f3JJ5iXLSNj+HAYP17r8DQRHx9PaGgoISEhALRs2ZKYmJgSkSTfCKMRLBYHzv+H7Dd8fG4ulyXZ+RPti8m1cn6fjhMndGRlKeTkKGRnK+Tm3lxTs4fH9ZNpk+nqCXZwsA5VNWM2q5c9HFdsk0RciFKSJNurVCGnc2dSZs+mMHMHnTqlJylJT1iY9EcWQoCjQgVSZ84kc9gwfF9/Hb833sDxww+wcqXWod12ycnJBAUFuV4HBQVx+PBhDSMqnjw9wdPTQXAw3EySDWC3Q26uM2G+kDjn5EB2to7sbC7Zdv2vlz5PTtZdtYzVeiEhDyhk/ZyJ9dUS6Ksl2M6yV9/v7a26uqUYjTf1rRJCE6UiSc5r0YK8Fi0KXT42VlbaE0JcyVa7NikLF5L588/4y2IL17V582Y2b94MwPTp0wl2ZoslgsFgKFHx3jiVy3t722yQm2sgNdVGZiZkZSlkZnL+OWRmXnztfCiXlHM+srIgNRVOnVLOHwMZGdxQi7i3t0pAAPj7qwQGgr//hS4y5NseEKCe33dxv5/fjU8QUvrf66sri/UuijqXyb8CsbFGDAaVunUlSRZCXCmveXPU4GAogwsvWCwWkpKSXK+TkpKwXKWPdmRkJJGRka7XiSXoexUcHFyi4nWX4OBgsrMT8fCAwMvnwLsFdrszmb78kZ2tcyXZl/btvrSLyj//KOzfr3N1TVHVayfcinKxRfpCX+8Lgycv7fd96QDKmjX98PV11rksKYs/4zdb54oVK15zX5lMkuPijNx1l/XC4GohhBDn1axZk9OnT5OQkIDFYiE6OppRo0ZpHZYoxvR68PVV8fW9tYHwDgdkZCj5+ndf3q/78udHjxo4d875PCvr6s3MOl0F7rjDTvXqNqpVc351PuxUqWIrcwm0KLwylySrKsTFedC1a7bWoQghRLGj1+sZPHgw06ZNw+Fw0K5dOypXrqx1WKIM0Ok431Js52Z+5KxWrmipzs72Z9++bI4d03P0qIE1azxIS7uYTOt0qiuBrl7dTrVqkkCLi8pckvzPP3rOndMRFiZdLYQQ4mqaNm1K06ZNtQ5DiBtiNEJQkAPnuFPnYMrgYAeJiemuMqoKKSk6jhzRc+yYgaNHDa4EevVqSaBFfmUuSZZBe0IIIUTZpCgXpv5zEB6ePw+4kEAfPepMmgtKoCtVupA4SwJdWpW5JHnfPiMeHip16kiSLIQQQginSxPou+++9QS6QQMr7dvncN99uZQv77jd1RFuUOaS5NhYD+rVs8p/eUIIIYQolBtJoI8dM3DkiJ6ff/bk22+dazeEheXRvn0u7dvn0KiR9YanshPaKFNJssPhbEmOipJBe0IIIYS4dddKoFUVDhwwsGWLia1bTbz7rg9vv+1LcLCddu2cCfO99+bi53drs4KIolOmkuRjx/Skpelo1EhW2hNCCCFE0VEUaNDARoMGGTzzTAbJyTq2b/dkyxZPNm0ysWKFGYNBpVmzPNq3z6F9+1xq1bKh3Nxq5aIIlKkkOS7O2cdCZrYQQgghxO1ksTh48MFsHnwwG5sN9uzxYMsWT7ZsMTF1qj9Tp0LlyjZXt4yWLXNlPQeNFSpJ3rt3LwsXLsThcNC+fXuioqLy7V+0aBEHDhwAIC8vj9TUVBYtWgRA3759qVKlCuBcDeWFF15wX/Q3KDbWiMmkUru2TbMYhBBCCFG2GQzwn//k8Z//5DFhQjonT+pdCfOXX3qxaJE3JpOD1q0vtDLncMcdMvjvdiswSXY4HCxYsIDJkycTFBTEhAkTCA8Pp1KlSq4yjz32mOv5d999x9GjR12vPTw8mDFjhnujvklxcUbq1bNiKFPt50IIIYQozu64w86gQVkMGpRFdjb89JMzYd6yxZPNmwMAqFvX6uqW0bRpnuQyt0GB4yvj4+MJDQ0lJCQEg8FAy5YtiYmJuWb5Xbt20bp1a7cG6Q52u3PQnvRHFkIIIURx5eUF992Xy7Rpqfz0UwLbtiUweXIqAQEOPvjAhwceCKZRo1CefjqAVau8SE6WTsxFpcD/Q5KTkwlyLl8DQFBQEIcPH75q2bNnz5KQkECDBg1c26xWK+PHj0ev19OzZ0/+85//XHHc5s2b2bx5MwDTp08nODj4hitSkN9/h8xMHa1amQgOdu/8bwaDoUhiLu7KYr2lzmVHWa23EKL4UBSoXdtG7do2nnoqk9RUhR07PM/PmOHJmjVmdDqVJk2srm4Z9etLl1J3cWtj/a5du2jRogW6SyYAnDt3LhaLhTNnzvDKK69QpUoVQkND8x0XGRlJZGSk63ViYqI7wwLghx+8AA9q1EgmMdG9P0DBwcFFEnNxVxbrLXUuO2623hUrViyCaIQQAvz9Vbp3z6F79xwcDudYqwvdMt5804833/QjNNTO8OEq/fsreHnJ9HK3osDuFhaLhaSkJNfrpKQkLBbLVctGR0fTqlWrK44HCAkJoV69ehw7duwWwr15cXFGvLwc3Hmn/IclhBBCiJJNp4MmTaw8+2w6332XyJ49/zJrVgp161p58UUDrVuXZ9kyL+x2rSMtuQpMkmvWrMnp06dJSEjAZrMRHR1NeHj4FeVOnjxJZmYmtWvXdm3LyMjAanVOt5aWlsahQ4fyDfi7nWJjPWjY0Iper8nlhRBCCCGKTEiIg4cfzmbJkmQ2b7YSGmpn7NhAOnUqx/btnlqHVyIV2N1Cr9czePBgpk2bhsPhoF27dlSuXJlly5ZRs2ZNV8K8a9cuWrZsiXLJLNgnT55k/vz56HQ6HA4HUVFRmiTJNhvs329gwICs235tIYQQQojbqU0bla+/TuTrr01Mn+7HI48EERGRw+TJadJn+QYUqk9y06ZNadq0ab5tffv2zfe6T58+VxxXp04dZs2adQvhucfhwwZycnQ0aiSLiAghhBCi9NPpoGfPHDp3zmHxYm/eeceXTp3K8dBD2Tz/fJrMu1wIBXa3KA3i4owAhIXJ9G9CCCGEKDs8PeHxxzPZtesMTz6ZyddfexEREcLrr/uSlibTx11PmUiSY2M98PFxUKOG9F4XQgghRNkTEKAyeXIaO3YkcP/92bz/vi8tW5ZnwQJv8qQN8arKRJIcF2ekYUMrujJRWyGEEEKIq6tUyc7s2efYsOEs9erZePFFf9q1K8/69SZUmTEun1KfNlqtcPCgUfojCyGEEEKc17ChlWXLkli8OAlPT5UnnrDQs2cwMTHuXXCtJCv1SfKhQwZycxXpjyyEEEIIcQlFgfbtc/n++7PMnHmOEyf0REUFM3RoIH/9JXPmlvokOS7O+R+RtCQLIYQQQlzJYIB+/bLYuTOBZ59NY8cOT9q1K8/Eif4kJpb6VPGaSn3NY2ON+Ps7qFpVBu0JIYQQQlyL2awyZkwGu3Yl8MgjWSxZYqZVq/K8+64P2dllbyaMUp8kXxi0p5S991YIIYQQ4oaVK+fg9ddT2br1LK1a5fLmm35lcpnrUp0k5+bC778badRI+iMLIYQQQtyIO++08cknKaxalUiFCheXud62zbNMzIRRqpPkP/4wYrUqhIVJf2QhhBBCiJvRvHkeX3+dyAcfJJOVpTBgQBD9+gWxf3+hFm4usUp1khwb61xpTwbtCSGEEELcPEWBHj1y2L49gZdfTmXfPiOdO5dj1KgATp4snTNhlOokOS7OSGCgnUqVylAHGiGEEEKIIuLhAUOHZhIdfYannspg/Xov2rQpz2uvlb5lrkt1khwb60GjRjJoTwghhBDCnfz9VSZNSufHHxPo1i2buXN9aNWqPLt2lZ7FSEptkpyd7VxIRPojCyGEEEIUjTvusPPee85lroODHQwYEMS6dSatw3KLUpskHzxoxG5XpD+yEEIIIUQRa9DAxurViTRunMfw4YEsWOCtdUi3rNQOS4yLcw7ak+WoRUmkqio5OTk4HA4UjfsLnTlzhtzcXE1j0ML16q2qKjqdDpPJpPn7I4QQxUVAgMrSpUmMHBnIiy/6c+aMjgkT0ktst9dSmyTHxnpQrpydChUcWocixA3LycnBaDRiMGj/K2owGNDrS+fI5espqN42m42cnBy8vLxuY1RCCFG8eXnBhx+mMHmygzlzfDlzRs/MmecwGrWO7MZp/xe4iOzbZyQsTAbtiZLJ4XAUiwRZXJvBYCiTLexCCFEQvR5eey2V0FA7b77pR2KijvnzU/D2LlkrkJTKPslZWQp//mmQ/siixJKP8EsGeZ+EEOLqFAWeeSaDmTPP8eOPnvTuHURiYslKO0tWtIV04IARh0OR/shC3KTk5GQ6dOhAhw4daNCgAXfffbfrdV7e9X+vYmNjmTJlSoHX6NGjh7vCFUIIUUz165fFggXJHDpkoGfPYI4dKznd90rl57kXVtqT6d+EuDkWi4VNmzYB8Pbbb+Pl5cWTTz7p2m+z2a7ZHaRRo0Y0atSowGusW7fOPcEKIYQo1jp0yGX58iQefdRCz57BfPZZconI0UplS3JsrJHQUDshITJoTwh3GT16NC+88ALdunVj6tSp/Pbbb3Tv3p2OHTvSo0cP4uPjAYiOjmbQoEEAzJo1i7Fjx9KrVy/uueceFixY4DpfrVq1XOV79erF448/TkREBCNGjEBVnf3WtmzZQkREBJ07d2bKlCmu817q+PHjPPDAA3Tq1IlOnToRExPj2jdnzhzat29PZGQkr732GgBHjx6lb9++REZG0qlTJ44dO1Yk3y8hhBAX3X23lTVrEjGZVB56KIgffvDUOqQClcqW5Lg4I40aSVcLUTq8+KIfBw+6d1hwvXpWXnkl7YaPO336NGvXrkWv15Oens7q1asxGAzs2LGDN954g48++uiKY+Lj41mxYgWZmZm0adOGQYMGYbxsmPP+/fvZunUroaGh9OzZk5iYGMLCwnjhhRdYtWoVVapUYfjw4VeNKTg4mC+++AKTycSRI0d4+umn+e6779i6dSsbN25k/fr1eHl5kZKSAsDIkSN5+umn6dKlCzk5Oa6EXAghRNG68047a9cmMnBgEIMGWXjrrXM89FC21mFdU6lLktPTFf76y8ADDxTfb7oQJVW3bt1c06KlpaUxevRojh49iqIoWK1X/+isffv2eHp64unpSXBwMGfPnqVixYr5yjRu3Ni1rX79+hw/fhyz2UzVqlWpUqUKAFFRUSxZsuSK81utViZNmsTBgwfR6XQcOXIEgB9//JG+ffu6pmgLDAwkIyOD06dP06VLFwBMptKxKpQQQpQUoaEOVq5MZOhQC6NGBZKQoOPJJzOL5WxkpS5J3r/fiKoqJaKvixCFcTMtvkXFbDa7ns+YMYOWLVuyYMECjh8/Tq9eva56jKfnxY/U9Ho9drv9ijIeHh75ythstkLH9NFHH1GuXDk2bdqEw+GgRo0ahT5WCCHE7efnp/LZZ0mMHh3I1Kn+/PuvnpdeSkNXzDoBF7Nwbp0M2hPi9khPTyc0NBSA5cuXu/38NWvW5O+//+b48ePAtQf6paWlUb58eXQ6HStXrnQl4RERESxbtozsbOenSikpKfj4+FChQgU2bNgAQG5urmu/EEKI28fTE+bMSWHo0Aw+/tiHp58OpLhNPV/qkuS4OCN33GEjOFgG7QlRlJ566ilef/11OnbseEMtv4Xl5eXFa6+9xiOPPELnzp3x9vbGz8/vinKPPvooX331FZGRkcTHx7tau9u1a0fHjh3p0qULHTp0YN68eQC89957LFiwgMjISHr27ElCQoLbYxdCCFEwnQ7++980pkxJZd06LwYMCCItrfj0u1DUYjhq5dSpUzd9bKtW5alXz8pHH6W4MaLrCw4OJjEx8bZdr7goi/W+XXXOysrK17VBSwaDoUiS4MLIzMzE29sbVVWZOHEi1atXZ9iwYbfl2oWp99Xep8v7W5cVt3Lfvt3K4r0Lyma9y2KdoWTWe+VKL8aODaB2bRtLliTd8AxlN1vn692zS1VL8rlzCseOGaSrhRClxOeff06HDh1o164d6enpDBw4UOuQhBBCFIGHHspm8eJkjh3T06NHMPHx2i86UqoG7u3b5+yPLMtRC1E6DBs27La1HAshhNDWvffmsnJlEgMHWoiKCubTT5O5+27tcrpS1ZIcF+ccId+wocyRLIQQQghR0oSFWVm7NhF/f5U+fYLYtEm7RUdKVZIcG2ukalUbgYHFrpu1EEIIIYQohGrVnIuO1KljY8gQC19+6aVJHKUqSd63zyj9kYUQQgghSrjgYAcrViTRpk0u48YF8s47PtzuqSZKTZ/k5GSFf/4xMGhQptahCCFEibR8+XK2bNnimmqvX79+NG3aVOOohBBllbe3yqJFyYwbF8CMGX78+6+eadNS0d+mMX2FSpL37t3LwoULcTgctG/fnqioqHz7Fy1axIEDBwDIy8sjNTWVRYsWAbB9+3ZWrVoFwIMPPkjbtm3dFvyl9u1z9keWlmQhbl2vXr0YMWJEvt/Xjz76iL/++ovp06df85gpU6bQqFEjBg4cyPvvv4+/v3++MrNmzcLb25snn3zymtfesGEDNWrUoHbt2oBzZb/mzZsTERFx6xUTBeratSs9evTQOgwhhADAaIR33z1HaKidOXN8SUzUMXt2Cl63oQdGgUmyw+FgwYIFTJ48maCgICZMmEB4eDiVKlVylXnsscdcz7/77juOHj0KQEZGBl999ZXrj+r48eMJDw/Hx8fHzdW4uNJew4aSJAtxq6Kioli7dm2+JHnt2rVMnjy5UMd/9tlnN33tDRs2EBkZ6UqSn3vuuZs+lxBCiJJPUWDixHRCQhy89JIf/fsHsXBhMgEBRdv/osA+yfHx8YSGhhISEoLBYKBly5bExMRcs/yuXbto3bo14GyBDgsLw8fHBx8fH8LCwti7d6/bgr9UXJyRGjVs+PnJoD0hblXXrl3ZsmULeXnOmWKOHz/OmTNnaN68OePHj6dLly60a9eOmTNnXvX45s2bk5ycDMC7775L69atiYqK4q+//nKV+fzzz7n//vuJjIzk8ccfJzs7m5iYGDZt2sTUqVPp0KEDx44dY/To0axfvx6AH3/8kY4dO9K+fXvGjh1L7vk1TJs3b87MmTPp1KkT7du3Jz4+/oqYjh8/zgMPPECnTp3o1KlTvvvYnDlzaN++PZGRkbz22msAHD16lL59+xIZGUmnTp04duzYrX9jS4CNGzfy7LPPMnfuXDIyMrQORwghXIYMyWTu3BT27vXggQeCOXmyaIfWFdiSnJycTFBQkOt1UFAQhw8fvmrZs2fPkpCQQIMGDa56rMVicf3hdLfYWCPNm8vUb6L08XvxRYwHD7r1nNZ69Uh75ZVr7g8MDKRx48Zs27aNrl27snbtWrp3746iKLzwwgsEBgZit9vp27cvBw8epF69elc9T1xcHOvWrWPTpk3YbDY6d+5MWFgYAF26dOGRRx4B4I033uCLL75g8ODBdOjQgcjISLp165bvXDk5OYwZM4Zly5ZRs2ZNRo0axeLFi3n88ccB5/1l48aNLFq0iHnz5l2RwAcHB/PFF19gMpk4cuQITz/9NN999x1bt25l48aNrF+/Hi8vL1JSnKt1PvXUUzz99NN06dKFnJwciuHipDfl1Vdf5dy5c1dsf/jhh+nYsSO9evUCYNmyZSxevJjhw4df9TybN29m8+bNAEyfPp3g4OAii9ndDAZDiYrXXcpivctinaF013vwYKhRw0bv3gYeeCCE9ett1KunFkmd3Tpwb9euXbRo0QKd7sYy+1u92Z45A6dOGbjnHjT5oSjNP4zXUxbrfbvqfObMGQwG56+nTqdDUdy7lr1Op3Od/1oefPBB1q1bR9euXVm3bh1vv/02BoOBb7/9ls8++wybzUZCQgJ//fUXYWFhKIqCXq/HYDC4nsfExHD//ffj6+sLQKdOnVzXjo+PZ/r06aSmppKZmUm7du0wGAzodDrXeS7Eqtfr+fvvv6latSp16tQBnEndwoULeeqpp1AUhe7du2MwGGjSpAkbNmy4on6qqjJ+/Hj279+PXq/nyJEjGAwGdu3aRb9+/VwxlitXjoyMDP7991+6d+8OcM0uYp6eniXud2DKlCmFKte+fXveeOONa+6PjIwkMjLS9bokLYFbEpfsdYeyWO+yWGco/fVu0ABWrjQwYEAQbdvqWbgwma5d/dy+LHWBSbLFYiEpKcn1OikpCYvFctWy0dHRDBkyJN+xBy9pAUtOTr5qi9Ot3my3b/cEgrjzznMkJt7+1uTS/sN4LWWx3rerzrm5uejPD98999//Fs1FbLbr7u7QoQMvvvgicXFxZGVlUb9+fY4cOcLcuXP55ptvCAgIYPTo0WRlZWGz2VBVFbvdnu+5w+HA4XBgO3+tS1+PGjWKBQsWUL9+fZYtW8ZPP/2EzWbD4XC4znPhmEvPe2G73W53vVZVFb1e79pns9lczy/44IMPCAoKYtOmTTgcDmrUqOG63qUxXjj+0q/Xkpube8XPw/VuuMVdSkoKgYGBAOzevZvKlStrHJEQQlxdvXo21q1LpH9/C/36BbF4sY3zvX3dpsAm35o1a3L69GkSEhKw2WxER0cTHh5+RbmTJ0+SmZnpGmwD0LhxY2JjY8nIyCAjI4PY2FgaN27s1gqAsz+yoqg0aCCD9oRwF29vb1q2bMno0aNdM9qkp6fj5eWFn58fZ8+eZdu2bdc9R4sWLdi4cSPZ2dlkZGSwadMm176MjAxCQkKwWq2sXr3atd3Hx4fMzCuncqxZsybHjx93DQxeuXIlLVq0KHR90tLSKF++PDqdjpUrV2K32wGIiIhg2bJlZGdnA85E0cfHhwoVKrBhwwbAmQxf2F+aLVmyhHHjxvHss89y4MABHn30Ua1DEkKIa6pUyc6aNYnUr29lyBADycnu7aNcYEuyXq9n8ODBTJs2DYfDQbt27ahcubKrX+CFhHnXrl20bNky38fCPj4+PPTQQ0yYMAFwThFVFDNbDB2aSURELt7epaPPoBDFRVRUFEOGDGHu3LkA1K9fnwYNGhAREUHFihVp1qzZdY9v2LAh3bt3p0OHDgQHB+f7J/m5556jW7duBAUF0aRJE9cgsZ49e/Lcc8+xYMEC5s+f7ypvMpl46623eOKJJ7Db7a6p5grr0UcfZdiwYXz11Ve0a9cOs9kMQLt27Thw4ABdunTBaDRy3333MWHCBObMmcO4ceOYOXMmBoOBDz/8kKpVqxb6eiXRyJEjtQ5BCCFuiMWisnx5EqdOBWOxONx6bkUthqNRTp06pXUIN6QsdjuAslnv21XnrKwsVxKnNYPBUGC3g9KoMPW+2vtUkrtb3IqSdN8ui/cuKJv1Lot1hrJZ75ut8/Xu2aVqWWohhBBCCCHcQZJkIYQQQgghLiNJshBCCCGEEJeRJFmIYqgYDhUQVyHvkxBClF6SJAtRDOl0ujI5WK4ksdlsN7xwkhBCiJLDrSvuCSHcw2QykZOTQ25urttX27tRnp6e5ObmahqDFq5Xb1VV0el0mEym2xyVEEKI20WSZCGKIUVR8PLy0joMoGxOJQRlt95CCCGc5LNCIYQQQgghLiNJshBCCCGEEJeRJFkIIYQQQojLFMtlqYUQQgghhNCStCS7wfjx47UOQRNlsd5S57KjrNa7LCir721ZrHdZrDOUzXoXRZ0lSRZCCCGEEOIykiQLIYQQQghxGUmS3SAyMlLrEDRRFustdS47ymq9y4Ky+t6WxXqXxTpD2ax3UdRZBu4JIYQQQghxGWlJFkIIIYQQ4jKyLPUtSExMZM6cOZw7dw5FUYiMjOT+++/XOqzbwuFwMH78eCwWS5kZRZuZmcm8efM4fvw4iqLw1FNPUbt2ba3DKlLr169n69atKIpC5cqVGT58OB4eHlqH5XZz585lz549+Pv7M2vWLAAyMjJ4++23OXv2LOXKlWPMmDH4+PhoHKm4FXLPlnu23LNLh9t1z5Yk+Rbo9XoGDhxIjRo1yM7OZvz48YSFhVGpUiWtQyty3377LXfccQfZ2dlah3LbLFy4kMaNGzNu3DhsNhu5ublah1SkkpOT+e6773j77bfx8PDgrbfeIjo6mrZt22odmtu1bduWzp07M2fOHNe2NWvW0LBhQ6KiolizZg1r1qxhwIABGkYpbpXcs+WeXZrJPdv992zpbnELAgMDqVGjBgBeXl7ccccdJCcnaxxV0UtKSmLPnj20b99e61Bum6ysLH7//Xfuu+8+AAwGA97e3hpHVfQcDgd5eXnY7Xby8vIIDAzUOqQiUa9evStaHGJiYrj33nsBuPfee4mJidEiNOFGcs+We3ZpJ/ds996zpSXZTRISEjh69Ch33nmn1qEUuUWLFjFgwIAy1SKRkJCAn58fc+fO5e+//6ZGjRo89thjmEwmrUMrMhaLhe7du/PUU0/h4eFBo0aNaNSokdZh3TapqamuPzABAQGkpqZqHJFwJ7lnl25yz5Z7tjvu2dKS7AY5OTnMmjWLxx57DLPZrHU4RerXX3/F39/f1RpTVtjtdo4ePUrHjh1588038fT0ZM2aNVqHVaQyMjKIiYlhzpw5fPjhh+Tk5LBjxw6tw9KEoigoiqJ1GMJN5J5d+sk9W+7Z7rhnS5J8i2w2G7NmzaJNmzY0b95c63CK3KFDh/jll194+umneeedd9i/fz/vvfee1mEVuaCgIIKCgqhVqxYALVq04OjRoxpHVbT27dtH+fLl8fPzw2Aw0Lx5c/7880+tw7pt/P39SUlJASAlJQU/Pz+NIxLuIPdsuWeXVnLPdv89W7pb3AJVVZk3bx533HEH3bp10zqc26J///70798fgAMHDvD1118zatQojaMqegEBAQQFBXHq1CkqVqzIvn37Sv1gn+DgYA4fPkxubi4eHh7s27ePmjVrah3WbRMeHs4PP/xAVFQUP/zwA82aNdM6JHGL5J4t9+zSTO7Z7r9ny2Iit+CPP/7gxRdfpEqVKq5m/X79+tG0aVONI7s9Ltxwy8p0QseOHWPevHnYbDbKly/P8OHDS/2UYMuXLyc6Ohq9Xk+1atV48sknMRqNWofldu+88w4HDx4kPT0df39/+vTpQ7NmzXj77bdJTEyUKeBKCblnyz27tP8Oyz3bvfdsSZKFEEIIIYS4jPRJFkIIIYQQ4jKSJAshhBBCCHEZSZKFEEIIIYS4jCTJQgghhBBCXEaSZCGEEEIIIS4jSbIQQgghhBCXkSRZCCGEEEKIy0iSLIQQQgghxGX+Hyrn6DCzH3R0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "history = model.fit(X_train, y_train,\n",
    "                    epochs=10,\n",
    "                    verbose=False,\n",
    "                    validation_data=(X_test, y_test),\n",
    "                    batch_size=10)\n",
    "loss, accuracy = model.evaluate(X_train, y_train, verbose=False)\n",
    "print(\"Training Accuracy: {:.4f}\".format(accuracy))\n",
    "loss, accuracy = model.evaluate(X_test, y_test, verbose=False)\n",
    "print(\"Testing Accuracy:  {:.4f}\".format(accuracy))\n",
    "plot_history(history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}