BERT_Sentiment140.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "GorB8xCX6oac",
    "outputId": "2b2b9719-caab-4cf1-9f58-4f710faa4033"
   },
   "outputs": [],
   "source": [
    "!pip install transformers\n",
    "# !pip install twilio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "RYqyOn9G6u0P"
   },
   "outputs": [],
   "source": [
    "from transformers import BertTokenizer, TFBertForSequenceClassification, InputExample, InputFeatures\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from bs4 import BeautifulSoup\n",
    "import re\n",
    "from nltk.tokenize import WordPunctTokenizer\n",
    "from twilio.rest import Client\n",
    "import os\n",
    "import shutil"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading dataset and Extracting data needed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "id": "o2ay_8W_DldT",
    "outputId": "98842d68-3d57-46b6-9f03-1867e9682460"
   },
   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>target</th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>flag</th>\n",
       "      <th>user</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1467810369</td>\n",
       "      <td>Mon Apr 06 22:19:45 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>_TheSpecialOne_</td>\n",
       "      <td>@switchfoot http://twitpic.com/2y1zl - Awww, t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1467810672</td>\n",
       "      <td>Mon Apr 06 22:19:49 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>scotthamilton</td>\n",
       "      <td>is upset that he can't update his Facebook by ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>1467810917</td>\n",
       "      <td>Mon Apr 06 22:19:53 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>mattycus</td>\n",
       "      <td>@Kenichan I dived many times for the ball. Man...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1467811184</td>\n",
       "      <td>Mon Apr 06 22:19:57 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>ElleCTF</td>\n",
       "      <td>my whole body feels itchy and like its on fire</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>1467811193</td>\n",
       "      <td>Mon Apr 06 22:19:57 PDT 2009</td>\n",
       "      <td>NO_QUERY</td>\n",
       "      <td>Karoli</td>\n",
       "      <td>@nationwideclass no, it's not behaving at all....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   target          id                          date      flag  \\\n",
       "0       0  1467810369  Mon Apr 06 22:19:45 PDT 2009  NO_QUERY   \n",
       "1       0  1467810672  Mon Apr 06 22:19:49 PDT 2009  NO_QUERY   \n",
       "2       0  1467810917  Mon Apr 06 22:19:53 PDT 2009  NO_QUERY   \n",
       "3       0  1467811184  Mon Apr 06 22:19:57 PDT 2009  NO_QUERY   \n",
       "4       0  1467811193  Mon Apr 06 22:19:57 PDT 2009  NO_QUERY   \n",
       "\n",
       "              user                                               text  \n",
       "0  _TheSpecialOne_  @switchfoot http://twitpic.com/2y1zl - Awww, t...  \n",
       "1    scotthamilton  is upset that he can't update his Facebook by ...  \n",
       "2         mattycus  @Kenichan I dived many times for the ball. Man...  \n",
       "3          ElleCTF    my whole body feels itchy and like its on fire   \n",
       "4           Karoli  @nationwideclass no, it's not behaving at all....  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col = [\"target\",\"id\",\"date\",\"flag\",\"user\",\"text\"]\n",
    "dataset = pd.read_csv(\"data/training.1600000.processed.noemoticon.csv\",encoding=\"latin-1\",header=None,names=col)\n",
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "YWY91B4DDnkg",
    "outputId": "9382a36a-1952-41c1-e099-cbec559bbb1a",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1600000, 2)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "copy=dataset.copy()\n",
    "raw_train = copy[['text','target']]\n",
    "raw_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "id": "iGBtM7NxltZG",
    "outputId": "cffc926a-a0e9-43d7-9da0-f4e8fd50c23a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>target</th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>flag</th>\n",
       "      <th>user</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>Mon May 11 03:17:40 UTC 2009</td>\n",
       "      <td>kindle2</td>\n",
       "      <td>tpryan</td>\n",
       "      <td>@stellargirl I loooooooovvvvvveee my Kindle2. ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>Mon May 11 03:18:03 UTC 2009</td>\n",
       "      <td>kindle2</td>\n",
       "      <td>vcu451</td>\n",
       "      <td>Reading my kindle2...  Love it... Lee childs i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>Mon May 11 03:18:54 UTC 2009</td>\n",
       "      <td>kindle2</td>\n",
       "      <td>chadfu</td>\n",
       "      <td>Ok, first assesment of the #kindle2 ...it fuck...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>Mon May 11 03:19:04 UTC 2009</td>\n",
       "      <td>kindle2</td>\n",
       "      <td>SIX15</td>\n",
       "      <td>@kenburbary You'll love your Kindle2. I've had...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>Mon May 11 03:21:41 UTC 2009</td>\n",
       "      <td>kindle2</td>\n",
       "      <td>yamarama</td>\n",
       "      <td>@mikefish  Fair enough. But i have the Kindle2...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   target  id                          date     flag      user  \\\n",
       "0       4   3  Mon May 11 03:17:40 UTC 2009  kindle2    tpryan   \n",
       "1       4   4  Mon May 11 03:18:03 UTC 2009  kindle2    vcu451   \n",
       "2       4   5  Mon May 11 03:18:54 UTC 2009  kindle2    chadfu   \n",
       "3       4   6  Mon May 11 03:19:04 UTC 2009  kindle2     SIX15   \n",
       "4       4   7  Mon May 11 03:21:41 UTC 2009  kindle2  yamarama   \n",
       "\n",
       "                                                text  \n",
       "0  @stellargirl I loooooooovvvvvveee my Kindle2. ...  \n",
       "1  Reading my kindle2...  Love it... Lee childs i...  \n",
       "2  Ok, first assesment of the #kindle2 ...it fuck...  \n",
       "3  @kenburbary You'll love your Kindle2. I've had...  \n",
       "4  @mikefish  Fair enough. But i have the Kindle2...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_col = [\"target\",\"id\",\"date\",\"flag\",\"user\",\"text\"]\n",
    "test_dataset = pd.read_csv(\"data/testdata.manual.2009.06.14.csv\",encoding=\"latin-1\",header=None,names=col)\n",
    "test_dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "5rlJ3wohm1Yp",
    "outputId": "93dc0e3f-2a76-4827-8457-34f5fbab1fd6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(498, 2)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_copy = test_dataset.copy()\n",
    "raw_test = test_copy[['text','target']]\n",
    "raw_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning Tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "LhOB6BNTxaNM"
   },
   "outputs": [],
   "source": [
    "tok = WordPunctTokenizer()\n",
    "pattern1 = r'@[A-Za-z0-9]+'\n",
    "pattern2 = r'https?://[A-Za-z0-9./]+'\n",
    "pattern = r'|'.join((pattern1,pattern2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "4RQhy0IkyKXc"
   },
   "outputs": [],
   "source": [
    "def clean_tweet(text):\n",
    "  soup = BeautifulSoup(text, 'lxml')\n",
    "  souped = soup.get_text()\n",
    "  stripped = re.sub(pattern, '', souped)\n",
    "  try:\n",
    "    clean = stripped.decode(\"utf-8-sig\".replace(u\"\\ufffd\",\"?\"))\n",
    "  except:\n",
    "    clean = stripped\n",
    "  letters = re.sub(\"[^a-zA-Z]\",\" \", clean)\n",
    "  lower_case = letters.lower()\n",
    "  words = tok.tokenize(lower_case)\n",
    "  return (\" \".join(words)).strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Xfmsf2bVyiGp",
    "outputId": "e646b0cd-46a4-46de-fdad-52e37d04c19b"
   },
   "outputs": [],
   "source": [
    "# Code for processing/cleaning 1.6 million tweeets\n",
    "nums = [0,1600000]\n",
    "print(\"Cleaning and processing tweets:\\n\")\n",
    "cleaned_train_tweets = []\n",
    "for i in range(nums[0],nums[1]):\n",
    "  if ( (i+1)%1 == 0):\n",
    "    print(\"Tweets %d of %d have been processed\" % (i+1,nums[1]))\n",
    "    cleaned_train_tweets.append(clean_tweet(raw_train['text'][i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "o8Ykh2y8yimh",
    "outputId": "e3e5063d-b084-48a0-8e79-92b834e05e82"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cleaning and processing tweets:\n",
      "\n",
      "Tweets 1 of 498 have been processed\n",
      "Tweets 2 of 498 have been processed\n",
      "Tweets 3 of 498 have been processed\n",
      "Tweets 4 of 498 have been processed\n",
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      "Tweets 175 of 498 have been processed\n",
      "Tweets 176 of 498 have been processed\n",
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      "Tweets 289 of 498 have been processed\n",
      "Tweets 290 of 498 have been processed\n",
      "Tweets 291 of 498 have been processed\n",
      "Tweets 292 of 498 have been processed\n",
      "Tweets 293 of 498 have been processed\n",
      "Tweets 294 of 498 have been processed\n",
      "Tweets 295 of 498 have been processed\n",
      "Tweets 296 of 498 have been processed\n",
      "Tweets 297 of 498 have been processed\n",
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      "Tweets 302 of 498 have been processed\n",
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      "Tweets 304 of 498 have been processed\n",
      "Tweets 305 of 498 have been processed\n",
      "Tweets 306 of 498 have been processed\n",
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      "Tweets 310 of 498 have been processed\n",
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      "Tweets 312 of 498 have been processed\n",
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      "Tweets 317 of 498 have been processed\n",
      "Tweets 318 of 498 have been processed\n",
      "Tweets 319 of 498 have been processed\n",
      "Tweets 320 of 498 have been processed\n",
      "Tweets 321 of 498 have been processed\n",
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      "Tweets 324 of 498 have been processed\n",
      "Tweets 325 of 498 have been processed\n",
      "Tweets 326 of 498 have been processed\n",
      "Tweets 327 of 498 have been processed\n",
      "Tweets 328 of 498 have been processed\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tweets 329 of 498 have been processed\n",
      "Tweets 330 of 498 have been processed\n",
      "Tweets 331 of 498 have been processed\n",
      "Tweets 332 of 498 have been processed\n",
      "Tweets 333 of 498 have been processed\n",
      "Tweets 334 of 498 have been processed\n",
      "Tweets 335 of 498 have been processed\n",
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      "Tweets 337 of 498 have been processed\n",
      "Tweets 338 of 498 have been processed\n",
      "Tweets 339 of 498 have been processed\n",
      "Tweets 340 of 498 have been processed\n",
      "Tweets 341 of 498 have been processed\n",
      "Tweets 342 of 498 have been processed\n",
      "Tweets 343 of 498 have been processed\n",
      "Tweets 344 of 498 have been processed\n",
      "Tweets 345 of 498 have been processed\n",
      "Tweets 346 of 498 have been processed\n",
      "Tweets 347 of 498 have been processed\n",
      "Tweets 348 of 498 have been processed\n",
      "Tweets 349 of 498 have been processed\n",
      "Tweets 350 of 498 have been processed\n",
      "Tweets 351 of 498 have been processed\n",
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      "Tweets 355 of 498 have been processed\n",
      "Tweets 356 of 498 have been processed\n",
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      "Tweets 364 of 498 have been processed\n",
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      "Tweets 366 of 498 have been processed\n",
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      "Tweets 369 of 498 have been processed\n",
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      "Tweets 371 of 498 have been processed\n",
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      "Tweets 374 of 498 have been processed\n",
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      "Tweets 394 of 498 have been processed\n",
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      "Tweets 410 of 498 have been processed\n",
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      "Tweets 412 of 498 have been processed\n",
      "Tweets 413 of 498 have been processed\n",
      "Tweets 414 of 498 have been processed\n",
      "Tweets 415 of 498 have been processed\n",
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      "Tweets 418 of 498 have been processed\n",
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      "Tweets 437 of 498 have been processed\n",
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      "Tweets 466 of 498 have been processed\n",
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      "Tweets 472 of 498 have been processed\n",
      "Tweets 473 of 498 have been processed\n",
      "Tweets 474 of 498 have been processed\n",
      "Tweets 475 of 498 have been processed\n",
      "Tweets 476 of 498 have been processed\n",
      "Tweets 477 of 498 have been processed\n",
      "Tweets 478 of 498 have been processed\n",
      "Tweets 479 of 498 have been processed\n",
      "Tweets 480 of 498 have been processed\n",
      "Tweets 481 of 498 have been processed\n",
      "Tweets 482 of 498 have been processed\n",
      "Tweets 483 of 498 have been processed\n",
      "Tweets 484 of 498 have been processed\n",
      "Tweets 485 of 498 have been processed\n",
      "Tweets 486 of 498 have been processed\n",
      "Tweets 487 of 498 have been processed\n",
      "Tweets 488 of 498 have been processed\n",
      "Tweets 489 of 498 have been processed\n",
      "Tweets 490 of 498 have been processed\n",
      "Tweets 491 of 498 have been processed\n",
      "Tweets 492 of 498 have been processed\n",
      "Tweets 493 of 498 have been processed\n",
      "Tweets 494 of 498 have been processed\n",
      "Tweets 495 of 498 have been processed\n",
      "Tweets 496 of 498 have been processed\n",
      "Tweets 497 of 498 have been processed\n",
      "Tweets 498 of 498 have been processed\n"
     ]
    }
   ],
   "source": [
    "num = [0,498]\n",
    "print(\"Cleaning and processing tweets:\\n\")\n",
    "cleaned_test_tweets = []\n",
    "for i in range(num[0],num[1]):\n",
    "  if ( (i+1)%1 == 0):\n",
    "    print(\"Tweets %d of %d have been processed\" % (i+1,num[1]))\n",
    "    cleaned_test_tweets.append(clean_tweet(raw_test['text'][i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "id": "mC7kWiaQ3TXb",
    "outputId": "898e48ba-5a7e-4f48-8eaa-660193c6b12d"
   },
   "outputs": [],
   "source": [
    "# Converting list of cleaned tweets to dataframe\n",
    "clean_train = pd.DataFrame(cleaned_train_tweets,columns=['text'])\n",
    "clean_train['target'] = raw_train.target\n",
    "clean_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "8j5pJny03mml",
    "outputId": "8c3da12c-3f0e-4618-a4ef-947a7737a737"
   },
   "outputs": [],
   "source": [
    "clean_train.to_csv('data/cleaned_tweets.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "id": "knnaFlKp61SB",
    "outputId": "d22c2a08-6511-4ef7-fdc5-1b1eeda510d0"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>i loooooooovvvvvveee my kindle not that the dx...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>reading my kindle love it lee childs is good read</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ok first assesment of the kindle it fucking rocks</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>you ll love your kindle i ve had mine for a fe...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>fair enough but i have the kindle and i think ...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                text  target\n",
       "0  i loooooooovvvvvveee my kindle not that the dx...       4\n",
       "1  reading my kindle love it lee childs is good read       4\n",
       "2  ok first assesment of the kindle it fucking rocks       4\n",
       "3  you ll love your kindle i ve had mine for a fe...       4\n",
       "4  fair enough but i have the kindle and i think ...       4"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clean_test = pd.DataFrame(cleaned_test_tweets,columns=['text'])\n",
    "clean_test['target'] = raw_test.target\n",
    "clean_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 195
    },
    "id": "kl4Dp9CB-Az-",
    "outputId": "0b01a089-151c-44d1-e34a-bff4565c6d54"
   },
   "outputs": [],
   "source": [
    "clean_test.to_csv('data/cleaned_tweets_test.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Shuffle function for balancing imbalanced train dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def shuffler(filename):\n",
    "  df = pd.read_csv(filename, header=0)\n",
    "  # return the pandas dataframe\n",
    "  return df.reindex(np.random.permutation(df.index))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "shuffler('data/cleaned_tweets.csv').to_csv('data/shuffled_cleaned_tweets.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "csv = 'data/shuffled_cleaned_tweets.csv'\n",
    "data = pd.read_csv(csv)\n",
    "data = data.dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tranforming Label '4' to '1' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def transform_labels(label):\n",
    "    if label==4:\n",
    "        return 1\n",
    "    return label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data[['text','target']]\n",
    "data['target'] = data['target'].apply(lambda x:transform_labels(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    .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>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>i want things to go back to normal</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>hates that she has to work another hours befor...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>bug bill is super thanks you</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>don t worry about it we are just happy to have...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>misses tricia and bernadette</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                text  target\n",
       "0                 i want things to go back to normal       0\n",
       "1  hates that she has to work another hours befor...       0\n",
       "2                       bug bill is super thanks you       1\n",
       "3  don t worry about it we are just happy to have...       1\n",
       "4                       misses tricia and bernadette       0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train=data.iloc[0:1280000]\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1282575</th>\n",
       "      <td>this is so gr way inspire setting up a kiva ac...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282576</th>\n",
       "      <td>is getting ready to go and watch a tae kwon do...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282577</th>\n",
       "      <td>considering restoring my iphone and getting ri...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282578</th>\n",
       "      <td>well see i was gonna say that but twitter and ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282579</th>\n",
       "      <td>now it is saturday i am going out with my fami...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      text  target\n",
       "1282575  this is so gr way inspire setting up a kiva ac...       1\n",
       "1282576  is getting ready to go and watch a tae kwon do...       1\n",
       "1282577  considering restoring my iphone and getting ri...       0\n",
       "1282578  well see i was gonna say that but twitter and ...       1\n",
       "1282579  now it is saturday i am going out with my fami...       1"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val = data.iloc[1280000:]\n",
    "val.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "497    reading the tweets coming out of iran the whol...\n",
       "Name: text, dtype: object"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csv = 'data/cleaned_tweets_test.csv'\n",
    "test = pd.read_csv(csv,index_col=0)\n",
    "test['target'] = test['target'].apply(lambda x:transform_labels(x))\n",
    "test['text'].tail(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Initialising BERT Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "IWMKqGNE0nYq",
    "outputId": "f94fe4ad-3e65-48c6-80d4-bf3c68525a92"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "All model checkpoint layers were used when initializing TFBertForSequenceClassification.\n",
      "\n",
      "Some layers of TFBertForSequenceClassification were not initialized from the model checkpoint at bert-base-uncased and are newly initialized: ['classifier']\n",
      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
     ]
    }
   ],
   "source": [
    "model = TFBertForSequenceClassification.from_pretrained(\"bert-base-uncased\")\n",
    "tokenizer = BertTokenizer.from_pretrained(\"bert-base-uncased\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "yEDoEMPB4FaB",
    "outputId": "581b4bc5-25ce-482e-c8fe-8696a7f6c29b"
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'model' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-1-5f15418b3570>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msummary\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'model' is not defined"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "id": "p7earyjB4SYn"
   },
   "outputs": [],
   "source": [
    "# Function to convert data into format accepted by BERT\n",
    "def convert_data_to_examples(train, val, text, target):\n",
    "  train_InputExamples = train.apply(lambda x: InputExample(guid=None,\n",
    "                                                           text_a = x[text],\n",
    "                                                           text_b = None,\n",
    "                                                           label = x[target]),axis=1)\n",
    " \n",
    "  validation_InputExamples = val.apply(lambda x: InputExample(guid=None,\n",
    "                                                           text_a = x[text],\n",
    "                                                           text_b = None,\n",
    "                                                           label = x[target]),axis=1)\n",
    "  \n",
    "  return train_InputExamples, validation_InputExamples\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "id": "Gh5IOVTI4b13"
   },
   "outputs": [],
   "source": [
    "train_InputExamples, validation_InputExamples = convert_data_to_examples(train,val,'text','target')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "id": "_3dZhKZg4ihm"
   },
   "outputs": [],
   "source": [
    "# Function to convert BERT format data to tf format\n",
    "# For detailed information about the function check out official tensorflow bert doc\n",
    "def convert_examples_to_tf_dataset(examples, tokenizer, max_length=128):\n",
    "    features = [] \n",
    "\n",
    "    for e in examples:\n",
    "        \n",
    "        input_dict = tokenizer.encode_plus(\n",
    "            e.text_a,\n",
    "            add_special_tokens=True,\n",
    "            max_length=max_length, \n",
    "            return_token_type_ids=True,\n",
    "            return_attention_mask=True,\n",
    "            pad_to_max_length=True, \n",
    "            truncation=True\n",
    "        )\n",
    "\n",
    "        input_ids, token_type_ids, attention_mask = (input_dict[\"input_ids\"],\n",
    "            input_dict[\"token_type_ids\"], input_dict['attention_mask'])\n",
    "\n",
    "        features.append(\n",
    "            InputFeatures(\n",
    "                input_ids=input_ids, attention_mask=attention_mask, token_type_ids=token_type_ids, label=e.label\n",
    "            )\n",
    "        )\n",
    "\n",
    "    def gen():\n",
    "        for f in features:\n",
    "            yield (\n",
    "                {\n",
    "                    \"input_ids\": f.input_ids,\n",
    "                    \"attention_mask\": f.attention_mask,\n",
    "                    \"token_type_ids\": f.token_type_ids,\n",
    "                },\n",
    "                f.label,\n",
    "            )\n",
    "\n",
    "    return tf.data.Dataset.from_generator(\n",
    "        gen,\n",
    "        ({\"input_ids\": tf.int32, \"attention_mask\": tf.int32, \"token_type_ids\": tf.int32}, tf.int64),\n",
    "        (\n",
    "            {\n",
    "                \"input_ids\": tf.TensorShape([None]),\n",
    "                \"attention_mask\": tf.TensorShape([None]),\n",
    "                \"token_type_ids\": tf.TensorShape([None]),\n",
    "            },\n",
    "            tf.TensorShape([]),\n",
    "        ),\n",
    "    )\n",
    "\n",
    "\n",
    "text = 'text'\n",
    "target = 'target'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "YlPARc1140_d",
    "outputId": "f5f61211-3781-4e2c-8df6-2f5cae2d3e65"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\transformers\\tokenization_utils_base.py:2137: FutureWarning: The `pad_to_max_length` argument is deprecated and will be removed in a future version, use `padding=True` or `padding='longest'` to pad to the longest sequence in the batch, or use `padding='max_length'` to pad to a max length. In this case, you can give a specific length with `max_length` (e.g. `max_length=45`) or leave max_length to None to pad to the maximal input size of the model (e.g. 512 for Bert).\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# Converting and tokenizing the data\n",
    "train_InputExamples, validation_InputExamples = convert_data_to_examples(train, val, text, target)\n",
    "\n",
    "train_data = convert_examples_to_tf_dataset(list(train_InputExamples), tokenizer)\n",
    "train_data = train_data.shuffle(100).batch(32).repeat(2)\n",
    "\n",
    "validation_data = convert_examples_to_tf_dataset(list(validation_InputExamples), tokenizer)\n",
    "validation_data = validation_data.batch(32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "id": "rwK1UuX25aqF"
   },
   "outputs": [],
   "source": [
    "# Used Adam optimizer as it gives better results. Also used SparseCategoricalCrossentropy hence the need to transform label\n",
    "compile = model.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=3e-5,epsilon=1e-08,clipnorm = 1.0),\n",
    "              loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
    "              metrics=[tf.keras.metrics.SparseCategoricalAccuracy('accuracy')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "QbA76-nx81YB",
    "outputId": "d7f03ace-7904-4b0a-d6dd-5a0c3c8d4ca9",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:AutoGraph could not transform <bound method TFBertForSequenceClassification.call of <transformers.models.bert.modeling_tf_bert.TFBertForSequenceClassification object at 0x00000223179CAD00>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING: AutoGraph could not transform <bound method TFBertForSequenceClassification.call of <transformers.models.bert.modeling_tf_bert.TFBertForSequenceClassification object at 0x00000223179CAD00>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING:tensorflow:AutoGraph could not transform <bound method TFBertMainLayer.call of <transformers.models.bert.modeling_tf_bert.TFBertMainLayer object at 0x00000223179CAD60>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING: AutoGraph could not transform <bound method TFBertMainLayer.call of <transformers.models.bert.modeling_tf_bert.TFBertMainLayer object at 0x00000223179CAD60>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The parameters `output_attentions`, `output_hidden_states` and `use_cache` cannot be updated when calling a model.They have to be set to True/False in the config object (i.e.: `config=XConfig.from_pretrained('name', output_attentions=True)`).\n",
      "The parameter `return_dict` cannot be set in graph mode and will always be set to `True`.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:AutoGraph could not transform <bound method TFBertEmbeddings._embedding of <transformers.models.bert.modeling_tf_bert.TFBertEmbeddings object at 0x00000223179CAF70>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING: AutoGraph could not transform <bound method TFBertEmbeddings._embedding of <transformers.models.bert.modeling_tf_bert.TFBertEmbeddings object at 0x00000223179CAF70>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING:tensorflow:AutoGraph could not transform <bound method TFBertEncoder.call of <transformers.models.bert.modeling_tf_bert.TFBertEncoder object at 0x0000022317A52130>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING: AutoGraph could not transform <bound method TFBertEncoder.call of <transformers.models.bert.modeling_tf_bert.TFBertEncoder object at 0x0000022317A52130>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING:tensorflow:AutoGraph could not transform <bound method TFBertLayer.call of <transformers.models.bert.modeling_tf_bert.TFBertLayer object at 0x0000022317A522E0>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING: AutoGraph could not transform <bound method TFBertLayer.call of <transformers.models.bert.modeling_tf_bert.TFBertLayer object at 0x0000022317A522E0>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING:tensorflow:AutoGraph could not transform <bound method TFBertAttention.call of <transformers.models.bert.modeling_tf_bert.TFBertAttention object at 0x0000022317A52430>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING: AutoGraph could not transform <bound method TFBertAttention.call of <transformers.models.bert.modeling_tf_bert.TFBertAttention object at 0x0000022317A52430>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING:tensorflow:AutoGraph could not transform <bound method TFBertPooler.call of <transformers.models.bert.modeling_tf_bert.TFBertPooler object at 0x000002231D38DFA0>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING: AutoGraph could not transform <bound method TFBertPooler.call of <transformers.models.bert.modeling_tf_bert.TFBertPooler object at 0x000002231D38DFA0>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Index'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The parameters `output_attentions`, `output_hidden_states` and `use_cache` cannot be updated when calling a model.They have to be set to True/False in the config object (i.e.: `config=XConfig.from_pretrained('name', output_attentions=True)`).\n",
      "The parameter `return_dict` cannot be set in graph mode and will always be set to `True`.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  52796/Unknown - 636601s 12s/step - loss: 0.3424 - accuracy: 0.8500"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-23-9206ae2fc74f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtrain_data\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mepochs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalidation_data\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mvalidation_data\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\keras\\engine\\training.py\u001b[0m in \u001b[0;36m_method_wrapper\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    106\u001b[0m   \u001b[1;32mdef\u001b[0m \u001b[0m_method_wrapper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    107\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_in_multi_worker_mode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m  \u001b[1;31m# pylint: disable=protected-access\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 108\u001b[1;33m       \u001b[1;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    109\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    110\u001b[0m     \u001b[1;31m# Running inside `run_distribute_coordinator` already.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\keras\\engine\\training.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[0;32m   1096\u001b[0m                 batch_size=batch_size):\n\u001b[0;32m   1097\u001b[0m               \u001b[0mcallbacks\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mon_train_batch_begin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1098\u001b[1;33m               \u001b[0mtmp_logs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtrain_function\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1099\u001b[0m               \u001b[1;32mif\u001b[0m \u001b[0mdata_handler\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshould_sync\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1100\u001b[0m                 \u001b[0mcontext\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masync_wait\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\eager\\def_function.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m    778\u001b[0m       \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    779\u001b[0m         \u001b[0mcompiler\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"nonXla\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 780\u001b[1;33m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    781\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    782\u001b[0m       \u001b[0mnew_tracing_count\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_tracing_count\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\eager\\def_function.py\u001b[0m in \u001b[0;36m_call\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m    805\u001b[0m       \u001b[1;31m# In this case we have created variables on the first call, so we run the\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    806\u001b[0m       \u001b[1;31m# defunned version which is guaranteed to never create variables.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 807\u001b[1;33m       \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_stateless_fn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;31m# pylint: disable=not-callable\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    808\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_stateful_fn\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    809\u001b[0m       \u001b[1;31m# Release the lock early so that multiple threads can perform the call\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\eager\\function.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m   2827\u001b[0m     \u001b[1;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_lock\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2828\u001b[0m       \u001b[0mgraph_function\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwargs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_maybe_define_function\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2829\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mgraph_function\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_filtered_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;31m# pylint: disable=protected-access\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2830\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2831\u001b[0m   \u001b[1;33m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\eager\\function.py\u001b[0m in \u001b[0;36m_filtered_call\u001b[1;34m(self, args, kwargs, cancellation_manager)\u001b[0m\n\u001b[0;32m   1841\u001b[0m       \u001b[0;31m`\u001b[0m\u001b[0margs\u001b[0m\u001b[0;31m`\u001b[0m \u001b[1;32mand\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m`\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;31m`\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1842\u001b[0m     \"\"\"\n\u001b[1;32m-> 1843\u001b[1;33m     return self._call_flat(\n\u001b[0m\u001b[0;32m   1844\u001b[0m         [t for t in nest.flatten((args, kwargs), expand_composites=True)\n\u001b[0;32m   1845\u001b[0m          if isinstance(t, (ops.Tensor,\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\eager\\function.py\u001b[0m in \u001b[0;36m_call_flat\u001b[1;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[0;32m   1921\u001b[0m         and executing_eagerly):\n\u001b[0;32m   1922\u001b[0m       \u001b[1;31m# No tape is watching; skip to running the function.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1923\u001b[1;33m       return self._build_call_outputs(self._inference_function.call(\n\u001b[0m\u001b[0;32m   1924\u001b[0m           ctx, args, cancellation_manager=cancellation_manager))\n\u001b[0;32m   1925\u001b[0m     forward_backward = self._select_forward_and_backward_functions(\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\eager\\function.py\u001b[0m in \u001b[0;36mcall\u001b[1;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[0;32m    543\u001b[0m       \u001b[1;32mwith\u001b[0m \u001b[0m_InterpolateFunctionError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    544\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mcancellation_manager\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 545\u001b[1;33m           outputs = execute.execute(\n\u001b[0m\u001b[0;32m    546\u001b[0m               \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msignature\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    547\u001b[0m               \u001b[0mnum_outputs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_num_outputs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\eager\\execute.py\u001b[0m in \u001b[0;36mquick_execute\u001b[1;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[0;32m     57\u001b[0m   \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     58\u001b[0m     \u001b[0mctx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mensure_initialized\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 59\u001b[1;33m     tensors = pywrap_tfe.TFE_Py_Execute(ctx._handle, device_name, op_name,\n\u001b[0m\u001b[0;32m     60\u001b[0m                                         inputs, attrs, num_outputs)\n\u001b[0;32m     61\u001b[0m   \u001b[1;32mexcept\u001b[0m \u001b[0mcore\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_NotOkStatusException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# Fine tuning BERT on Sentiment140 Dataset\n",
    "model.fit(train_data, epochs=1, validation_data=validation_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "4djK0nINAc7K"
   },
   "outputs": [],
   "source": [
    "# Saving finetuned model\n",
    "model.save_weights('saved_model/my_model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [],
   "source": [
    "loaded_model = tf.keras.models.load_model('saved_model/my_model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<tensorflow.python.keras.saving.saved_model.load.TFBertForSequenceClassification object at 0x00000223DCA44820>\n"
     ]
    }
   ],
   "source": [
    "loaded_model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Live Tweet Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 488,
   "metadata": {
    "id": "xVEzXA0UAfz_"
   },
   "outputs": [],
   "source": [
    "pred_sentences = []\n",
    "nums = [410,415]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 489,
   "metadata": {
    "id": "9UxLzY2bAnO9"
   },
   "outputs": [],
   "source": [
    "# Function to convert a dataframe to list\n",
    "def df_to_list(df,nums):\n",
    "    pred_sentences = []\n",
    "    for i in range(nums[0],nums[1]):\n",
    "      if ( (i+1) % 1 == 0):\n",
    "        print(\"Tweets %d of %d have been processed\" % (i+1,nums[1]))\n",
    "        pred_sentences.append(df['text'][i])\n",
    "    return pred_sentences\n",
    "\n",
    "'''\n",
    "Function to generate prediction\n",
    "tf_batch : tokenizes the data using BERT tokenizer\n",
    "tf_output : Passes the tokenized data into the fine tuned BERT model\n",
    "tf_predictions : Generates prediction by using a softmax function\n",
    "'''\n",
    "def prediction(preds_list):\n",
    "    tf_batch = tokenizer(preds_list,padding=True, truncation=True, return_tensors='tf')\n",
    "    tf_outputs = model(tf_batch)\n",
    "    tf_predictions = tf.nn.softmax(tf_outputs[0],axis=-1)\n",
    "    return tf_predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predicting Sentiment of Mined Tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 491,
   "metadata": {},
   "outputs": [],
   "source": [
    "live_tweets = pd.read_csv('live_tweets.csv',names=['text','city'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 487,
   "metadata": {},
   "outputs": [],
   "source": [
    "live_tweets=live_tweets[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 492,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\bs4\\__init__.py:332: MarkupResemblesLocatorWarning: \". \" looks like a filename, not markup. You should probably open this file and pass the filehandle into Beautiful Soup.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# Cleans the mined tweets for prediction\n",
    "cleaned_live_tweets = live_tweets['text'].apply(lambda x:clean_tweet(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 494,
   "metadata": {},
   "outputs": [],
   "source": [
    "live_tweets = live_tweets[['text','city']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 495,
   "metadata": {},
   "outputs": [],
   "source": [
    "live_tweets.text = cleaned_live_tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 496,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>kudos team and thanks for having me back at th...</td>\n",
       "      <td>Mumbai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>godse s bullets could only kill mahatma gandhi...</td>\n",
       "      <td>Mumbai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>rat brave heart farmers jai jawan jai kisan bj...</td>\n",
       "      <td>Mumbai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>rt we all badtmeez we love badtameez nikki</td>\n",
       "      <td>Mumbai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6996</th>\n",
       "      <td>beauty and grace</td>\n",
       "      <td>Hyderabad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6997</th>\n",
       "      <td>rt</td>\n",
       "      <td>Hyderabad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6998</th>\n",
       "      <td>rt coming to you all with f movie on the th of...</td>\n",
       "      <td>Hyderabad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6999</th>\n",
       "      <td>rt pm</td>\n",
       "      <td>Hyderabad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7000</th>\n",
       "      <td>rt thatikantikira atsatyakumar y jai sri ram j...</td>\n",
       "      <td>Hyderabad</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7001 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   text       city\n",
       "0                                                                0\n",
       "1     kudos team and thanks for having me back at th...     Mumbai\n",
       "2     godse s bullets could only kill mahatma gandhi...     Mumbai\n",
       "3     rat brave heart farmers jai jawan jai kisan bj...     Mumbai\n",
       "4            rt we all badtmeez we love badtameez nikki     Mumbai\n",
       "...                                                 ...        ...\n",
       "6996                                   beauty and grace  Hyderabad\n",
       "6997                                                 rt  Hyderabad\n",
       "6998  rt coming to you all with f movie on the th of...  Hyderabad\n",
       "6999                                              rt pm  Hyderabad\n",
       "7000  rt thatikantikira atsatyakumar y jai sri ram j...  Hyderabad\n",
       "\n",
       "[7001 rows x 2 columns]"
      ]
     },
     "execution_count": 496,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "live_tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 498,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tweets 2 of 7000 have been processed\n",
      "Tweets 3 of 7000 have been processed\n",
      "Tweets 4 of 7000 have been processed\n",
      "Tweets 5 of 7000 have been processed\n",
      "Tweets 6 of 7000 have been processed\n",
      "Tweets 7 of 7000 have been processed\n",
      "Tweets 8 of 7000 have been processed\n",
      "Tweets 9 of 7000 have been processed\n",
      "Tweets 10 of 7000 have been processed\n",
      "Tweets 11 of 7000 have been processed\n",
      "Tweets 12 of 7000 have been processed\n",
      "Tweets 13 of 7000 have been processed\n",
      "Tweets 14 of 7000 have been processed\n",
      "Tweets 15 of 7000 have been processed\n",
      "Tweets 16 of 7000 have been processed\n",
      "Tweets 17 of 7000 have been processed\n",
      "Tweets 18 of 7000 have been processed\n",
      "Tweets 19 of 7000 have been processed\n",
      "Tweets 20 of 7000 have been processed\n",
      "Tweets 21 of 7000 have been processed\n",
      "Tweets 22 of 7000 have been processed\n",
      "Tweets 23 of 7000 have been processed\n",
      "Tweets 24 of 7000 have been processed\n",
      "Tweets 25 of 7000 have been processed\n",
      "Tweets 26 of 7000 have been processed\n",
      "Tweets 27 of 7000 have been processed\n",
      "Tweets 28 of 7000 have been processed\n",
      "Tweets 29 of 7000 have been processed\n",
      "Tweets 30 of 7000 have been processed\n",
      "Tweets 31 of 7000 have been processed\n",
      "Tweets 32 of 7000 have been processed\n",
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      "Tweets 39 of 7000 have been processed\n",
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      "Tweets 41 of 7000 have been processed\n",
      "Tweets 42 of 7000 have been processed\n",
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      "Tweets 49 of 7000 have been processed\n",
      "Tweets 50 of 7000 have been processed\n",
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      "Tweets 370 of 7000 have been processed\n",
      "Tweets 371 of 7000 have been processed\n",
      "Tweets 372 of 7000 have been processed\n",
      "Tweets 373 of 7000 have been processed\n",
      "Tweets 374 of 7000 have been processed\n",
      "Tweets 375 of 7000 have been processed\n",
      "Tweets 376 of 7000 have been processed\n",
      "Tweets 377 of 7000 have been processed\n",
      "Tweets 378 of 7000 have been processed\n",
      "Tweets 379 of 7000 have been processed\n",
      "Tweets 380 of 7000 have been processed\n",
      "Tweets 381 of 7000 have been processed\n",
      "Tweets 382 of 7000 have been processed\n",
      "Tweets 383 of 7000 have been processed\n",
      "Tweets 384 of 7000 have been processed\n",
      "Tweets 385 of 7000 have been processed\n",
      "Tweets 386 of 7000 have been processed\n",
      "Tweets 387 of 7000 have been processed\n",
      "Tweets 388 of 7000 have been processed\n",
      "Tweets 389 of 7000 have been processed\n",
      "Tweets 390 of 7000 have been processed\n",
      "Tweets 391 of 7000 have been processed\n",
      "Tweets 392 of 7000 have been processed\n",
      "Tweets 393 of 7000 have been processed\n",
      "Tweets 394 of 7000 have been processed\n",
      "Tweets 395 of 7000 have been processed\n",
      "Tweets 396 of 7000 have been processed\n",
      "Tweets 397 of 7000 have been processed\n",
      "Tweets 398 of 7000 have been processed\n",
      "Tweets 399 of 7000 have been processed\n",
      "Tweets 400 of 7000 have been processed\n",
      "Tweets 401 of 7000 have been processed\n",
      "Tweets 402 of 7000 have been processed\n",
      "Tweets 403 of 7000 have been processed\n",
      "Tweets 404 of 7000 have been processed\n",
      "Tweets 405 of 7000 have been processed\n",
      "Tweets 406 of 7000 have been processed\n",
      "Tweets 407 of 7000 have been processed\n",
      "Tweets 408 of 7000 have been processed\n",
      "Tweets 409 of 7000 have been processed\n",
      "Tweets 410 of 7000 have been processed\n",
      "Tweets 411 of 7000 have been processed\n",
      "Tweets 412 of 7000 have been processed\n",
      "Tweets 413 of 7000 have been processed\n",
      "Tweets 414 of 7000 have been processed\n",
      "Tweets 415 of 7000 have been processed\n",
      "Tweets 416 of 7000 have been processed\n",
      "Tweets 417 of 7000 have been processed\n",
      "Tweets 418 of 7000 have been processed\n",
      "Tweets 419 of 7000 have been processed\n",
      "Tweets 420 of 7000 have been processed\n",
      "Tweets 421 of 7000 have been processed\n",
      "Tweets 422 of 7000 have been processed\n",
      "Tweets 423 of 7000 have been processed\n",
      "Tweets 424 of 7000 have been processed\n",
      "Tweets 425 of 7000 have been processed\n",
      "Tweets 426 of 7000 have been processed\n",
      "Tweets 427 of 7000 have been processed\n",
      "Tweets 428 of 7000 have been processed\n",
      "Tweets 429 of 7000 have been processed\n",
      "Tweets 430 of 7000 have been processed\n",
      "Tweets 431 of 7000 have been processed\n",
      "Tweets 432 of 7000 have been processed\n",
      "Tweets 433 of 7000 have been processed\n",
      "Tweets 434 of 7000 have been processed\n",
      "Tweets 435 of 7000 have been processed\n",
      "Tweets 436 of 7000 have been processed\n",
      "Tweets 437 of 7000 have been processed\n",
      "Tweets 438 of 7000 have been processed\n",
      "Tweets 439 of 7000 have been processed\n",
      "Tweets 440 of 7000 have been processed\n",
      "Tweets 441 of 7000 have been processed\n",
      "Tweets 442 of 7000 have been processed\n",
      "Tweets 443 of 7000 have been processed\n",
      "Tweets 444 of 7000 have been processed\n",
      "Tweets 445 of 7000 have been processed\n",
      "Tweets 446 of 7000 have been processed\n",
      "Tweets 447 of 7000 have been processed\n",
      "Tweets 448 of 7000 have been processed\n",
      "Tweets 449 of 7000 have been processed\n",
      "Tweets 450 of 7000 have been processed\n",
      "Tweets 451 of 7000 have been processed\n",
      "Tweets 452 of 7000 have been processed\n",
      "Tweets 453 of 7000 have been processed\n",
      "Tweets 454 of 7000 have been processed\n",
      "Tweets 455 of 7000 have been processed\n",
      "Tweets 456 of 7000 have been processed\n",
      "Tweets 457 of 7000 have been processed\n",
      "Tweets 458 of 7000 have been processed\n",
      "Tweets 459 of 7000 have been processed\n",
      "Tweets 460 of 7000 have been processed\n",
      "Tweets 461 of 7000 have been processed\n",
      "Tweets 462 of 7000 have been processed\n",
      "Tweets 463 of 7000 have been processed\n",
      "Tweets 464 of 7000 have been processed\n",
      "Tweets 465 of 7000 have been processed\n",
      "Tweets 466 of 7000 have been processed\n",
      "Tweets 467 of 7000 have been processed\n",
      "Tweets 468 of 7000 have been processed\n",
      "Tweets 469 of 7000 have been processed\n",
      "Tweets 470 of 7000 have been processed\n",
      "Tweets 471 of 7000 have been processed\n",
      "Tweets 472 of 7000 have been processed\n",
      "Tweets 473 of 7000 have been processed\n",
      "Tweets 474 of 7000 have been processed\n",
      "Tweets 475 of 7000 have been processed\n",
      "Tweets 476 of 7000 have been processed\n",
      "Tweets 477 of 7000 have been processed\n",
      "Tweets 478 of 7000 have been processed\n",
      "Tweets 479 of 7000 have been processed\n",
      "Tweets 480 of 7000 have been processed\n",
      "Tweets 481 of 7000 have been processed\n",
      "Tweets 482 of 7000 have been processed\n",
      "Tweets 483 of 7000 have been processed\n",
      "Tweets 484 of 7000 have been processed\n",
      "Tweets 485 of 7000 have been processed\n",
      "Tweets 486 of 7000 have been processed\n",
      "Tweets 487 of 7000 have been processed\n",
      "Tweets 488 of 7000 have been processed\n",
      "Tweets 489 of 7000 have been processed\n",
      "Tweets 490 of 7000 have been processed\n",
      "Tweets 491 of 7000 have been processed\n",
      "Tweets 492 of 7000 have been processed\n",
      "Tweets 493 of 7000 have been processed\n",
      "Tweets 494 of 7000 have been processed\n",
      "Tweets 495 of 7000 have been processed\n",
      "Tweets 496 of 7000 have been processed\n",
      "Tweets 497 of 7000 have been processed\n",
      "Tweets 498 of 7000 have been processed\n",
      "Tweets 499 of 7000 have been processed\n",
      "Tweets 500 of 7000 have been processed\n",
      "Tweets 501 of 7000 have been processed\n",
      "Tweets 502 of 7000 have been processed\n",
      "Tweets 503 of 7000 have been processed\n",
      "Tweets 504 of 7000 have been processed\n",
      "Tweets 505 of 7000 have been processed\n",
      "Tweets 506 of 7000 have been processed\n",
      "Tweets 507 of 7000 have been processed\n",
      "Tweets 508 of 7000 have been processed\n",
      "Tweets 509 of 7000 have been processed\n",
      "Tweets 510 of 7000 have been processed\n",
      "Tweets 511 of 7000 have been processed\n",
      "Tweets 512 of 7000 have been processed\n",
      "Tweets 513 of 7000 have been processed\n",
      "Tweets 514 of 7000 have been processed\n",
      "Tweets 515 of 7000 have been processed\n",
      "Tweets 516 of 7000 have been processed\n",
      "Tweets 517 of 7000 have been processed\n",
      "Tweets 518 of 7000 have been processed\n",
      "Tweets 519 of 7000 have been processed\n",
      "Tweets 520 of 7000 have been processed\n",
      "Tweets 521 of 7000 have been processed\n",
      "Tweets 522 of 7000 have been processed\n",
      "Tweets 523 of 7000 have been processed\n",
      "Tweets 524 of 7000 have been processed\n",
      "Tweets 525 of 7000 have been processed\n",
      "Tweets 526 of 7000 have been processed\n",
      "Tweets 527 of 7000 have been processed\n",
      "Tweets 528 of 7000 have been processed\n",
      "Tweets 529 of 7000 have been processed\n",
      "Tweets 530 of 7000 have been processed\n",
      "Tweets 531 of 7000 have been processed\n",
      "Tweets 532 of 7000 have been processed\n",
      "Tweets 533 of 7000 have been processed\n",
      "Tweets 534 of 7000 have been processed\n",
      "Tweets 535 of 7000 have been processed\n",
      "Tweets 536 of 7000 have been processed\n",
      "Tweets 537 of 7000 have been processed\n",
      "Tweets 538 of 7000 have been processed\n",
      "Tweets 539 of 7000 have been processed\n",
      "Tweets 540 of 7000 have been processed\n",
      "Tweets 541 of 7000 have been processed\n",
      "Tweets 542 of 7000 have been processed\n",
      "Tweets 543 of 7000 have been processed\n",
      "Tweets 544 of 7000 have been processed\n",
      "Tweets 545 of 7000 have been processed\n",
      "Tweets 546 of 7000 have been processed\n",
      "Tweets 547 of 7000 have been processed\n",
      "Tweets 548 of 7000 have been processed\n",
      "Tweets 549 of 7000 have been processed\n",
      "Tweets 550 of 7000 have been processed\n",
      "Tweets 551 of 7000 have been processed\n",
      "Tweets 552 of 7000 have been processed\n",
      "Tweets 553 of 7000 have been processed\n",
      "Tweets 554 of 7000 have been processed\n",
      "Tweets 555 of 7000 have been processed\n",
      "Tweets 556 of 7000 have been processed\n",
      "Tweets 557 of 7000 have been processed\n",
      "Tweets 558 of 7000 have been processed\n",
      "Tweets 559 of 7000 have been processed\n",
      "Tweets 560 of 7000 have been processed\n",
      "Tweets 561 of 7000 have been processed\n",
      "Tweets 562 of 7000 have been processed\n",
      "Tweets 563 of 7000 have been processed\n",
      "Tweets 564 of 7000 have been processed\n",
      "Tweets 565 of 7000 have been processed\n",
      "Tweets 566 of 7000 have been processed\n",
      "Tweets 567 of 7000 have been processed\n",
      "Tweets 568 of 7000 have been processed\n",
      "Tweets 569 of 7000 have been processed\n",
      "Tweets 570 of 7000 have been processed\n",
      "Tweets 571 of 7000 have been processed\n",
      "Tweets 572 of 7000 have been processed\n",
      "Tweets 573 of 7000 have been processed\n",
      "Tweets 574 of 7000 have been processed\n",
      "Tweets 575 of 7000 have been processed\n",
      "Tweets 576 of 7000 have been processed\n",
      "Tweets 577 of 7000 have been processed\n",
      "Tweets 578 of 7000 have been processed\n",
      "Tweets 579 of 7000 have been processed\n",
      "Tweets 580 of 7000 have been processed\n",
      "Tweets 581 of 7000 have been processed\n",
      "Tweets 582 of 7000 have been processed\n",
      "Tweets 583 of 7000 have been processed\n",
      "Tweets 584 of 7000 have been processed\n",
      "Tweets 585 of 7000 have been processed\n",
      "Tweets 586 of 7000 have been processed\n",
      "Tweets 587 of 7000 have been processed\n",
      "Tweets 588 of 7000 have been processed\n",
      "Tweets 589 of 7000 have been processed\n",
      "Tweets 590 of 7000 have been processed\n",
      "Tweets 591 of 7000 have been processed\n",
      "Tweets 592 of 7000 have been processed\n",
      "Tweets 593 of 7000 have been processed\n",
      "Tweets 594 of 7000 have been processed\n",
      "Tweets 595 of 7000 have been processed\n",
      "Tweets 596 of 7000 have been processed\n",
      "Tweets 597 of 7000 have been processed\n",
      "Tweets 598 of 7000 have been processed\n",
      "Tweets 599 of 7000 have been processed\n",
      "Tweets 600 of 7000 have been processed\n",
      "Tweets 601 of 7000 have been processed\n",
      "Tweets 602 of 7000 have been processed\n",
      "Tweets 603 of 7000 have been processed\n",
      "Tweets 604 of 7000 have been processed\n",
      "Tweets 605 of 7000 have been processed\n",
      "Tweets 606 of 7000 have been processed\n",
      "Tweets 607 of 7000 have been processed\n",
      "Tweets 608 of 7000 have been processed\n",
      "Tweets 609 of 7000 have been processed\n",
      "Tweets 610 of 7000 have been processed\n",
      "Tweets 611 of 7000 have been processed\n",
      "Tweets 612 of 7000 have been processed\n",
      "Tweets 613 of 7000 have been processed\n",
      "Tweets 614 of 7000 have been processed\n",
      "Tweets 615 of 7000 have been processed\n",
      "Tweets 616 of 7000 have been processed\n",
      "Tweets 617 of 7000 have been processed\n",
      "Tweets 618 of 7000 have been processed\n",
      "Tweets 619 of 7000 have been processed\n",
      "Tweets 620 of 7000 have been processed\n",
      "Tweets 621 of 7000 have been processed\n",
      "Tweets 622 of 7000 have been processed\n",
      "Tweets 623 of 7000 have been processed\n",
      "Tweets 624 of 7000 have been processed\n",
      "Tweets 625 of 7000 have been processed\n",
      "Tweets 626 of 7000 have been processed\n",
      "Tweets 627 of 7000 have been processed\n",
      "Tweets 628 of 7000 have been processed\n",
      "Tweets 629 of 7000 have been processed\n",
      "Tweets 630 of 7000 have been processed\n",
      "Tweets 631 of 7000 have been processed\n",
      "Tweets 632 of 7000 have been processed\n",
      "Tweets 633 of 7000 have been processed\n",
      "Tweets 634 of 7000 have been processed\n",
      "Tweets 635 of 7000 have been processed\n",
      "Tweets 636 of 7000 have been processed\n",
      "Tweets 637 of 7000 have been processed\n",
      "Tweets 638 of 7000 have been processed\n",
      "Tweets 639 of 7000 have been processed\n",
      "Tweets 640 of 7000 have been processed\n",
      "Tweets 641 of 7000 have been processed\n",
      "Tweets 642 of 7000 have been processed\n",
      "Tweets 643 of 7000 have been processed\n",
      "Tweets 644 of 7000 have been processed\n",
      "Tweets 645 of 7000 have been processed\n",
      "Tweets 646 of 7000 have been processed\n",
      "Tweets 647 of 7000 have been processed\n",
      "Tweets 648 of 7000 have been processed\n",
      "Tweets 649 of 7000 have been processed\n",
      "Tweets 650 of 7000 have been processed\n",
      "Tweets 651 of 7000 have been processed\n",
      "Tweets 652 of 7000 have been processed\n",
      "Tweets 653 of 7000 have been processed\n",
      "Tweets 654 of 7000 have been processed\n",
      "Tweets 655 of 7000 have been processed\n",
      "Tweets 656 of 7000 have been processed\n",
      "Tweets 657 of 7000 have been processed\n",
      "Tweets 658 of 7000 have been processed\n",
      "Tweets 659 of 7000 have been processed\n",
      "Tweets 660 of 7000 have been processed\n",
      "Tweets 661 of 7000 have been processed\n",
      "Tweets 662 of 7000 have been processed\n",
      "Tweets 663 of 7000 have been processed\n",
      "Tweets 664 of 7000 have been processed\n",
      "Tweets 665 of 7000 have been processed\n",
      "Tweets 666 of 7000 have been processed\n",
      "Tweets 667 of 7000 have been processed\n",
      "Tweets 668 of 7000 have been processed\n",
      "Tweets 669 of 7000 have been processed\n",
      "Tweets 670 of 7000 have been processed\n",
      "Tweets 671 of 7000 have been processed\n",
      "Tweets 672 of 7000 have been processed\n",
      "Tweets 673 of 7000 have been processed\n",
      "Tweets 674 of 7000 have been processed\n",
      "Tweets 675 of 7000 have been processed\n",
      "Tweets 676 of 7000 have been processed\n",
      "Tweets 677 of 7000 have been processed\n",
      "Tweets 678 of 7000 have been processed\n",
      "Tweets 679 of 7000 have been processed\n",
      "Tweets 680 of 7000 have been processed\n",
      "Tweets 681 of 7000 have been processed\n",
      "Tweets 682 of 7000 have been processed\n",
      "Tweets 683 of 7000 have been processed\n",
      "Tweets 684 of 7000 have been processed\n",
      "Tweets 685 of 7000 have been processed\n",
      "Tweets 686 of 7000 have been processed\n",
      "Tweets 687 of 7000 have been processed\n",
      "Tweets 688 of 7000 have been processed\n",
      "Tweets 689 of 7000 have been processed\n",
      "Tweets 690 of 7000 have been processed\n",
      "Tweets 691 of 7000 have been processed\n",
      "Tweets 692 of 7000 have been processed\n",
      "Tweets 693 of 7000 have been processed\n",
      "Tweets 694 of 7000 have been processed\n",
      "Tweets 695 of 7000 have been processed\n",
      "Tweets 696 of 7000 have been processed\n",
      "Tweets 697 of 7000 have been processed\n",
      "Tweets 698 of 7000 have been processed\n",
      "Tweets 699 of 7000 have been processed\n",
      "Tweets 700 of 7000 have been processed\n",
      "Tweets 701 of 7000 have been processed\n",
      "Tweets 702 of 7000 have been processed\n",
      "Tweets 703 of 7000 have been processed\n",
      "Tweets 704 of 7000 have been processed\n",
      "Tweets 705 of 7000 have been processed\n",
      "Tweets 706 of 7000 have been processed\n",
      "Tweets 707 of 7000 have been processed\n",
      "Tweets 708 of 7000 have been processed\n",
      "Tweets 709 of 7000 have been processed\n",
      "Tweets 710 of 7000 have been processed\n",
      "Tweets 711 of 7000 have been processed\n",
      "Tweets 712 of 7000 have been processed\n",
      "Tweets 713 of 7000 have been processed\n",
      "Tweets 714 of 7000 have been processed\n",
      "Tweets 715 of 7000 have been processed\n",
      "Tweets 716 of 7000 have been processed\n",
      "Tweets 717 of 7000 have been processed\n",
      "Tweets 718 of 7000 have been processed\n",
      "Tweets 719 of 7000 have been processed\n",
      "Tweets 720 of 7000 have been processed\n",
      "Tweets 721 of 7000 have been processed\n",
      "Tweets 722 of 7000 have been processed\n",
      "Tweets 723 of 7000 have been processed\n",
      "Tweets 724 of 7000 have been processed\n",
      "Tweets 725 of 7000 have been processed\n",
      "Tweets 726 of 7000 have been processed\n",
      "Tweets 727 of 7000 have been processed\n",
      "Tweets 728 of 7000 have been processed\n",
      "Tweets 729 of 7000 have been processed\n",
      "Tweets 730 of 7000 have been processed\n",
      "Tweets 731 of 7000 have been processed\n",
      "Tweets 732 of 7000 have been processed\n",
      "Tweets 733 of 7000 have been processed\n",
      "Tweets 734 of 7000 have been processed\n",
      "Tweets 735 of 7000 have been processed\n",
      "Tweets 736 of 7000 have been processed\n",
      "Tweets 737 of 7000 have been processed\n",
      "Tweets 738 of 7000 have been processed\n",
      "Tweets 739 of 7000 have been processed\n",
      "Tweets 740 of 7000 have been processed\n",
      "Tweets 741 of 7000 have been processed\n",
      "Tweets 742 of 7000 have been processed\n",
      "Tweets 743 of 7000 have been processed\n",
      "Tweets 744 of 7000 have been processed\n",
      "Tweets 745 of 7000 have been processed\n",
      "Tweets 746 of 7000 have been processed\n",
      "Tweets 747 of 7000 have been processed\n",
      "Tweets 748 of 7000 have been processed\n",
      "Tweets 749 of 7000 have been processed\n",
      "Tweets 750 of 7000 have been processed\n",
      "Tweets 751 of 7000 have been processed\n",
      "Tweets 752 of 7000 have been processed\n",
      "Tweets 753 of 7000 have been processed\n",
      "Tweets 754 of 7000 have been processed\n",
      "Tweets 755 of 7000 have been processed\n",
      "Tweets 756 of 7000 have been processed\n",
      "Tweets 757 of 7000 have been processed\n",
      "Tweets 758 of 7000 have been processed\n",
      "Tweets 759 of 7000 have been processed\n",
      "Tweets 760 of 7000 have been processed\n",
      "Tweets 761 of 7000 have been processed\n",
      "Tweets 762 of 7000 have been processed\n",
      "Tweets 763 of 7000 have been processed\n",
      "Tweets 764 of 7000 have been processed\n",
      "Tweets 765 of 7000 have been processed\n",
      "Tweets 766 of 7000 have been processed\n",
      "Tweets 767 of 7000 have been processed\n",
      "Tweets 768 of 7000 have been processed\n",
      "Tweets 769 of 7000 have been processed\n",
      "Tweets 770 of 7000 have been processed\n",
      "Tweets 771 of 7000 have been processed\n",
      "Tweets 772 of 7000 have been processed\n",
      "Tweets 773 of 7000 have been processed\n",
      "Tweets 774 of 7000 have been processed\n",
      "Tweets 775 of 7000 have been processed\n",
      "Tweets 776 of 7000 have been processed\n",
      "Tweets 777 of 7000 have been processed\n",
      "Tweets 778 of 7000 have been processed\n",
      "Tweets 779 of 7000 have been processed\n",
      "Tweets 780 of 7000 have been processed\n",
      "Tweets 781 of 7000 have been processed\n",
      "Tweets 782 of 7000 have been processed\n",
      "Tweets 783 of 7000 have been processed\n",
      "Tweets 784 of 7000 have been processed\n",
      "Tweets 785 of 7000 have been processed\n",
      "Tweets 786 of 7000 have been processed\n",
      "Tweets 787 of 7000 have been processed\n",
      "Tweets 788 of 7000 have been processed\n",
      "Tweets 789 of 7000 have been processed\n",
      "Tweets 790 of 7000 have been processed\n",
      "Tweets 791 of 7000 have been processed\n",
      "Tweets 792 of 7000 have been processed\n",
      "Tweets 793 of 7000 have been processed\n",
      "Tweets 794 of 7000 have been processed\n",
      "Tweets 795 of 7000 have been processed\n",
      "Tweets 796 of 7000 have been processed\n",
      "Tweets 797 of 7000 have been processed\n",
      "Tweets 798 of 7000 have been processed\n",
      "Tweets 799 of 7000 have been processed\n",
      "Tweets 800 of 7000 have been processed\n",
      "Tweets 801 of 7000 have been processed\n",
      "Tweets 802 of 7000 have been processed\n",
      "Tweets 803 of 7000 have been processed\n",
      "Tweets 804 of 7000 have been processed\n",
      "Tweets 805 of 7000 have been processed\n",
      "Tweets 806 of 7000 have been processed\n",
      "Tweets 807 of 7000 have been processed\n",
      "Tweets 808 of 7000 have been processed\n",
      "Tweets 809 of 7000 have been processed\n",
      "Tweets 810 of 7000 have been processed\n",
      "Tweets 811 of 7000 have been processed\n",
      "Tweets 812 of 7000 have been processed\n",
      "Tweets 813 of 7000 have been processed\n",
      "Tweets 814 of 7000 have been processed\n",
      "Tweets 815 of 7000 have been processed\n",
      "Tweets 816 of 7000 have been processed\n",
      "Tweets 817 of 7000 have been processed\n",
      "Tweets 818 of 7000 have been processed\n",
      "Tweets 819 of 7000 have been processed\n",
      "Tweets 820 of 7000 have been processed\n",
      "Tweets 821 of 7000 have been processed\n",
      "Tweets 822 of 7000 have been processed\n",
      "Tweets 823 of 7000 have been processed\n",
      "Tweets 824 of 7000 have been processed\n",
      "Tweets 825 of 7000 have been processed\n",
      "Tweets 826 of 7000 have been processed\n",
      "Tweets 827 of 7000 have been processed\n",
      "Tweets 828 of 7000 have been processed\n",
      "Tweets 829 of 7000 have been processed\n",
      "Tweets 830 of 7000 have been processed\n",
      "Tweets 831 of 7000 have been processed\n",
      "Tweets 832 of 7000 have been processed\n",
      "Tweets 833 of 7000 have been processed\n",
      "Tweets 834 of 7000 have been processed\n",
      "Tweets 835 of 7000 have been processed\n",
      "Tweets 836 of 7000 have been processed\n",
      "Tweets 837 of 7000 have been processed\n",
      "Tweets 838 of 7000 have been processed\n",
      "Tweets 839 of 7000 have been processed\n",
      "Tweets 840 of 7000 have been processed\n",
      "Tweets 841 of 7000 have been processed\n",
      "Tweets 842 of 7000 have been processed\n",
      "Tweets 843 of 7000 have been processed\n",
      "Tweets 844 of 7000 have been processed\n",
      "Tweets 845 of 7000 have been processed\n",
      "Tweets 846 of 7000 have been processed\n",
      "Tweets 847 of 7000 have been processed\n",
      "Tweets 848 of 7000 have been processed\n",
      "Tweets 849 of 7000 have been processed\n",
      "Tweets 850 of 7000 have been processed\n",
      "Tweets 851 of 7000 have been processed\n",
      "Tweets 852 of 7000 have been processed\n",
      "Tweets 853 of 7000 have been processed\n",
      "Tweets 854 of 7000 have been processed\n",
      "Tweets 855 of 7000 have been processed\n",
      "Tweets 856 of 7000 have been processed\n",
      "Tweets 857 of 7000 have been processed\n",
      "Tweets 858 of 7000 have been processed\n",
      "Tweets 859 of 7000 have been processed\n",
      "Tweets 860 of 7000 have been processed\n",
      "Tweets 861 of 7000 have been processed\n",
      "Tweets 862 of 7000 have been processed\n",
      "Tweets 863 of 7000 have been processed\n",
      "Tweets 864 of 7000 have been processed\n",
      "Tweets 865 of 7000 have been processed\n",
      "Tweets 866 of 7000 have been processed\n",
      "Tweets 867 of 7000 have been processed\n",
      "Tweets 868 of 7000 have been processed\n",
      "Tweets 869 of 7000 have been processed\n",
      "Tweets 870 of 7000 have been processed\n",
      "Tweets 871 of 7000 have been processed\n",
      "Tweets 872 of 7000 have been processed\n",
      "Tweets 873 of 7000 have been processed\n",
      "Tweets 874 of 7000 have been processed\n",
      "Tweets 875 of 7000 have been processed\n",
      "Tweets 876 of 7000 have been processed\n",
      "Tweets 877 of 7000 have been processed\n",
      "Tweets 878 of 7000 have been processed\n",
      "Tweets 879 of 7000 have been processed\n",
      "Tweets 880 of 7000 have been processed\n",
      "Tweets 881 of 7000 have been processed\n",
      "Tweets 882 of 7000 have been processed\n",
      "Tweets 883 of 7000 have been processed\n",
      "Tweets 884 of 7000 have been processed\n",
      "Tweets 885 of 7000 have been processed\n",
      "Tweets 886 of 7000 have been processed\n",
      "Tweets 887 of 7000 have been processed\n",
      "Tweets 888 of 7000 have been processed\n",
      "Tweets 889 of 7000 have been processed\n",
      "Tweets 890 of 7000 have been processed\n",
      "Tweets 891 of 7000 have been processed\n",
      "Tweets 892 of 7000 have been processed\n",
      "Tweets 893 of 7000 have been processed\n",
      "Tweets 894 of 7000 have been processed\n",
      "Tweets 895 of 7000 have been processed\n",
      "Tweets 896 of 7000 have been processed\n",
      "Tweets 897 of 7000 have been processed\n",
      "Tweets 898 of 7000 have been processed\n",
      "Tweets 899 of 7000 have been processed\n",
      "Tweets 900 of 7000 have been processed\n",
      "Tweets 901 of 7000 have been processed\n",
      "Tweets 902 of 7000 have been processed\n",
      "Tweets 903 of 7000 have been processed\n",
      "Tweets 904 of 7000 have been processed\n",
      "Tweets 905 of 7000 have been processed\n",
      "Tweets 906 of 7000 have been processed\n",
      "Tweets 907 of 7000 have been processed\n",
      "Tweets 908 of 7000 have been processed\n",
      "Tweets 909 of 7000 have been processed\n",
      "Tweets 910 of 7000 have been processed\n",
      "Tweets 911 of 7000 have been processed\n",
      "Tweets 912 of 7000 have been processed\n",
      "Tweets 913 of 7000 have been processed\n",
      "Tweets 914 of 7000 have been processed\n",
      "Tweets 915 of 7000 have been processed\n",
      "Tweets 916 of 7000 have been processed\n",
      "Tweets 917 of 7000 have been processed\n",
      "Tweets 918 of 7000 have been processed\n",
      "Tweets 919 of 7000 have been processed\n",
      "Tweets 920 of 7000 have been processed\n",
      "Tweets 921 of 7000 have been processed\n",
      "Tweets 922 of 7000 have been processed\n",
      "Tweets 923 of 7000 have been processed\n",
      "Tweets 924 of 7000 have been processed\n",
      "Tweets 925 of 7000 have been processed\n",
      "Tweets 926 of 7000 have been processed\n",
      "Tweets 927 of 7000 have been processed\n",
      "Tweets 928 of 7000 have been processed\n",
      "Tweets 929 of 7000 have been processed\n",
      "Tweets 930 of 7000 have been processed\n",
      "Tweets 931 of 7000 have been processed\n",
      "Tweets 932 of 7000 have been processed\n",
      "Tweets 933 of 7000 have been processed\n",
      "Tweets 934 of 7000 have been processed\n",
      "Tweets 935 of 7000 have been processed\n",
      "Tweets 936 of 7000 have been processed\n",
      "Tweets 937 of 7000 have been processed\n",
      "Tweets 938 of 7000 have been processed\n",
      "Tweets 939 of 7000 have been processed\n",
      "Tweets 940 of 7000 have been processed\n",
      "Tweets 941 of 7000 have been processed\n",
      "Tweets 942 of 7000 have been processed\n",
      "Tweets 943 of 7000 have been processed\n",
      "Tweets 944 of 7000 have been processed\n",
      "Tweets 945 of 7000 have been processed\n",
      "Tweets 946 of 7000 have been processed\n",
      "Tweets 947 of 7000 have been processed\n",
      "Tweets 948 of 7000 have been processed\n",
      "Tweets 949 of 7000 have been processed\n",
      "Tweets 950 of 7000 have been processed\n",
      "Tweets 951 of 7000 have been processed\n",
      "Tweets 952 of 7000 have been processed\n",
      "Tweets 953 of 7000 have been processed\n",
      "Tweets 954 of 7000 have been processed\n",
      "Tweets 955 of 7000 have been processed\n",
      "Tweets 956 of 7000 have been processed\n",
      "Tweets 957 of 7000 have been processed\n",
      "Tweets 958 of 7000 have been processed\n",
      "Tweets 959 of 7000 have been processed\n",
      "Tweets 960 of 7000 have been processed\n",
      "Tweets 961 of 7000 have been processed\n",
      "Tweets 962 of 7000 have been processed\n",
      "Tweets 963 of 7000 have been processed\n",
      "Tweets 964 of 7000 have been processed\n",
      "Tweets 965 of 7000 have been processed\n",
      "Tweets 966 of 7000 have been processed\n",
      "Tweets 967 of 7000 have been processed\n",
      "Tweets 968 of 7000 have been processed\n",
      "Tweets 969 of 7000 have been processed\n",
      "Tweets 970 of 7000 have been processed\n",
      "Tweets 971 of 7000 have been processed\n",
      "Tweets 972 of 7000 have been processed\n",
      "Tweets 973 of 7000 have been processed\n",
      "Tweets 974 of 7000 have been processed\n",
      "Tweets 975 of 7000 have been processed\n",
      "Tweets 976 of 7000 have been processed\n",
      "Tweets 977 of 7000 have been processed\n",
      "Tweets 978 of 7000 have been processed\n",
      "Tweets 979 of 7000 have been processed\n",
      "Tweets 980 of 7000 have been processed\n",
      "Tweets 981 of 7000 have been processed\n",
      "Tweets 982 of 7000 have been processed\n",
      "Tweets 983 of 7000 have been processed\n",
      "Tweets 984 of 7000 have been processed\n",
      "Tweets 985 of 7000 have been processed\n",
      "Tweets 986 of 7000 have been processed\n",
      "Tweets 987 of 7000 have been processed\n",
      "Tweets 988 of 7000 have been processed\n",
      "Tweets 989 of 7000 have been processed\n",
      "Tweets 990 of 7000 have been processed\n",
      "Tweets 991 of 7000 have been processed\n",
      "Tweets 992 of 7000 have been processed\n",
      "Tweets 993 of 7000 have been processed\n",
      "Tweets 994 of 7000 have been processed\n",
      "Tweets 995 of 7000 have been processed\n",
      "Tweets 996 of 7000 have been processed\n",
      "Tweets 997 of 7000 have been processed\n",
      "Tweets 998 of 7000 have been processed\n",
      "Tweets 999 of 7000 have been processed\n",
      "Tweets 1000 of 7000 have been processed\n",
      "Tweets 1001 of 7000 have been processed\n",
      "Tweets 1002 of 7000 have been processed\n",
      "Tweets 1003 of 7000 have been processed\n",
      "Tweets 1004 of 7000 have been processed\n",
      "Tweets 1005 of 7000 have been processed\n",
      "Tweets 1006 of 7000 have been processed\n",
      "Tweets 1007 of 7000 have been processed\n",
      "Tweets 1008 of 7000 have been processed\n",
      "Tweets 1009 of 7000 have been processed\n",
      "Tweets 1010 of 7000 have been processed\n",
      "Tweets 1011 of 7000 have been processed\n",
      "Tweets 1012 of 7000 have been processed\n",
      "Tweets 1013 of 7000 have been processed\n",
      "Tweets 1014 of 7000 have been processed\n",
      "Tweets 1015 of 7000 have been processed\n",
      "Tweets 1016 of 7000 have been processed\n",
      "Tweets 1017 of 7000 have been processed\n",
      "Tweets 1018 of 7000 have been processed\n",
      "Tweets 1019 of 7000 have been processed\n",
      "Tweets 1020 of 7000 have been processed\n",
      "Tweets 1021 of 7000 have been processed\n",
      "Tweets 1022 of 7000 have been processed\n",
      "Tweets 1023 of 7000 have been processed\n",
      "Tweets 1024 of 7000 have been processed\n",
      "Tweets 1025 of 7000 have been processed\n",
      "Tweets 1026 of 7000 have been processed\n",
      "Tweets 1027 of 7000 have been processed\n",
      "Tweets 1028 of 7000 have been processed\n",
      "Tweets 1029 of 7000 have been processed\n",
      "Tweets 1030 of 7000 have been processed\n",
      "Tweets 1031 of 7000 have been processed\n",
      "Tweets 1032 of 7000 have been processed\n",
      "Tweets 1033 of 7000 have been processed\n",
      "Tweets 1034 of 7000 have been processed\n",
      "Tweets 1035 of 7000 have been processed\n",
      "Tweets 1036 of 7000 have been processed\n",
      "Tweets 1037 of 7000 have been processed\n",
      "Tweets 1038 of 7000 have been processed\n",
      "Tweets 1039 of 7000 have been processed\n",
      "Tweets 1040 of 7000 have been processed\n",
      "Tweets 1041 of 7000 have been processed\n",
      "Tweets 1042 of 7000 have been processed\n",
      "Tweets 1043 of 7000 have been processed\n",
      "Tweets 1044 of 7000 have been processed\n",
      "Tweets 1045 of 7000 have been processed\n",
      "Tweets 1046 of 7000 have been processed\n",
      "Tweets 1047 of 7000 have been processed\n",
      "Tweets 1048 of 7000 have been processed\n",
      "Tweets 1049 of 7000 have been processed\n",
      "Tweets 1050 of 7000 have been processed\n",
      "Tweets 1051 of 7000 have been processed\n",
      "Tweets 1052 of 7000 have been processed\n",
      "Tweets 1053 of 7000 have been processed\n",
      "Tweets 1054 of 7000 have been processed\n",
      "Tweets 1055 of 7000 have been processed\n",
      "Tweets 1056 of 7000 have been processed\n",
      "Tweets 1057 of 7000 have been processed\n",
      "Tweets 1058 of 7000 have been processed\n",
      "Tweets 1059 of 7000 have been processed\n",
      "Tweets 1060 of 7000 have been processed\n",
      "Tweets 1061 of 7000 have been processed\n",
      "Tweets 1062 of 7000 have been processed\n",
      "Tweets 1063 of 7000 have been processed\n",
      "Tweets 1064 of 7000 have been processed\n",
      "Tweets 1065 of 7000 have been processed\n",
      "Tweets 1066 of 7000 have been processed\n",
      "Tweets 1067 of 7000 have been processed\n",
      "Tweets 1068 of 7000 have been processed\n",
      "Tweets 1069 of 7000 have been processed\n",
      "Tweets 1070 of 7000 have been processed\n",
      "Tweets 1071 of 7000 have been processed\n",
      "Tweets 1072 of 7000 have been processed\n",
      "Tweets 1073 of 7000 have been processed\n",
      "Tweets 1074 of 7000 have been processed\n",
      "Tweets 1075 of 7000 have been processed\n",
      "Tweets 1076 of 7000 have been processed\n",
      "Tweets 1077 of 7000 have been processed\n",
      "Tweets 1078 of 7000 have been processed\n",
      "Tweets 1079 of 7000 have been processed\n",
      "Tweets 1080 of 7000 have been processed\n",
      "Tweets 1081 of 7000 have been processed\n",
      "Tweets 1082 of 7000 have been processed\n",
      "Tweets 1083 of 7000 have been processed\n",
      "Tweets 1084 of 7000 have been processed\n",
      "Tweets 1085 of 7000 have been processed\n",
      "Tweets 1086 of 7000 have been processed\n",
      "Tweets 1087 of 7000 have been processed\n",
      "Tweets 1088 of 7000 have been processed\n",
      "Tweets 1089 of 7000 have been processed\n",
      "Tweets 1090 of 7000 have been processed\n",
      "Tweets 1091 of 7000 have been processed\n",
      "Tweets 1092 of 7000 have been processed\n",
      "Tweets 1093 of 7000 have been processed\n",
      "Tweets 1094 of 7000 have been processed\n",
      "Tweets 1095 of 7000 have been processed\n",
      "Tweets 1096 of 7000 have been processed\n",
      "Tweets 1097 of 7000 have been processed\n",
      "Tweets 1098 of 7000 have been processed\n",
      "Tweets 1099 of 7000 have been processed\n",
      "Tweets 1100 of 7000 have been processed\n",
      "Tweets 1101 of 7000 have been processed\n",
      "Tweets 1102 of 7000 have been processed\n",
      "Tweets 1103 of 7000 have been processed\n",
      "Tweets 1104 of 7000 have been processed\n",
      "Tweets 1105 of 7000 have been processed\n",
      "Tweets 1106 of 7000 have been processed\n",
      "Tweets 1107 of 7000 have been processed\n",
      "Tweets 1108 of 7000 have been processed\n",
      "Tweets 1109 of 7000 have been processed\n",
      "Tweets 1110 of 7000 have been processed\n",
      "Tweets 1111 of 7000 have been processed\n",
      "Tweets 1112 of 7000 have been processed\n",
      "Tweets 1113 of 7000 have been processed\n",
      "Tweets 1114 of 7000 have been processed\n",
      "Tweets 1115 of 7000 have been processed\n",
      "Tweets 1116 of 7000 have been processed\n",
      "Tweets 1117 of 7000 have been processed\n",
      "Tweets 1118 of 7000 have been processed\n",
      "Tweets 1119 of 7000 have been processed\n",
      "Tweets 1120 of 7000 have been processed\n",
      "Tweets 1121 of 7000 have been processed\n",
      "Tweets 1122 of 7000 have been processed\n",
      "Tweets 1123 of 7000 have been processed\n",
      "Tweets 1124 of 7000 have been processed\n",
      "Tweets 1125 of 7000 have been processed\n",
      "Tweets 1126 of 7000 have been processed\n",
      "Tweets 1127 of 7000 have been processed\n",
      "Tweets 1128 of 7000 have been processed\n",
      "Tweets 1129 of 7000 have been processed\n",
      "Tweets 1130 of 7000 have been processed\n",
      "Tweets 1131 of 7000 have been processed\n",
      "Tweets 1132 of 7000 have been processed\n",
      "Tweets 1133 of 7000 have been processed\n",
      "Tweets 1134 of 7000 have been processed\n",
      "Tweets 1135 of 7000 have been processed\n",
      "Tweets 1136 of 7000 have been processed\n",
      "Tweets 1137 of 7000 have been processed\n",
      "Tweets 1138 of 7000 have been processed\n",
      "Tweets 1139 of 7000 have been processed\n",
      "Tweets 1140 of 7000 have been processed\n",
      "Tweets 1141 of 7000 have been processed\n",
      "Tweets 1142 of 7000 have been processed\n",
      "Tweets 1143 of 7000 have been processed\n",
      "Tweets 1144 of 7000 have been processed\n",
      "Tweets 1145 of 7000 have been processed\n",
      "Tweets 1146 of 7000 have been processed\n",
      "Tweets 1147 of 7000 have been processed\n",
      "Tweets 1148 of 7000 have been processed\n",
      "Tweets 1149 of 7000 have been processed\n",
      "Tweets 1150 of 7000 have been processed\n",
      "Tweets 1151 of 7000 have been processed\n",
      "Tweets 1152 of 7000 have been processed\n",
      "Tweets 1153 of 7000 have been processed\n",
      "Tweets 1154 of 7000 have been processed\n",
      "Tweets 1155 of 7000 have been processed\n",
      "Tweets 1156 of 7000 have been processed\n",
      "Tweets 1157 of 7000 have been processed\n",
      "Tweets 1158 of 7000 have been processed\n",
      "Tweets 1159 of 7000 have been processed\n",
      "Tweets 1160 of 7000 have been processed\n",
      "Tweets 1161 of 7000 have been processed\n",
      "Tweets 1162 of 7000 have been processed\n",
      "Tweets 1163 of 7000 have been processed\n",
      "Tweets 1164 of 7000 have been processed\n",
      "Tweets 1165 of 7000 have been processed\n",
      "Tweets 1166 of 7000 have been processed\n",
      "Tweets 1167 of 7000 have been processed\n",
      "Tweets 1168 of 7000 have been processed\n",
      "Tweets 1169 of 7000 have been processed\n",
      "Tweets 1170 of 7000 have been processed\n",
      "Tweets 1171 of 7000 have been processed\n",
      "Tweets 1172 of 7000 have been processed\n",
      "Tweets 1173 of 7000 have been processed\n",
      "Tweets 1174 of 7000 have been processed\n",
      "Tweets 1175 of 7000 have been processed\n",
      "Tweets 1176 of 7000 have been processed\n",
      "Tweets 1177 of 7000 have been processed\n",
      "Tweets 1178 of 7000 have been processed\n",
      "Tweets 1179 of 7000 have been processed\n",
      "Tweets 1180 of 7000 have been processed\n",
      "Tweets 1181 of 7000 have been processed\n",
      "Tweets 1182 of 7000 have been processed\n",
      "Tweets 1183 of 7000 have been processed\n",
      "Tweets 1184 of 7000 have been processed\n",
      "Tweets 1185 of 7000 have been processed\n",
      "Tweets 1186 of 7000 have been processed\n",
      "Tweets 1187 of 7000 have been processed\n",
      "Tweets 1188 of 7000 have been processed\n",
      "Tweets 1189 of 7000 have been processed\n",
      "Tweets 1190 of 7000 have been processed\n",
      "Tweets 1191 of 7000 have been processed\n",
      "Tweets 1192 of 7000 have been processed\n",
      "Tweets 1193 of 7000 have been processed\n",
      "Tweets 1194 of 7000 have been processed\n",
      "Tweets 1195 of 7000 have been processed\n",
      "Tweets 1196 of 7000 have been processed\n",
      "Tweets 1197 of 7000 have been processed\n",
      "Tweets 1198 of 7000 have been processed\n",
      "Tweets 1199 of 7000 have been processed\n",
      "Tweets 1200 of 7000 have been processed\n",
      "Tweets 1201 of 7000 have been processed\n",
      "Tweets 1202 of 7000 have been processed\n",
      "Tweets 1203 of 7000 have been processed\n",
      "Tweets 1204 of 7000 have been processed\n",
      "Tweets 1205 of 7000 have been processed\n",
      "Tweets 1206 of 7000 have been processed\n",
      "Tweets 1207 of 7000 have been processed\n",
      "Tweets 1208 of 7000 have been processed\n",
      "Tweets 1209 of 7000 have been processed\n",
      "Tweets 1210 of 7000 have been processed\n",
      "Tweets 1211 of 7000 have been processed\n",
      "Tweets 1212 of 7000 have been processed\n",
      "Tweets 1213 of 7000 have been processed\n",
      "Tweets 1214 of 7000 have been processed\n",
      "Tweets 1215 of 7000 have been processed\n",
      "Tweets 1216 of 7000 have been processed\n",
      "Tweets 1217 of 7000 have been processed\n",
      "Tweets 1218 of 7000 have been processed\n",
      "Tweets 1219 of 7000 have been processed\n",
      "Tweets 1220 of 7000 have been processed\n",
      "Tweets 1221 of 7000 have been processed\n",
      "Tweets 1222 of 7000 have been processed\n",
      "Tweets 1223 of 7000 have been processed\n",
      "Tweets 1224 of 7000 have been processed\n",
      "Tweets 1225 of 7000 have been processed\n",
      "Tweets 1226 of 7000 have been processed\n",
      "Tweets 1227 of 7000 have been processed\n",
      "Tweets 1228 of 7000 have been processed\n",
      "Tweets 1229 of 7000 have been processed\n",
      "Tweets 1230 of 7000 have been processed\n",
      "Tweets 1231 of 7000 have been processed\n",
      "Tweets 1232 of 7000 have been processed\n",
      "Tweets 1233 of 7000 have been processed\n",
      "Tweets 1234 of 7000 have been processed\n",
      "Tweets 1235 of 7000 have been processed\n",
      "Tweets 1236 of 7000 have been processed\n",
      "Tweets 1237 of 7000 have been processed\n",
      "Tweets 1238 of 7000 have been processed\n",
      "Tweets 1239 of 7000 have been processed\n",
      "Tweets 1240 of 7000 have been processed\n",
      "Tweets 1241 of 7000 have been processed\n",
      "Tweets 1242 of 7000 have been processed\n",
      "Tweets 1243 of 7000 have been processed\n",
      "Tweets 1244 of 7000 have been processed\n",
      "Tweets 1245 of 7000 have been processed\n",
      "Tweets 1246 of 7000 have been processed\n",
      "Tweets 1247 of 7000 have been processed\n",
      "Tweets 1248 of 7000 have been processed\n",
      "Tweets 1249 of 7000 have been processed\n",
      "Tweets 1250 of 7000 have been processed\n",
      "Tweets 1251 of 7000 have been processed\n",
      "Tweets 1252 of 7000 have been processed\n",
      "Tweets 1253 of 7000 have been processed\n",
      "Tweets 1254 of 7000 have been processed\n",
      "Tweets 1255 of 7000 have been processed\n",
      "Tweets 1256 of 7000 have been processed\n",
      "Tweets 1257 of 7000 have been processed\n",
      "Tweets 1258 of 7000 have been processed\n",
      "Tweets 1259 of 7000 have been processed\n",
      "Tweets 1260 of 7000 have been processed\n",
      "Tweets 1261 of 7000 have been processed\n",
      "Tweets 1262 of 7000 have been processed\n",
      "Tweets 1263 of 7000 have been processed\n",
      "Tweets 1264 of 7000 have been processed\n",
      "Tweets 1265 of 7000 have been processed\n",
      "Tweets 1266 of 7000 have been processed\n",
      "Tweets 1267 of 7000 have been processed\n",
      "Tweets 1268 of 7000 have been processed\n",
      "Tweets 1269 of 7000 have been processed\n",
      "Tweets 1270 of 7000 have been processed\n",
      "Tweets 1271 of 7000 have been processed\n",
      "Tweets 1272 of 7000 have been processed\n",
      "Tweets 1273 of 7000 have been processed\n",
      "Tweets 1274 of 7000 have been processed\n",
      "Tweets 1275 of 7000 have been processed\n",
      "Tweets 1276 of 7000 have been processed\n",
      "Tweets 1277 of 7000 have been processed\n",
      "Tweets 1278 of 7000 have been processed\n",
      "Tweets 1279 of 7000 have been processed\n",
      "Tweets 1280 of 7000 have been processed\n",
      "Tweets 1281 of 7000 have been processed\n",
      "Tweets 1282 of 7000 have been processed\n",
      "Tweets 1283 of 7000 have been processed\n",
      "Tweets 1284 of 7000 have been processed\n",
      "Tweets 1285 of 7000 have been processed\n",
      "Tweets 1286 of 7000 have been processed\n",
      "Tweets 1287 of 7000 have been processed\n",
      "Tweets 1288 of 7000 have been processed\n",
      "Tweets 1289 of 7000 have been processed\n",
      "Tweets 1290 of 7000 have been processed\n",
      "Tweets 1291 of 7000 have been processed\n",
      "Tweets 1292 of 7000 have been processed\n",
      "Tweets 1293 of 7000 have been processed\n",
      "Tweets 1294 of 7000 have been processed\n",
      "Tweets 1295 of 7000 have been processed\n",
      "Tweets 1296 of 7000 have been processed\n",
      "Tweets 1297 of 7000 have been processed\n",
      "Tweets 1298 of 7000 have been processed\n",
      "Tweets 1299 of 7000 have been processed\n",
      "Tweets 1300 of 7000 have been processed\n",
      "Tweets 1301 of 7000 have been processed\n",
      "Tweets 1302 of 7000 have been processed\n",
      "Tweets 1303 of 7000 have been processed\n",
      "Tweets 1304 of 7000 have been processed\n",
      "Tweets 1305 of 7000 have been processed\n",
      "Tweets 1306 of 7000 have been processed\n",
      "Tweets 1307 of 7000 have been processed\n",
      "Tweets 1308 of 7000 have been processed\n",
      "Tweets 1309 of 7000 have been processed\n",
      "Tweets 1310 of 7000 have been processed\n",
      "Tweets 1311 of 7000 have been processed\n",
      "Tweets 1312 of 7000 have been processed\n",
      "Tweets 1313 of 7000 have been processed\n",
      "Tweets 1314 of 7000 have been processed\n",
      "Tweets 1315 of 7000 have been processed\n",
      "Tweets 1316 of 7000 have been processed\n",
      "Tweets 1317 of 7000 have been processed\n",
      "Tweets 1318 of 7000 have been processed\n",
      "Tweets 1319 of 7000 have been processed\n",
      "Tweets 1320 of 7000 have been processed\n",
      "Tweets 1321 of 7000 have been processed\n",
      "Tweets 1322 of 7000 have been processed\n",
      "Tweets 1323 of 7000 have been processed\n",
      "Tweets 1324 of 7000 have been processed\n",
      "Tweets 1325 of 7000 have been processed\n",
      "Tweets 1326 of 7000 have been processed\n",
      "Tweets 1327 of 7000 have been processed\n",
      "Tweets 1328 of 7000 have been processed\n",
      "Tweets 1329 of 7000 have been processed\n",
      "Tweets 1330 of 7000 have been processed\n",
      "Tweets 1331 of 7000 have been processed\n",
      "Tweets 1332 of 7000 have been processed\n",
      "Tweets 1333 of 7000 have been processed\n",
      "Tweets 1334 of 7000 have been processed\n",
      "Tweets 1335 of 7000 have been processed\n",
      "Tweets 1336 of 7000 have been processed\n",
      "Tweets 1337 of 7000 have been processed\n",
      "Tweets 1338 of 7000 have been processed\n",
      "Tweets 1339 of 7000 have been processed\n",
      "Tweets 1340 of 7000 have been processed\n",
      "Tweets 1341 of 7000 have been processed\n",
      "Tweets 1342 of 7000 have been processed\n",
      "Tweets 1343 of 7000 have been processed\n",
      "Tweets 1344 of 7000 have been processed\n",
      "Tweets 1345 of 7000 have been processed\n",
      "Tweets 1346 of 7000 have been processed\n",
      "Tweets 1347 of 7000 have been processed\n",
      "Tweets 1348 of 7000 have been processed\n",
      "Tweets 1349 of 7000 have been processed\n",
      "Tweets 1350 of 7000 have been processed\n",
      "Tweets 1351 of 7000 have been processed\n",
      "Tweets 1352 of 7000 have been processed\n",
      "Tweets 1353 of 7000 have been processed\n",
      "Tweets 1354 of 7000 have been processed\n",
      "Tweets 1355 of 7000 have been processed\n",
      "Tweets 1356 of 7000 have been processed\n",
      "Tweets 1357 of 7000 have been processed\n",
      "Tweets 1358 of 7000 have been processed\n",
      "Tweets 1359 of 7000 have been processed\n",
      "Tweets 1360 of 7000 have been processed\n",
      "Tweets 1361 of 7000 have been processed\n",
      "Tweets 1362 of 7000 have been processed\n",
      "Tweets 1363 of 7000 have been processed\n",
      "Tweets 1364 of 7000 have been processed\n",
      "Tweets 1365 of 7000 have been processed\n",
      "Tweets 1366 of 7000 have been processed\n",
      "Tweets 1367 of 7000 have been processed\n",
      "Tweets 1368 of 7000 have been processed\n",
      "Tweets 1369 of 7000 have been processed\n",
      "Tweets 1370 of 7000 have been processed\n",
      "Tweets 1371 of 7000 have been processed\n",
      "Tweets 1372 of 7000 have been processed\n",
      "Tweets 1373 of 7000 have been processed\n",
      "Tweets 1374 of 7000 have been processed\n",
      "Tweets 1375 of 7000 have been processed\n",
      "Tweets 1376 of 7000 have been processed\n",
      "Tweets 1377 of 7000 have been processed\n",
      "Tweets 1378 of 7000 have been processed\n",
      "Tweets 1379 of 7000 have been processed\n",
      "Tweets 1380 of 7000 have been processed\n",
      "Tweets 1381 of 7000 have been processed\n",
      "Tweets 1382 of 7000 have been processed\n",
      "Tweets 1383 of 7000 have been processed\n",
      "Tweets 1384 of 7000 have been processed\n",
      "Tweets 1385 of 7000 have been processed\n",
      "Tweets 1386 of 7000 have been processed\n",
      "Tweets 1387 of 7000 have been processed\n",
      "Tweets 1388 of 7000 have been processed\n",
      "Tweets 1389 of 7000 have been processed\n",
      "Tweets 1390 of 7000 have been processed\n",
      "Tweets 1391 of 7000 have been processed\n",
      "Tweets 1392 of 7000 have been processed\n",
      "Tweets 1393 of 7000 have been processed\n",
      "Tweets 1394 of 7000 have been processed\n",
      "Tweets 1395 of 7000 have been processed\n",
      "Tweets 1396 of 7000 have been processed\n",
      "Tweets 1397 of 7000 have been processed\n",
      "Tweets 1398 of 7000 have been processed\n",
      "Tweets 1399 of 7000 have been processed\n",
      "Tweets 1400 of 7000 have been processed\n",
      "Tweets 1401 of 7000 have been processed\n",
      "Tweets 1402 of 7000 have been processed\n",
      "Tweets 1403 of 7000 have been processed\n",
      "Tweets 1404 of 7000 have been processed\n",
      "Tweets 1405 of 7000 have been processed\n",
      "Tweets 1406 of 7000 have been processed\n",
      "Tweets 1407 of 7000 have been processed\n",
      "Tweets 1408 of 7000 have been processed\n",
      "Tweets 1409 of 7000 have been processed\n",
      "Tweets 1410 of 7000 have been processed\n",
      "Tweets 1411 of 7000 have been processed\n",
      "Tweets 1412 of 7000 have been processed\n",
      "Tweets 1413 of 7000 have been processed\n",
      "Tweets 1414 of 7000 have been processed\n",
      "Tweets 1415 of 7000 have been processed\n",
      "Tweets 1416 of 7000 have been processed\n",
      "Tweets 1417 of 7000 have been processed\n",
      "Tweets 1418 of 7000 have been processed\n",
      "Tweets 1419 of 7000 have been processed\n",
      "Tweets 1420 of 7000 have been processed\n",
      "Tweets 1421 of 7000 have been processed\n",
      "Tweets 1422 of 7000 have been processed\n",
      "Tweets 1423 of 7000 have been processed\n",
      "Tweets 1424 of 7000 have been processed\n",
      "Tweets 1425 of 7000 have been processed\n",
      "Tweets 1426 of 7000 have been processed\n",
      "Tweets 1427 of 7000 have been processed\n",
      "Tweets 1428 of 7000 have been processed\n",
      "Tweets 1429 of 7000 have been processed\n",
      "Tweets 1430 of 7000 have been processed\n",
      "Tweets 1431 of 7000 have been processed\n",
      "Tweets 1432 of 7000 have been processed\n",
      "Tweets 1433 of 7000 have been processed\n",
      "Tweets 1434 of 7000 have been processed\n",
      "Tweets 1435 of 7000 have been processed\n",
      "Tweets 1436 of 7000 have been processed\n",
      "Tweets 1437 of 7000 have been processed\n",
      "Tweets 1438 of 7000 have been processed\n",
      "Tweets 1439 of 7000 have been processed\n",
      "Tweets 1440 of 7000 have been processed\n",
      "Tweets 1441 of 7000 have been processed\n",
      "Tweets 1442 of 7000 have been processed\n",
      "Tweets 1443 of 7000 have been processed\n",
      "Tweets 1444 of 7000 have been processed\n",
      "Tweets 1445 of 7000 have been processed\n",
      "Tweets 1446 of 7000 have been processed\n",
      "Tweets 1447 of 7000 have been processed\n",
      "Tweets 1448 of 7000 have been processed\n",
      "Tweets 1449 of 7000 have been processed\n",
      "Tweets 1450 of 7000 have been processed\n",
      "Tweets 1451 of 7000 have been processed\n",
      "Tweets 1452 of 7000 have been processed\n",
      "Tweets 1453 of 7000 have been processed\n",
      "Tweets 1454 of 7000 have been processed\n",
      "Tweets 1455 of 7000 have been processed\n",
      "Tweets 1456 of 7000 have been processed\n",
      "Tweets 1457 of 7000 have been processed\n",
      "Tweets 1458 of 7000 have been processed\n",
      "Tweets 1459 of 7000 have been processed\n",
      "Tweets 1460 of 7000 have been processed\n",
      "Tweets 1461 of 7000 have been processed\n",
      "Tweets 1462 of 7000 have been processed\n",
      "Tweets 1463 of 7000 have been processed\n",
      "Tweets 1464 of 7000 have been processed\n",
      "Tweets 1465 of 7000 have been processed\n",
      "Tweets 1466 of 7000 have been processed\n",
      "Tweets 1467 of 7000 have been processed\n",
      "Tweets 1468 of 7000 have been processed\n",
      "Tweets 1469 of 7000 have been processed\n",
      "Tweets 1470 of 7000 have been processed\n",
      "Tweets 1471 of 7000 have been processed\n",
      "Tweets 1472 of 7000 have been processed\n",
      "Tweets 1473 of 7000 have been processed\n",
      "Tweets 1474 of 7000 have been processed\n",
      "Tweets 1475 of 7000 have been processed\n",
      "Tweets 1476 of 7000 have been processed\n",
      "Tweets 1477 of 7000 have been processed\n",
      "Tweets 1478 of 7000 have been processed\n",
      "Tweets 1479 of 7000 have been processed\n",
      "Tweets 1480 of 7000 have been processed\n",
      "Tweets 1481 of 7000 have been processed\n",
      "Tweets 1482 of 7000 have been processed\n",
      "Tweets 1483 of 7000 have been processed\n",
      "Tweets 1484 of 7000 have been processed\n",
      "Tweets 1485 of 7000 have been processed\n",
      "Tweets 1486 of 7000 have been processed\n",
      "Tweets 1487 of 7000 have been processed\n",
      "Tweets 1488 of 7000 have been processed\n",
      "Tweets 1489 of 7000 have been processed\n",
      "Tweets 1490 of 7000 have been processed\n",
      "Tweets 1491 of 7000 have been processed\n",
      "Tweets 1492 of 7000 have been processed\n",
      "Tweets 1493 of 7000 have been processed\n",
      "Tweets 1494 of 7000 have been processed\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tweets 1495 of 7000 have been processed\n",
      "Tweets 1496 of 7000 have been processed\n",
      "Tweets 1497 of 7000 have been processed\n",
      "Tweets 1498 of 7000 have been processed\n",
      "Tweets 1499 of 7000 have been processed\n",
      "Tweets 1500 of 7000 have been processed\n",
      "Tweets 1501 of 7000 have been processed\n",
      "Tweets 1502 of 7000 have been processed\n",
      "Tweets 1503 of 7000 have been processed\n",
      "Tweets 1504 of 7000 have been processed\n",
      "Tweets 1505 of 7000 have been processed\n",
      "Tweets 1506 of 7000 have been processed\n",
      "Tweets 1507 of 7000 have been processed\n",
      "Tweets 1508 of 7000 have been processed\n",
      "Tweets 1509 of 7000 have been processed\n",
      "Tweets 1510 of 7000 have been processed\n",
      "Tweets 1511 of 7000 have been processed\n",
      "Tweets 1512 of 7000 have been processed\n",
      "Tweets 1513 of 7000 have been processed\n",
      "Tweets 1514 of 7000 have been processed\n",
      "Tweets 1515 of 7000 have been processed\n",
      "Tweets 1516 of 7000 have been processed\n",
      "Tweets 1517 of 7000 have been processed\n",
      "Tweets 1518 of 7000 have been processed\n",
      "Tweets 1519 of 7000 have been processed\n",
      "Tweets 1520 of 7000 have been processed\n",
      "Tweets 1521 of 7000 have been processed\n",
      "Tweets 1522 of 7000 have been processed\n",
      "Tweets 1523 of 7000 have been processed\n",
      "Tweets 1524 of 7000 have been processed\n",
      "Tweets 1525 of 7000 have been processed\n",
      "Tweets 1526 of 7000 have been processed\n",
      "Tweets 1527 of 7000 have been processed\n",
      "Tweets 1528 of 7000 have been processed\n",
      "Tweets 1529 of 7000 have been processed\n",
      "Tweets 1530 of 7000 have been processed\n",
      "Tweets 1531 of 7000 have been processed\n",
      "Tweets 1532 of 7000 have been processed\n",
      "Tweets 1533 of 7000 have been processed\n",
      "Tweets 1534 of 7000 have been processed\n",
      "Tweets 1535 of 7000 have been processed\n",
      "Tweets 1536 of 7000 have been processed\n",
      "Tweets 1537 of 7000 have been processed\n",
      "Tweets 1538 of 7000 have been processed\n",
      "Tweets 1539 of 7000 have been processed\n",
      "Tweets 1540 of 7000 have been processed\n",
      "Tweets 1541 of 7000 have been processed\n",
      "Tweets 1542 of 7000 have been processed\n",
      "Tweets 1543 of 7000 have been processed\n",
      "Tweets 1544 of 7000 have been processed\n",
      "Tweets 1545 of 7000 have been processed\n",
      "Tweets 1546 of 7000 have been processed\n",
      "Tweets 1547 of 7000 have been processed\n",
      "Tweets 1548 of 7000 have been processed\n",
      "Tweets 1549 of 7000 have been processed\n",
      "Tweets 1550 of 7000 have been processed\n",
      "Tweets 1551 of 7000 have been processed\n",
      "Tweets 1552 of 7000 have been processed\n",
      "Tweets 1553 of 7000 have been processed\n",
      "Tweets 1554 of 7000 have been processed\n",
      "Tweets 1555 of 7000 have been processed\n",
      "Tweets 1556 of 7000 have been processed\n",
      "Tweets 1557 of 7000 have been processed\n",
      "Tweets 1558 of 7000 have been processed\n",
      "Tweets 1559 of 7000 have been processed\n",
      "Tweets 1560 of 7000 have been processed\n",
      "Tweets 1561 of 7000 have been processed\n",
      "Tweets 1562 of 7000 have been processed\n",
      "Tweets 1563 of 7000 have been processed\n",
      "Tweets 1564 of 7000 have been processed\n",
      "Tweets 1565 of 7000 have been processed\n",
      "Tweets 1566 of 7000 have been processed\n",
      "Tweets 1567 of 7000 have been processed\n",
      "Tweets 1568 of 7000 have been processed\n",
      "Tweets 1569 of 7000 have been processed\n",
      "Tweets 1570 of 7000 have been processed\n",
      "Tweets 1571 of 7000 have been processed\n",
      "Tweets 1572 of 7000 have been processed\n",
      "Tweets 1573 of 7000 have been processed\n",
      "Tweets 1574 of 7000 have been processed\n",
      "Tweets 1575 of 7000 have been processed\n",
      "Tweets 1576 of 7000 have been processed\n",
      "Tweets 1577 of 7000 have been processed\n",
      "Tweets 1578 of 7000 have been processed\n",
      "Tweets 1579 of 7000 have been processed\n",
      "Tweets 1580 of 7000 have been processed\n",
      "Tweets 1581 of 7000 have been processed\n",
      "Tweets 1582 of 7000 have been processed\n",
      "Tweets 1583 of 7000 have been processed\n",
      "Tweets 1584 of 7000 have been processed\n",
      "Tweets 1585 of 7000 have been processed\n",
      "Tweets 1586 of 7000 have been processed\n",
      "Tweets 1587 of 7000 have been processed\n",
      "Tweets 1588 of 7000 have been processed\n",
      "Tweets 1589 of 7000 have been processed\n",
      "Tweets 1590 of 7000 have been processed\n",
      "Tweets 1591 of 7000 have been processed\n",
      "Tweets 1592 of 7000 have been processed\n",
      "Tweets 1593 of 7000 have been processed\n",
      "Tweets 1594 of 7000 have been processed\n",
      "Tweets 1595 of 7000 have been processed\n",
      "Tweets 1596 of 7000 have been processed\n",
      "Tweets 1597 of 7000 have been processed\n",
      "Tweets 1598 of 7000 have been processed\n",
      "Tweets 1599 of 7000 have been processed\n",
      "Tweets 1600 of 7000 have been processed\n",
      "Tweets 1601 of 7000 have been processed\n",
      "Tweets 1602 of 7000 have been processed\n",
      "Tweets 1603 of 7000 have been processed\n",
      "Tweets 1604 of 7000 have been processed\n",
      "Tweets 1605 of 7000 have been processed\n",
      "Tweets 1606 of 7000 have been processed\n",
      "Tweets 1607 of 7000 have been processed\n",
      "Tweets 1608 of 7000 have been processed\n",
      "Tweets 1609 of 7000 have been processed\n",
      "Tweets 1610 of 7000 have been processed\n",
      "Tweets 1611 of 7000 have been processed\n",
      "Tweets 1612 of 7000 have been processed\n",
      "Tweets 1613 of 7000 have been processed\n",
      "Tweets 1614 of 7000 have been processed\n",
      "Tweets 1615 of 7000 have been processed\n",
      "Tweets 1616 of 7000 have been processed\n",
      "Tweets 1617 of 7000 have been processed\n",
      "Tweets 1618 of 7000 have been processed\n",
      "Tweets 1619 of 7000 have been processed\n",
      "Tweets 1620 of 7000 have been processed\n",
      "Tweets 1621 of 7000 have been processed\n",
      "Tweets 1622 of 7000 have been processed\n",
      "Tweets 1623 of 7000 have been processed\n",
      "Tweets 1624 of 7000 have been processed\n",
      "Tweets 1625 of 7000 have been processed\n",
      "Tweets 1626 of 7000 have been processed\n",
      "Tweets 1627 of 7000 have been processed\n",
      "Tweets 1628 of 7000 have been processed\n",
      "Tweets 1629 of 7000 have been processed\n",
      "Tweets 1630 of 7000 have been processed\n",
      "Tweets 1631 of 7000 have been processed\n",
      "Tweets 1632 of 7000 have been processed\n",
      "Tweets 1633 of 7000 have been processed\n",
      "Tweets 1634 of 7000 have been processed\n",
      "Tweets 1635 of 7000 have been processed\n",
      "Tweets 1636 of 7000 have been processed\n",
      "Tweets 1637 of 7000 have been processed\n",
      "Tweets 1638 of 7000 have been processed\n",
      "Tweets 1639 of 7000 have been processed\n",
      "Tweets 1640 of 7000 have been processed\n",
      "Tweets 1641 of 7000 have been processed\n",
      "Tweets 1642 of 7000 have been processed\n",
      "Tweets 1643 of 7000 have been processed\n",
      "Tweets 1644 of 7000 have been processed\n",
      "Tweets 1645 of 7000 have been processed\n",
      "Tweets 1646 of 7000 have been processed\n",
      "Tweets 1647 of 7000 have been processed\n",
      "Tweets 1648 of 7000 have been processed\n",
      "Tweets 1649 of 7000 have been processed\n",
      "Tweets 1650 of 7000 have been processed\n",
      "Tweets 1651 of 7000 have been processed\n",
      "Tweets 1652 of 7000 have been processed\n",
      "Tweets 1653 of 7000 have been processed\n",
      "Tweets 1654 of 7000 have been processed\n",
      "Tweets 1655 of 7000 have been processed\n",
      "Tweets 1656 of 7000 have been processed\n",
      "Tweets 1657 of 7000 have been processed\n",
      "Tweets 1658 of 7000 have been processed\n",
      "Tweets 1659 of 7000 have been processed\n",
      "Tweets 1660 of 7000 have been processed\n",
      "Tweets 1661 of 7000 have been processed\n",
      "Tweets 1662 of 7000 have been processed\n",
      "Tweets 1663 of 7000 have been processed\n",
      "Tweets 1664 of 7000 have been processed\n",
      "Tweets 1665 of 7000 have been processed\n",
      "Tweets 1666 of 7000 have been processed\n",
      "Tweets 1667 of 7000 have been processed\n",
      "Tweets 1668 of 7000 have been processed\n",
      "Tweets 1669 of 7000 have been processed\n",
      "Tweets 1670 of 7000 have been processed\n",
      "Tweets 1671 of 7000 have been processed\n",
      "Tweets 1672 of 7000 have been processed\n",
      "Tweets 1673 of 7000 have been processed\n",
      "Tweets 1674 of 7000 have been processed\n",
      "Tweets 1675 of 7000 have been processed\n",
      "Tweets 1676 of 7000 have been processed\n",
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      "Tweets 1679 of 7000 have been processed\n",
      "Tweets 1680 of 7000 have been processed\n",
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      "Tweets 1685 of 7000 have been processed\n",
      "Tweets 1686 of 7000 have been processed\n",
      "Tweets 1687 of 7000 have been processed\n",
      "Tweets 1688 of 7000 have been processed\n",
      "Tweets 1689 of 7000 have been processed\n",
      "Tweets 1690 of 7000 have been processed\n",
      "Tweets 1691 of 7000 have been processed\n",
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      "Tweets 1694 of 7000 have been processed\n",
      "Tweets 1695 of 7000 have been processed\n",
      "Tweets 1696 of 7000 have been processed\n",
      "Tweets 1697 of 7000 have been processed\n",
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      "Tweets 1699 of 7000 have been processed\n",
      "Tweets 1700 of 7000 have been processed\n",
      "Tweets 1701 of 7000 have been processed\n",
      "Tweets 1702 of 7000 have been processed\n",
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      "Tweets 1704 of 7000 have been processed\n",
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      "Tweets 1708 of 7000 have been processed\n",
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      "Tweets 1711 of 7000 have been processed\n",
      "Tweets 1712 of 7000 have been processed\n",
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      "Tweets 1714 of 7000 have been processed\n",
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      "Tweets 1716 of 7000 have been processed\n",
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      "Tweets 1718 of 7000 have been processed\n",
      "Tweets 1719 of 7000 have been processed\n",
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      "Tweets 1721 of 7000 have been processed\n",
      "Tweets 1722 of 7000 have been processed\n",
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      "Tweets 1724 of 7000 have been processed\n",
      "Tweets 1725 of 7000 have been processed\n",
      "Tweets 1726 of 7000 have been processed\n",
      "Tweets 1727 of 7000 have been processed\n",
      "Tweets 1728 of 7000 have been processed\n",
      "Tweets 1729 of 7000 have been processed\n",
      "Tweets 1730 of 7000 have been processed\n",
      "Tweets 1731 of 7000 have been processed\n",
      "Tweets 1732 of 7000 have been processed\n",
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      "Tweets 1736 of 7000 have been processed\n",
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      "Tweets 1738 of 7000 have been processed\n",
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      "Tweets 1740 of 7000 have been processed\n",
      "Tweets 1741 of 7000 have been processed\n",
      "Tweets 1742 of 7000 have been processed\n",
      "Tweets 1743 of 7000 have been processed\n",
      "Tweets 1744 of 7000 have been processed\n",
      "Tweets 1745 of 7000 have been processed\n",
      "Tweets 1746 of 7000 have been processed\n",
      "Tweets 1747 of 7000 have been processed\n",
      "Tweets 1748 of 7000 have been processed\n",
      "Tweets 1749 of 7000 have been processed\n",
      "Tweets 1750 of 7000 have been processed\n",
      "Tweets 1751 of 7000 have been processed\n",
      "Tweets 1752 of 7000 have been processed\n",
      "Tweets 1753 of 7000 have been processed\n",
      "Tweets 1754 of 7000 have been processed\n",
      "Tweets 1755 of 7000 have been processed\n",
      "Tweets 1756 of 7000 have been processed\n",
      "Tweets 1757 of 7000 have been processed\n",
      "Tweets 1758 of 7000 have been processed\n",
      "Tweets 1759 of 7000 have been processed\n",
      "Tweets 1760 of 7000 have been processed\n",
      "Tweets 1761 of 7000 have been processed\n",
      "Tweets 1762 of 7000 have been processed\n",
      "Tweets 1763 of 7000 have been processed\n",
      "Tweets 1764 of 7000 have been processed\n",
      "Tweets 1765 of 7000 have been processed\n",
      "Tweets 1766 of 7000 have been processed\n",
      "Tweets 1767 of 7000 have been processed\n",
      "Tweets 1768 of 7000 have been processed\n",
      "Tweets 1769 of 7000 have been processed\n",
      "Tweets 1770 of 7000 have been processed\n",
      "Tweets 1771 of 7000 have been processed\n",
      "Tweets 1772 of 7000 have been processed\n",
      "Tweets 1773 of 7000 have been processed\n",
      "Tweets 1774 of 7000 have been processed\n",
      "Tweets 1775 of 7000 have been processed\n",
      "Tweets 1776 of 7000 have been processed\n",
      "Tweets 1777 of 7000 have been processed\n",
      "Tweets 1778 of 7000 have been processed\n",
      "Tweets 1779 of 7000 have been processed\n",
      "Tweets 1780 of 7000 have been processed\n",
      "Tweets 1781 of 7000 have been processed\n",
      "Tweets 1782 of 7000 have been processed\n",
      "Tweets 1783 of 7000 have been processed\n",
      "Tweets 1784 of 7000 have been processed\n",
      "Tweets 1785 of 7000 have been processed\n",
      "Tweets 1786 of 7000 have been processed\n",
      "Tweets 1787 of 7000 have been processed\n",
      "Tweets 1788 of 7000 have been processed\n",
      "Tweets 1789 of 7000 have been processed\n",
      "Tweets 1790 of 7000 have been processed\n",
      "Tweets 1791 of 7000 have been processed\n",
      "Tweets 1792 of 7000 have been processed\n",
      "Tweets 1793 of 7000 have been processed\n",
      "Tweets 1794 of 7000 have been processed\n",
      "Tweets 1795 of 7000 have been processed\n",
      "Tweets 1796 of 7000 have been processed\n",
      "Tweets 1797 of 7000 have been processed\n",
      "Tweets 1798 of 7000 have been processed\n",
      "Tweets 1799 of 7000 have been processed\n",
      "Tweets 1800 of 7000 have been processed\n",
      "Tweets 1801 of 7000 have been processed\n",
      "Tweets 1802 of 7000 have been processed\n",
      "Tweets 1803 of 7000 have been processed\n",
      "Tweets 1804 of 7000 have been processed\n",
      "Tweets 1805 of 7000 have been processed\n",
      "Tweets 1806 of 7000 have been processed\n",
      "Tweets 1807 of 7000 have been processed\n",
      "Tweets 1808 of 7000 have been processed\n",
      "Tweets 1809 of 7000 have been processed\n",
      "Tweets 1810 of 7000 have been processed\n",
      "Tweets 1811 of 7000 have been processed\n",
      "Tweets 1812 of 7000 have been processed\n",
      "Tweets 1813 of 7000 have been processed\n",
      "Tweets 1814 of 7000 have been processed\n",
      "Tweets 1815 of 7000 have been processed\n",
      "Tweets 1816 of 7000 have been processed\n",
      "Tweets 1817 of 7000 have been processed\n",
      "Tweets 1818 of 7000 have been processed\n",
      "Tweets 1819 of 7000 have been processed\n",
      "Tweets 1820 of 7000 have been processed\n",
      "Tweets 1821 of 7000 have been processed\n",
      "Tweets 1822 of 7000 have been processed\n",
      "Tweets 1823 of 7000 have been processed\n",
      "Tweets 1824 of 7000 have been processed\n",
      "Tweets 1825 of 7000 have been processed\n",
      "Tweets 1826 of 7000 have been processed\n",
      "Tweets 1827 of 7000 have been processed\n",
      "Tweets 1828 of 7000 have been processed\n",
      "Tweets 1829 of 7000 have been processed\n",
      "Tweets 1830 of 7000 have been processed\n",
      "Tweets 1831 of 7000 have been processed\n",
      "Tweets 1832 of 7000 have been processed\n",
      "Tweets 1833 of 7000 have been processed\n",
      "Tweets 1834 of 7000 have been processed\n",
      "Tweets 1835 of 7000 have been processed\n",
      "Tweets 1836 of 7000 have been processed\n",
      "Tweets 1837 of 7000 have been processed\n",
      "Tweets 1838 of 7000 have been processed\n",
      "Tweets 1839 of 7000 have been processed\n",
      "Tweets 1840 of 7000 have been processed\n",
      "Tweets 1841 of 7000 have been processed\n",
      "Tweets 1842 of 7000 have been processed\n",
      "Tweets 1843 of 7000 have been processed\n",
      "Tweets 1844 of 7000 have been processed\n",
      "Tweets 1845 of 7000 have been processed\n",
      "Tweets 1846 of 7000 have been processed\n",
      "Tweets 1847 of 7000 have been processed\n",
      "Tweets 1848 of 7000 have been processed\n",
      "Tweets 1849 of 7000 have been processed\n",
      "Tweets 1850 of 7000 have been processed\n",
      "Tweets 1851 of 7000 have been processed\n",
      "Tweets 1852 of 7000 have been processed\n",
      "Tweets 1853 of 7000 have been processed\n",
      "Tweets 1854 of 7000 have been processed\n",
      "Tweets 1855 of 7000 have been processed\n",
      "Tweets 1856 of 7000 have been processed\n",
      "Tweets 1857 of 7000 have been processed\n",
      "Tweets 1858 of 7000 have been processed\n",
      "Tweets 1859 of 7000 have been processed\n",
      "Tweets 1860 of 7000 have been processed\n",
      "Tweets 1861 of 7000 have been processed\n",
      "Tweets 1862 of 7000 have been processed\n",
      "Tweets 1863 of 7000 have been processed\n",
      "Tweets 1864 of 7000 have been processed\n",
      "Tweets 1865 of 7000 have been processed\n",
      "Tweets 1866 of 7000 have been processed\n",
      "Tweets 1867 of 7000 have been processed\n",
      "Tweets 1868 of 7000 have been processed\n",
      "Tweets 1869 of 7000 have been processed\n",
      "Tweets 1870 of 7000 have been processed\n",
      "Tweets 1871 of 7000 have been processed\n",
      "Tweets 1872 of 7000 have been processed\n",
      "Tweets 1873 of 7000 have been processed\n",
      "Tweets 1874 of 7000 have been processed\n",
      "Tweets 1875 of 7000 have been processed\n",
      "Tweets 1876 of 7000 have been processed\n",
      "Tweets 1877 of 7000 have been processed\n",
      "Tweets 1878 of 7000 have been processed\n",
      "Tweets 1879 of 7000 have been processed\n",
      "Tweets 1880 of 7000 have been processed\n",
      "Tweets 1881 of 7000 have been processed\n",
      "Tweets 1882 of 7000 have been processed\n",
      "Tweets 1883 of 7000 have been processed\n",
      "Tweets 1884 of 7000 have been processed\n",
      "Tweets 1885 of 7000 have been processed\n",
      "Tweets 1886 of 7000 have been processed\n",
      "Tweets 1887 of 7000 have been processed\n",
      "Tweets 1888 of 7000 have been processed\n",
      "Tweets 1889 of 7000 have been processed\n",
      "Tweets 1890 of 7000 have been processed\n",
      "Tweets 1891 of 7000 have been processed\n",
      "Tweets 1892 of 7000 have been processed\n",
      "Tweets 1893 of 7000 have been processed\n",
      "Tweets 1894 of 7000 have been processed\n",
      "Tweets 1895 of 7000 have been processed\n",
      "Tweets 1896 of 7000 have been processed\n",
      "Tweets 1897 of 7000 have been processed\n",
      "Tweets 1898 of 7000 have been processed\n",
      "Tweets 1899 of 7000 have been processed\n",
      "Tweets 1900 of 7000 have been processed\n",
      "Tweets 1901 of 7000 have been processed\n",
      "Tweets 1902 of 7000 have been processed\n",
      "Tweets 1903 of 7000 have been processed\n",
      "Tweets 1904 of 7000 have been processed\n",
      "Tweets 1905 of 7000 have been processed\n",
      "Tweets 1906 of 7000 have been processed\n",
      "Tweets 1907 of 7000 have been processed\n",
      "Tweets 1908 of 7000 have been processed\n",
      "Tweets 1909 of 7000 have been processed\n",
      "Tweets 1910 of 7000 have been processed\n",
      "Tweets 1911 of 7000 have been processed\n",
      "Tweets 1912 of 7000 have been processed\n",
      "Tweets 1913 of 7000 have been processed\n",
      "Tweets 1914 of 7000 have been processed\n",
      "Tweets 1915 of 7000 have been processed\n",
      "Tweets 1916 of 7000 have been processed\n",
      "Tweets 1917 of 7000 have been processed\n",
      "Tweets 1918 of 7000 have been processed\n",
      "Tweets 1919 of 7000 have been processed\n",
      "Tweets 1920 of 7000 have been processed\n",
      "Tweets 1921 of 7000 have been processed\n",
      "Tweets 1922 of 7000 have been processed\n",
      "Tweets 1923 of 7000 have been processed\n",
      "Tweets 1924 of 7000 have been processed\n",
      "Tweets 1925 of 7000 have been processed\n",
      "Tweets 1926 of 7000 have been processed\n",
      "Tweets 1927 of 7000 have been processed\n",
      "Tweets 1928 of 7000 have been processed\n",
      "Tweets 1929 of 7000 have been processed\n",
      "Tweets 1930 of 7000 have been processed\n",
      "Tweets 1931 of 7000 have been processed\n",
      "Tweets 1932 of 7000 have been processed\n",
      "Tweets 1933 of 7000 have been processed\n",
      "Tweets 1934 of 7000 have been processed\n",
      "Tweets 1935 of 7000 have been processed\n",
      "Tweets 1936 of 7000 have been processed\n",
      "Tweets 1937 of 7000 have been processed\n",
      "Tweets 1938 of 7000 have been processed\n",
      "Tweets 1939 of 7000 have been processed\n",
      "Tweets 1940 of 7000 have been processed\n",
      "Tweets 1941 of 7000 have been processed\n",
      "Tweets 1942 of 7000 have been processed\n",
      "Tweets 1943 of 7000 have been processed\n",
      "Tweets 1944 of 7000 have been processed\n",
      "Tweets 1945 of 7000 have been processed\n",
      "Tweets 1946 of 7000 have been processed\n",
      "Tweets 1947 of 7000 have been processed\n",
      "Tweets 1948 of 7000 have been processed\n",
      "Tweets 1949 of 7000 have been processed\n",
      "Tweets 1950 of 7000 have been processed\n",
      "Tweets 1951 of 7000 have been processed\n",
      "Tweets 1952 of 7000 have been processed\n",
      "Tweets 1953 of 7000 have been processed\n",
      "Tweets 1954 of 7000 have been processed\n",
      "Tweets 1955 of 7000 have been processed\n",
      "Tweets 1956 of 7000 have been processed\n",
      "Tweets 1957 of 7000 have been processed\n",
      "Tweets 1958 of 7000 have been processed\n",
      "Tweets 1959 of 7000 have been processed\n",
      "Tweets 1960 of 7000 have been processed\n",
      "Tweets 1961 of 7000 have been processed\n",
      "Tweets 1962 of 7000 have been processed\n",
      "Tweets 1963 of 7000 have been processed\n",
      "Tweets 1964 of 7000 have been processed\n",
      "Tweets 1965 of 7000 have been processed\n",
      "Tweets 1966 of 7000 have been processed\n",
      "Tweets 1967 of 7000 have been processed\n",
      "Tweets 1968 of 7000 have been processed\n",
      "Tweets 1969 of 7000 have been processed\n",
      "Tweets 1970 of 7000 have been processed\n",
      "Tweets 1971 of 7000 have been processed\n",
      "Tweets 1972 of 7000 have been processed\n",
      "Tweets 1973 of 7000 have been processed\n",
      "Tweets 1974 of 7000 have been processed\n",
      "Tweets 1975 of 7000 have been processed\n",
      "Tweets 1976 of 7000 have been processed\n",
      "Tweets 1977 of 7000 have been processed\n",
      "Tweets 1978 of 7000 have been processed\n",
      "Tweets 1979 of 7000 have been processed\n",
      "Tweets 1980 of 7000 have been processed\n",
      "Tweets 1981 of 7000 have been processed\n",
      "Tweets 1982 of 7000 have been processed\n",
      "Tweets 1983 of 7000 have been processed\n",
      "Tweets 1984 of 7000 have been processed\n",
      "Tweets 1985 of 7000 have been processed\n",
      "Tweets 1986 of 7000 have been processed\n",
      "Tweets 1987 of 7000 have been processed\n",
      "Tweets 1988 of 7000 have been processed\n",
      "Tweets 1989 of 7000 have been processed\n",
      "Tweets 1990 of 7000 have been processed\n",
      "Tweets 1991 of 7000 have been processed\n",
      "Tweets 1992 of 7000 have been processed\n",
      "Tweets 1993 of 7000 have been processed\n",
      "Tweets 1994 of 7000 have been processed\n",
      "Tweets 1995 of 7000 have been processed\n",
      "Tweets 1996 of 7000 have been processed\n",
      "Tweets 1997 of 7000 have been processed\n",
      "Tweets 1998 of 7000 have been processed\n",
      "Tweets 1999 of 7000 have been processed\n",
      "Tweets 2000 of 7000 have been processed\n",
      "Tweets 2001 of 7000 have been processed\n",
      "Tweets 2002 of 7000 have been processed\n",
      "Tweets 2003 of 7000 have been processed\n",
      "Tweets 2004 of 7000 have been processed\n",
      "Tweets 2005 of 7000 have been processed\n",
      "Tweets 2006 of 7000 have been processed\n",
      "Tweets 2007 of 7000 have been processed\n",
      "Tweets 2008 of 7000 have been processed\n",
      "Tweets 2009 of 7000 have been processed\n",
      "Tweets 2010 of 7000 have been processed\n",
      "Tweets 2011 of 7000 have been processed\n",
      "Tweets 2012 of 7000 have been processed\n",
      "Tweets 2013 of 7000 have been processed\n",
      "Tweets 2014 of 7000 have been processed\n",
      "Tweets 2015 of 7000 have been processed\n",
      "Tweets 2016 of 7000 have been processed\n",
      "Tweets 2017 of 7000 have been processed\n",
      "Tweets 2018 of 7000 have been processed\n",
      "Tweets 2019 of 7000 have been processed\n",
      "Tweets 2020 of 7000 have been processed\n",
      "Tweets 2021 of 7000 have been processed\n",
      "Tweets 2022 of 7000 have been processed\n",
      "Tweets 2023 of 7000 have been processed\n",
      "Tweets 2024 of 7000 have been processed\n",
      "Tweets 2025 of 7000 have been processed\n",
      "Tweets 2026 of 7000 have been processed\n",
      "Tweets 2027 of 7000 have been processed\n",
      "Tweets 2028 of 7000 have been processed\n",
      "Tweets 2029 of 7000 have been processed\n",
      "Tweets 2030 of 7000 have been processed\n",
      "Tweets 2031 of 7000 have been processed\n",
      "Tweets 2032 of 7000 have been processed\n",
      "Tweets 2033 of 7000 have been processed\n",
      "Tweets 2034 of 7000 have been processed\n",
      "Tweets 2035 of 7000 have been processed\n",
      "Tweets 2036 of 7000 have been processed\n",
      "Tweets 2037 of 7000 have been processed\n",
      "Tweets 2038 of 7000 have been processed\n",
      "Tweets 2039 of 7000 have been processed\n",
      "Tweets 2040 of 7000 have been processed\n",
      "Tweets 2041 of 7000 have been processed\n",
      "Tweets 2042 of 7000 have been processed\n",
      "Tweets 2043 of 7000 have been processed\n",
      "Tweets 2044 of 7000 have been processed\n",
      "Tweets 2045 of 7000 have been processed\n",
      "Tweets 2046 of 7000 have been processed\n",
      "Tweets 2047 of 7000 have been processed\n",
      "Tweets 2048 of 7000 have been processed\n",
      "Tweets 2049 of 7000 have been processed\n",
      "Tweets 2050 of 7000 have been processed\n",
      "Tweets 2051 of 7000 have been processed\n",
      "Tweets 2052 of 7000 have been processed\n",
      "Tweets 2053 of 7000 have been processed\n",
      "Tweets 2054 of 7000 have been processed\n",
      "Tweets 2055 of 7000 have been processed\n",
      "Tweets 2056 of 7000 have been processed\n",
      "Tweets 2057 of 7000 have been processed\n",
      "Tweets 2058 of 7000 have been processed\n",
      "Tweets 2059 of 7000 have been processed\n",
      "Tweets 2060 of 7000 have been processed\n",
      "Tweets 2061 of 7000 have been processed\n",
      "Tweets 2062 of 7000 have been processed\n",
      "Tweets 2063 of 7000 have been processed\n",
      "Tweets 2064 of 7000 have been processed\n",
      "Tweets 2065 of 7000 have been processed\n",
      "Tweets 2066 of 7000 have been processed\n",
      "Tweets 2067 of 7000 have been processed\n",
      "Tweets 2068 of 7000 have been processed\n",
      "Tweets 2069 of 7000 have been processed\n",
      "Tweets 2070 of 7000 have been processed\n",
      "Tweets 2071 of 7000 have been processed\n",
      "Tweets 2072 of 7000 have been processed\n",
      "Tweets 2073 of 7000 have been processed\n",
      "Tweets 2074 of 7000 have been processed\n",
      "Tweets 2075 of 7000 have been processed\n",
      "Tweets 2076 of 7000 have been processed\n",
      "Tweets 2077 of 7000 have been processed\n",
      "Tweets 2078 of 7000 have been processed\n",
      "Tweets 2079 of 7000 have been processed\n",
      "Tweets 2080 of 7000 have been processed\n",
      "Tweets 2081 of 7000 have been processed\n",
      "Tweets 2082 of 7000 have been processed\n",
      "Tweets 2083 of 7000 have been processed\n",
      "Tweets 2084 of 7000 have been processed\n",
      "Tweets 2085 of 7000 have been processed\n",
      "Tweets 2086 of 7000 have been processed\n",
      "Tweets 2087 of 7000 have been processed\n",
      "Tweets 2088 of 7000 have been processed\n",
      "Tweets 2089 of 7000 have been processed\n",
      "Tweets 2090 of 7000 have been processed\n",
      "Tweets 2091 of 7000 have been processed\n",
      "Tweets 2092 of 7000 have been processed\n",
      "Tweets 2093 of 7000 have been processed\n",
      "Tweets 2094 of 7000 have been processed\n",
      "Tweets 2095 of 7000 have been processed\n",
      "Tweets 2096 of 7000 have been processed\n",
      "Tweets 2097 of 7000 have been processed\n",
      "Tweets 2098 of 7000 have been processed\n",
      "Tweets 2099 of 7000 have been processed\n",
      "Tweets 2100 of 7000 have been processed\n",
      "Tweets 2101 of 7000 have been processed\n",
      "Tweets 2102 of 7000 have been processed\n",
      "Tweets 2103 of 7000 have been processed\n",
      "Tweets 2104 of 7000 have been processed\n",
      "Tweets 2105 of 7000 have been processed\n",
      "Tweets 2106 of 7000 have been processed\n",
      "Tweets 2107 of 7000 have been processed\n",
      "Tweets 2108 of 7000 have been processed\n",
      "Tweets 2109 of 7000 have been processed\n",
      "Tweets 2110 of 7000 have been processed\n",
      "Tweets 2111 of 7000 have been processed\n",
      "Tweets 2112 of 7000 have been processed\n",
      "Tweets 2113 of 7000 have been processed\n",
      "Tweets 2114 of 7000 have been processed\n",
      "Tweets 2115 of 7000 have been processed\n",
      "Tweets 2116 of 7000 have been processed\n",
      "Tweets 2117 of 7000 have been processed\n",
      "Tweets 2118 of 7000 have been processed\n",
      "Tweets 2119 of 7000 have been processed\n",
      "Tweets 2120 of 7000 have been processed\n",
      "Tweets 2121 of 7000 have been processed\n",
      "Tweets 2122 of 7000 have been processed\n",
      "Tweets 2123 of 7000 have been processed\n",
      "Tweets 2124 of 7000 have been processed\n",
      "Tweets 2125 of 7000 have been processed\n",
      "Tweets 2126 of 7000 have been processed\n",
      "Tweets 2127 of 7000 have been processed\n",
      "Tweets 2128 of 7000 have been processed\n",
      "Tweets 2129 of 7000 have been processed\n",
      "Tweets 2130 of 7000 have been processed\n",
      "Tweets 2131 of 7000 have been processed\n",
      "Tweets 2132 of 7000 have been processed\n",
      "Tweets 2133 of 7000 have been processed\n",
      "Tweets 2134 of 7000 have been processed\n",
      "Tweets 2135 of 7000 have been processed\n",
      "Tweets 2136 of 7000 have been processed\n",
      "Tweets 2137 of 7000 have been processed\n",
      "Tweets 2138 of 7000 have been processed\n",
      "Tweets 2139 of 7000 have been processed\n",
      "Tweets 2140 of 7000 have been processed\n",
      "Tweets 2141 of 7000 have been processed\n",
      "Tweets 2142 of 7000 have been processed\n",
      "Tweets 2143 of 7000 have been processed\n",
      "Tweets 2144 of 7000 have been processed\n",
      "Tweets 2145 of 7000 have been processed\n",
      "Tweets 2146 of 7000 have been processed\n",
      "Tweets 2147 of 7000 have been processed\n",
      "Tweets 2148 of 7000 have been processed\n",
      "Tweets 2149 of 7000 have been processed\n",
      "Tweets 2150 of 7000 have been processed\n",
      "Tweets 2151 of 7000 have been processed\n",
      "Tweets 2152 of 7000 have been processed\n",
      "Tweets 2153 of 7000 have been processed\n",
      "Tweets 2154 of 7000 have been processed\n",
      "Tweets 2155 of 7000 have been processed\n",
      "Tweets 2156 of 7000 have been processed\n",
      "Tweets 2157 of 7000 have been processed\n",
      "Tweets 2158 of 7000 have been processed\n",
      "Tweets 2159 of 7000 have been processed\n",
      "Tweets 2160 of 7000 have been processed\n",
      "Tweets 2161 of 7000 have been processed\n",
      "Tweets 2162 of 7000 have been processed\n",
      "Tweets 2163 of 7000 have been processed\n",
      "Tweets 2164 of 7000 have been processed\n",
      "Tweets 2165 of 7000 have been processed\n",
      "Tweets 2166 of 7000 have been processed\n",
      "Tweets 2167 of 7000 have been processed\n",
      "Tweets 2168 of 7000 have been processed\n",
      "Tweets 2169 of 7000 have been processed\n",
      "Tweets 2170 of 7000 have been processed\n",
      "Tweets 2171 of 7000 have been processed\n",
      "Tweets 2172 of 7000 have been processed\n",
      "Tweets 2173 of 7000 have been processed\n",
      "Tweets 2174 of 7000 have been processed\n",
      "Tweets 2175 of 7000 have been processed\n",
      "Tweets 2176 of 7000 have been processed\n",
      "Tweets 2177 of 7000 have been processed\n",
      "Tweets 2178 of 7000 have been processed\n",
      "Tweets 2179 of 7000 have been processed\n",
      "Tweets 2180 of 7000 have been processed\n",
      "Tweets 2181 of 7000 have been processed\n",
      "Tweets 2182 of 7000 have been processed\n",
      "Tweets 2183 of 7000 have been processed\n",
      "Tweets 2184 of 7000 have been processed\n",
      "Tweets 2185 of 7000 have been processed\n",
      "Tweets 2186 of 7000 have been processed\n",
      "Tweets 2187 of 7000 have been processed\n",
      "Tweets 2188 of 7000 have been processed\n",
      "Tweets 2189 of 7000 have been processed\n",
      "Tweets 2190 of 7000 have been processed\n",
      "Tweets 2191 of 7000 have been processed\n",
      "Tweets 2192 of 7000 have been processed\n",
      "Tweets 2193 of 7000 have been processed\n",
      "Tweets 2194 of 7000 have been processed\n",
      "Tweets 2195 of 7000 have been processed\n",
      "Tweets 2196 of 7000 have been processed\n",
      "Tweets 2197 of 7000 have been processed\n",
      "Tweets 2198 of 7000 have been processed\n",
      "Tweets 2199 of 7000 have been processed\n",
      "Tweets 2200 of 7000 have been processed\n",
      "Tweets 2201 of 7000 have been processed\n",
      "Tweets 2202 of 7000 have been processed\n",
      "Tweets 2203 of 7000 have been processed\n",
      "Tweets 2204 of 7000 have been processed\n",
      "Tweets 2205 of 7000 have been processed\n",
      "Tweets 2206 of 7000 have been processed\n",
      "Tweets 2207 of 7000 have been processed\n",
      "Tweets 2208 of 7000 have been processed\n",
      "Tweets 2209 of 7000 have been processed\n",
      "Tweets 2210 of 7000 have been processed\n",
      "Tweets 2211 of 7000 have been processed\n",
      "Tweets 2212 of 7000 have been processed\n",
      "Tweets 2213 of 7000 have been processed\n",
      "Tweets 2214 of 7000 have been processed\n",
      "Tweets 2215 of 7000 have been processed\n",
      "Tweets 2216 of 7000 have been processed\n",
      "Tweets 2217 of 7000 have been processed\n",
      "Tweets 2218 of 7000 have been processed\n",
      "Tweets 2219 of 7000 have been processed\n",
      "Tweets 2220 of 7000 have been processed\n",
      "Tweets 2221 of 7000 have been processed\n",
      "Tweets 2222 of 7000 have been processed\n",
      "Tweets 2223 of 7000 have been processed\n",
      "Tweets 2224 of 7000 have been processed\n",
      "Tweets 2225 of 7000 have been processed\n",
      "Tweets 2226 of 7000 have been processed\n",
      "Tweets 2227 of 7000 have been processed\n",
      "Tweets 2228 of 7000 have been processed\n",
      "Tweets 2229 of 7000 have been processed\n",
      "Tweets 2230 of 7000 have been processed\n",
      "Tweets 2231 of 7000 have been processed\n",
      "Tweets 2232 of 7000 have been processed\n",
      "Tweets 2233 of 7000 have been processed\n",
      "Tweets 2234 of 7000 have been processed\n",
      "Tweets 2235 of 7000 have been processed\n",
      "Tweets 2236 of 7000 have been processed\n",
      "Tweets 2237 of 7000 have been processed\n",
      "Tweets 2238 of 7000 have been processed\n",
      "Tweets 2239 of 7000 have been processed\n",
      "Tweets 2240 of 7000 have been processed\n",
      "Tweets 2241 of 7000 have been processed\n",
      "Tweets 2242 of 7000 have been processed\n",
      "Tweets 2243 of 7000 have been processed\n",
      "Tweets 2244 of 7000 have been processed\n",
      "Tweets 2245 of 7000 have been processed\n",
      "Tweets 2246 of 7000 have been processed\n",
      "Tweets 2247 of 7000 have been processed\n",
      "Tweets 2248 of 7000 have been processed\n",
      "Tweets 2249 of 7000 have been processed\n",
      "Tweets 2250 of 7000 have been processed\n",
      "Tweets 2251 of 7000 have been processed\n",
      "Tweets 2252 of 7000 have been processed\n",
      "Tweets 2253 of 7000 have been processed\n",
      "Tweets 2254 of 7000 have been processed\n",
      "Tweets 2255 of 7000 have been processed\n",
      "Tweets 2256 of 7000 have been processed\n",
      "Tweets 2257 of 7000 have been processed\n",
      "Tweets 2258 of 7000 have been processed\n",
      "Tweets 2259 of 7000 have been processed\n",
      "Tweets 2260 of 7000 have been processed\n",
      "Tweets 2261 of 7000 have been processed\n",
      "Tweets 2262 of 7000 have been processed\n",
      "Tweets 2263 of 7000 have been processed\n",
      "Tweets 2264 of 7000 have been processed\n",
      "Tweets 2265 of 7000 have been processed\n",
      "Tweets 2266 of 7000 have been processed\n",
      "Tweets 2267 of 7000 have been processed\n",
      "Tweets 2268 of 7000 have been processed\n",
      "Tweets 2269 of 7000 have been processed\n",
      "Tweets 2270 of 7000 have been processed\n",
      "Tweets 2271 of 7000 have been processed\n",
      "Tweets 2272 of 7000 have been processed\n",
      "Tweets 2273 of 7000 have been processed\n",
      "Tweets 2274 of 7000 have been processed\n",
      "Tweets 2275 of 7000 have been processed\n",
      "Tweets 2276 of 7000 have been processed\n",
      "Tweets 2277 of 7000 have been processed\n",
      "Tweets 2278 of 7000 have been processed\n",
      "Tweets 2279 of 7000 have been processed\n",
      "Tweets 2280 of 7000 have been processed\n",
      "Tweets 2281 of 7000 have been processed\n",
      "Tweets 2282 of 7000 have been processed\n",
      "Tweets 2283 of 7000 have been processed\n",
      "Tweets 2284 of 7000 have been processed\n",
      "Tweets 2285 of 7000 have been processed\n",
      "Tweets 2286 of 7000 have been processed\n",
      "Tweets 2287 of 7000 have been processed\n",
      "Tweets 2288 of 7000 have been processed\n",
      "Tweets 2289 of 7000 have been processed\n",
      "Tweets 2290 of 7000 have been processed\n",
      "Tweets 2291 of 7000 have been processed\n",
      "Tweets 2292 of 7000 have been processed\n",
      "Tweets 2293 of 7000 have been processed\n",
      "Tweets 2294 of 7000 have been processed\n",
      "Tweets 2295 of 7000 have been processed\n",
      "Tweets 2296 of 7000 have been processed\n",
      "Tweets 2297 of 7000 have been processed\n",
      "Tweets 2298 of 7000 have been processed\n",
      "Tweets 2299 of 7000 have been processed\n",
      "Tweets 2300 of 7000 have been processed\n",
      "Tweets 2301 of 7000 have been processed\n",
      "Tweets 2302 of 7000 have been processed\n",
      "Tweets 2303 of 7000 have been processed\n",
      "Tweets 2304 of 7000 have been processed\n",
      "Tweets 2305 of 7000 have been processed\n",
      "Tweets 2306 of 7000 have been processed\n",
      "Tweets 2307 of 7000 have been processed\n",
      "Tweets 2308 of 7000 have been processed\n",
      "Tweets 2309 of 7000 have been processed\n",
      "Tweets 2310 of 7000 have been processed\n",
      "Tweets 2311 of 7000 have been processed\n",
      "Tweets 2312 of 7000 have been processed\n",
      "Tweets 2313 of 7000 have been processed\n",
      "Tweets 2314 of 7000 have been processed\n",
      "Tweets 2315 of 7000 have been processed\n",
      "Tweets 2316 of 7000 have been processed\n",
      "Tweets 2317 of 7000 have been processed\n",
      "Tweets 2318 of 7000 have been processed\n",
      "Tweets 2319 of 7000 have been processed\n",
      "Tweets 2320 of 7000 have been processed\n",
      "Tweets 2321 of 7000 have been processed\n",
      "Tweets 2322 of 7000 have been processed\n",
      "Tweets 2323 of 7000 have been processed\n",
      "Tweets 2324 of 7000 have been processed\n",
      "Tweets 2325 of 7000 have been processed\n",
      "Tweets 2326 of 7000 have been processed\n",
      "Tweets 2327 of 7000 have been processed\n",
      "Tweets 2328 of 7000 have been processed\n",
      "Tweets 2329 of 7000 have been processed\n",
      "Tweets 2330 of 7000 have been processed\n",
      "Tweets 2331 of 7000 have been processed\n",
      "Tweets 2332 of 7000 have been processed\n",
      "Tweets 2333 of 7000 have been processed\n",
      "Tweets 2334 of 7000 have been processed\n",
      "Tweets 2335 of 7000 have been processed\n",
      "Tweets 2336 of 7000 have been processed\n",
      "Tweets 2337 of 7000 have been processed\n",
      "Tweets 2338 of 7000 have been processed\n",
      "Tweets 2339 of 7000 have been processed\n",
      "Tweets 2340 of 7000 have been processed\n",
      "Tweets 2341 of 7000 have been processed\n",
      "Tweets 2342 of 7000 have been processed\n",
      "Tweets 2343 of 7000 have been processed\n",
      "Tweets 2344 of 7000 have been processed\n",
      "Tweets 2345 of 7000 have been processed\n",
      "Tweets 2346 of 7000 have been processed\n",
      "Tweets 2347 of 7000 have been processed\n",
      "Tweets 2348 of 7000 have been processed\n",
      "Tweets 2349 of 7000 have been processed\n",
      "Tweets 2350 of 7000 have been processed\n",
      "Tweets 2351 of 7000 have been processed\n",
      "Tweets 2352 of 7000 have been processed\n",
      "Tweets 2353 of 7000 have been processed\n",
      "Tweets 2354 of 7000 have been processed\n",
      "Tweets 2355 of 7000 have been processed\n",
      "Tweets 2356 of 7000 have been processed\n",
      "Tweets 2357 of 7000 have been processed\n",
      "Tweets 2358 of 7000 have been processed\n",
      "Tweets 2359 of 7000 have been processed\n",
      "Tweets 2360 of 7000 have been processed\n",
      "Tweets 2361 of 7000 have been processed\n",
      "Tweets 2362 of 7000 have been processed\n",
      "Tweets 2363 of 7000 have been processed\n",
      "Tweets 2364 of 7000 have been processed\n",
      "Tweets 2365 of 7000 have been processed\n",
      "Tweets 2366 of 7000 have been processed\n",
      "Tweets 2367 of 7000 have been processed\n",
      "Tweets 2368 of 7000 have been processed\n",
      "Tweets 2369 of 7000 have been processed\n",
      "Tweets 2370 of 7000 have been processed\n",
      "Tweets 2371 of 7000 have been processed\n",
      "Tweets 2372 of 7000 have been processed\n",
      "Tweets 2373 of 7000 have been processed\n",
      "Tweets 2374 of 7000 have been processed\n",
      "Tweets 2375 of 7000 have been processed\n",
      "Tweets 2376 of 7000 have been processed\n",
      "Tweets 2377 of 7000 have been processed\n",
      "Tweets 2378 of 7000 have been processed\n",
      "Tweets 2379 of 7000 have been processed\n",
      "Tweets 2380 of 7000 have been processed\n",
      "Tweets 2381 of 7000 have been processed\n",
      "Tweets 2382 of 7000 have been processed\n",
      "Tweets 2383 of 7000 have been processed\n",
      "Tweets 2384 of 7000 have been processed\n",
      "Tweets 2385 of 7000 have been processed\n",
      "Tweets 2386 of 7000 have been processed\n",
      "Tweets 2387 of 7000 have been processed\n",
      "Tweets 2388 of 7000 have been processed\n",
      "Tweets 2389 of 7000 have been processed\n",
      "Tweets 2390 of 7000 have been processed\n",
      "Tweets 2391 of 7000 have been processed\n",
      "Tweets 2392 of 7000 have been processed\n",
      "Tweets 2393 of 7000 have been processed\n",
      "Tweets 2394 of 7000 have been processed\n",
      "Tweets 2395 of 7000 have been processed\n",
      "Tweets 2396 of 7000 have been processed\n",
      "Tweets 2397 of 7000 have been processed\n",
      "Tweets 2398 of 7000 have been processed\n",
      "Tweets 2399 of 7000 have been processed\n",
      "Tweets 2400 of 7000 have been processed\n",
      "Tweets 2401 of 7000 have been processed\n",
      "Tweets 2402 of 7000 have been processed\n",
      "Tweets 2403 of 7000 have been processed\n",
      "Tweets 2404 of 7000 have been processed\n",
      "Tweets 2405 of 7000 have been processed\n",
      "Tweets 2406 of 7000 have been processed\n",
      "Tweets 2407 of 7000 have been processed\n",
      "Tweets 2408 of 7000 have been processed\n",
      "Tweets 2409 of 7000 have been processed\n",
      "Tweets 2410 of 7000 have been processed\n",
      "Tweets 2411 of 7000 have been processed\n",
      "Tweets 2412 of 7000 have been processed\n",
      "Tweets 2413 of 7000 have been processed\n",
      "Tweets 2414 of 7000 have been processed\n",
      "Tweets 2415 of 7000 have been processed\n",
      "Tweets 2416 of 7000 have been processed\n",
      "Tweets 2417 of 7000 have been processed\n",
      "Tweets 2418 of 7000 have been processed\n",
      "Tweets 2419 of 7000 have been processed\n",
      "Tweets 2420 of 7000 have been processed\n",
      "Tweets 2421 of 7000 have been processed\n",
      "Tweets 2422 of 7000 have been processed\n",
      "Tweets 2423 of 7000 have been processed\n",
      "Tweets 2424 of 7000 have been processed\n",
      "Tweets 2425 of 7000 have been processed\n",
      "Tweets 2426 of 7000 have been processed\n",
      "Tweets 2427 of 7000 have been processed\n",
      "Tweets 2428 of 7000 have been processed\n",
      "Tweets 2429 of 7000 have been processed\n",
      "Tweets 2430 of 7000 have been processed\n",
      "Tweets 2431 of 7000 have been processed\n",
      "Tweets 2432 of 7000 have been processed\n",
      "Tweets 2433 of 7000 have been processed\n",
      "Tweets 2434 of 7000 have been processed\n",
      "Tweets 2435 of 7000 have been processed\n",
      "Tweets 2436 of 7000 have been processed\n",
      "Tweets 2437 of 7000 have been processed\n",
      "Tweets 2438 of 7000 have been processed\n",
      "Tweets 2439 of 7000 have been processed\n",
      "Tweets 2440 of 7000 have been processed\n",
      "Tweets 2441 of 7000 have been processed\n",
      "Tweets 2442 of 7000 have been processed\n",
      "Tweets 2443 of 7000 have been processed\n",
      "Tweets 2444 of 7000 have been processed\n",
      "Tweets 2445 of 7000 have been processed\n",
      "Tweets 2446 of 7000 have been processed\n",
      "Tweets 2447 of 7000 have been processed\n",
      "Tweets 2448 of 7000 have been processed\n",
      "Tweets 2449 of 7000 have been processed\n",
      "Tweets 2450 of 7000 have been processed\n",
      "Tweets 2451 of 7000 have been processed\n",
      "Tweets 2452 of 7000 have been processed\n",
      "Tweets 2453 of 7000 have been processed\n",
      "Tweets 2454 of 7000 have been processed\n",
      "Tweets 2455 of 7000 have been processed\n",
      "Tweets 2456 of 7000 have been processed\n",
      "Tweets 2457 of 7000 have been processed\n",
      "Tweets 2458 of 7000 have been processed\n",
      "Tweets 2459 of 7000 have been processed\n",
      "Tweets 2460 of 7000 have been processed\n",
      "Tweets 2461 of 7000 have been processed\n",
      "Tweets 2462 of 7000 have been processed\n",
      "Tweets 2463 of 7000 have been processed\n",
      "Tweets 2464 of 7000 have been processed\n",
      "Tweets 2465 of 7000 have been processed\n",
      "Tweets 2466 of 7000 have been processed\n",
      "Tweets 2467 of 7000 have been processed\n",
      "Tweets 2468 of 7000 have been processed\n",
      "Tweets 2469 of 7000 have been processed\n",
      "Tweets 2470 of 7000 have been processed\n",
      "Tweets 2471 of 7000 have been processed\n",
      "Tweets 2472 of 7000 have been processed\n",
      "Tweets 2473 of 7000 have been processed\n",
      "Tweets 2474 of 7000 have been processed\n",
      "Tweets 2475 of 7000 have been processed\n",
      "Tweets 2476 of 7000 have been processed\n",
      "Tweets 2477 of 7000 have been processed\n",
      "Tweets 2478 of 7000 have been processed\n",
      "Tweets 2479 of 7000 have been processed\n",
      "Tweets 2480 of 7000 have been processed\n",
      "Tweets 2481 of 7000 have been processed\n",
      "Tweets 2482 of 7000 have been processed\n",
      "Tweets 2483 of 7000 have been processed\n",
      "Tweets 2484 of 7000 have been processed\n",
      "Tweets 2485 of 7000 have been processed\n",
      "Tweets 2486 of 7000 have been processed\n",
      "Tweets 2487 of 7000 have been processed\n",
      "Tweets 2488 of 7000 have been processed\n",
      "Tweets 2489 of 7000 have been processed\n",
      "Tweets 2490 of 7000 have been processed\n",
      "Tweets 2491 of 7000 have been processed\n",
      "Tweets 2492 of 7000 have been processed\n",
      "Tweets 2493 of 7000 have been processed\n",
      "Tweets 2494 of 7000 have been processed\n",
      "Tweets 2495 of 7000 have been processed\n",
      "Tweets 2496 of 7000 have been processed\n",
      "Tweets 2497 of 7000 have been processed\n",
      "Tweets 2498 of 7000 have been processed\n",
      "Tweets 2499 of 7000 have been processed\n",
      "Tweets 2500 of 7000 have been processed\n",
      "Tweets 2501 of 7000 have been processed\n",
      "Tweets 2502 of 7000 have been processed\n",
      "Tweets 2503 of 7000 have been processed\n",
      "Tweets 2504 of 7000 have been processed\n",
      "Tweets 2505 of 7000 have been processed\n",
      "Tweets 2506 of 7000 have been processed\n",
      "Tweets 2507 of 7000 have been processed\n",
      "Tweets 2508 of 7000 have been processed\n",
      "Tweets 2509 of 7000 have been processed\n",
      "Tweets 2510 of 7000 have been processed\n",
      "Tweets 2511 of 7000 have been processed\n",
      "Tweets 2512 of 7000 have been processed\n",
      "Tweets 2513 of 7000 have been processed\n",
      "Tweets 2514 of 7000 have been processed\n",
      "Tweets 2515 of 7000 have been processed\n",
      "Tweets 2516 of 7000 have been processed\n",
      "Tweets 2517 of 7000 have been processed\n",
      "Tweets 2518 of 7000 have been processed\n",
      "Tweets 2519 of 7000 have been processed\n",
      "Tweets 2520 of 7000 have been processed\n",
      "Tweets 2521 of 7000 have been processed\n",
      "Tweets 2522 of 7000 have been processed\n",
      "Tweets 2523 of 7000 have been processed\n",
      "Tweets 2524 of 7000 have been processed\n",
      "Tweets 2525 of 7000 have been processed\n",
      "Tweets 2526 of 7000 have been processed\n",
      "Tweets 2527 of 7000 have been processed\n",
      "Tweets 2528 of 7000 have been processed\n",
      "Tweets 2529 of 7000 have been processed\n",
      "Tweets 2530 of 7000 have been processed\n",
      "Tweets 2531 of 7000 have been processed\n",
      "Tweets 2532 of 7000 have been processed\n",
      "Tweets 2533 of 7000 have been processed\n",
      "Tweets 2534 of 7000 have been processed\n",
      "Tweets 2535 of 7000 have been processed\n",
      "Tweets 2536 of 7000 have been processed\n",
      "Tweets 2537 of 7000 have been processed\n",
      "Tweets 2538 of 7000 have been processed\n",
      "Tweets 2539 of 7000 have been processed\n",
      "Tweets 2540 of 7000 have been processed\n",
      "Tweets 2541 of 7000 have been processed\n",
      "Tweets 2542 of 7000 have been processed\n",
      "Tweets 2543 of 7000 have been processed\n",
      "Tweets 2544 of 7000 have been processed\n",
      "Tweets 2545 of 7000 have been processed\n",
      "Tweets 2546 of 7000 have been processed\n",
      "Tweets 2547 of 7000 have been processed\n",
      "Tweets 2548 of 7000 have been processed\n",
      "Tweets 2549 of 7000 have been processed\n",
      "Tweets 2550 of 7000 have been processed\n",
      "Tweets 2551 of 7000 have been processed\n",
      "Tweets 2552 of 7000 have been processed\n",
      "Tweets 2553 of 7000 have been processed\n",
      "Tweets 2554 of 7000 have been processed\n",
      "Tweets 2555 of 7000 have been processed\n",
      "Tweets 2556 of 7000 have been processed\n",
      "Tweets 2557 of 7000 have been processed\n",
      "Tweets 2558 of 7000 have been processed\n",
      "Tweets 2559 of 7000 have been processed\n",
      "Tweets 2560 of 7000 have been processed\n",
      "Tweets 2561 of 7000 have been processed\n",
      "Tweets 2562 of 7000 have been processed\n",
      "Tweets 2563 of 7000 have been processed\n",
      "Tweets 2564 of 7000 have been processed\n",
      "Tweets 2565 of 7000 have been processed\n",
      "Tweets 2566 of 7000 have been processed\n",
      "Tweets 2567 of 7000 have been processed\n",
      "Tweets 2568 of 7000 have been processed\n",
      "Tweets 2569 of 7000 have been processed\n",
      "Tweets 2570 of 7000 have been processed\n",
      "Tweets 2571 of 7000 have been processed\n",
      "Tweets 2572 of 7000 have been processed\n",
      "Tweets 2573 of 7000 have been processed\n",
      "Tweets 2574 of 7000 have been processed\n",
      "Tweets 2575 of 7000 have been processed\n",
      "Tweets 2576 of 7000 have been processed\n",
      "Tweets 2577 of 7000 have been processed\n",
      "Tweets 2578 of 7000 have been processed\n",
      "Tweets 2579 of 7000 have been processed\n",
      "Tweets 2580 of 7000 have been processed\n",
      "Tweets 2581 of 7000 have been processed\n",
      "Tweets 2582 of 7000 have been processed\n",
      "Tweets 2583 of 7000 have been processed\n",
      "Tweets 2584 of 7000 have been processed\n",
      "Tweets 2585 of 7000 have been processed\n",
      "Tweets 2586 of 7000 have been processed\n",
      "Tweets 2587 of 7000 have been processed\n",
      "Tweets 2588 of 7000 have been processed\n",
      "Tweets 2589 of 7000 have been processed\n",
      "Tweets 2590 of 7000 have been processed\n",
      "Tweets 2591 of 7000 have been processed\n",
      "Tweets 2592 of 7000 have been processed\n",
      "Tweets 2593 of 7000 have been processed\n",
      "Tweets 2594 of 7000 have been processed\n",
      "Tweets 2595 of 7000 have been processed\n",
      "Tweets 2596 of 7000 have been processed\n",
      "Tweets 2597 of 7000 have been processed\n",
      "Tweets 2598 of 7000 have been processed\n",
      "Tweets 2599 of 7000 have been processed\n",
      "Tweets 2600 of 7000 have been processed\n",
      "Tweets 2601 of 7000 have been processed\n",
      "Tweets 2602 of 7000 have been processed\n",
      "Tweets 2603 of 7000 have been processed\n",
      "Tweets 2604 of 7000 have been processed\n",
      "Tweets 2605 of 7000 have been processed\n",
      "Tweets 2606 of 7000 have been processed\n",
      "Tweets 2607 of 7000 have been processed\n",
      "Tweets 2608 of 7000 have been processed\n",
      "Tweets 2609 of 7000 have been processed\n",
      "Tweets 2610 of 7000 have been processed\n",
      "Tweets 2611 of 7000 have been processed\n",
      "Tweets 2612 of 7000 have been processed\n",
      "Tweets 2613 of 7000 have been processed\n",
      "Tweets 2614 of 7000 have been processed\n",
      "Tweets 2615 of 7000 have been processed\n",
      "Tweets 2616 of 7000 have been processed\n",
      "Tweets 2617 of 7000 have been processed\n",
      "Tweets 2618 of 7000 have been processed\n",
      "Tweets 2619 of 7000 have been processed\n",
      "Tweets 2620 of 7000 have been processed\n",
      "Tweets 2621 of 7000 have been processed\n",
      "Tweets 2622 of 7000 have been processed\n",
      "Tweets 2623 of 7000 have been processed\n",
      "Tweets 2624 of 7000 have been processed\n",
      "Tweets 2625 of 7000 have been processed\n",
      "Tweets 2626 of 7000 have been processed\n",
      "Tweets 2627 of 7000 have been processed\n",
      "Tweets 2628 of 7000 have been processed\n",
      "Tweets 2629 of 7000 have been processed\n",
      "Tweets 2630 of 7000 have been processed\n",
      "Tweets 2631 of 7000 have been processed\n",
      "Tweets 2632 of 7000 have been processed\n",
      "Tweets 2633 of 7000 have been processed\n",
      "Tweets 2634 of 7000 have been processed\n",
      "Tweets 2635 of 7000 have been processed\n",
      "Tweets 2636 of 7000 have been processed\n",
      "Tweets 2637 of 7000 have been processed\n",
      "Tweets 2638 of 7000 have been processed\n",
      "Tweets 2639 of 7000 have been processed\n",
      "Tweets 2640 of 7000 have been processed\n",
      "Tweets 2641 of 7000 have been processed\n",
      "Tweets 2642 of 7000 have been processed\n",
      "Tweets 2643 of 7000 have been processed\n",
      "Tweets 2644 of 7000 have been processed\n",
      "Tweets 2645 of 7000 have been processed\n",
      "Tweets 2646 of 7000 have been processed\n",
      "Tweets 2647 of 7000 have been processed\n",
      "Tweets 2648 of 7000 have been processed\n",
      "Tweets 2649 of 7000 have been processed\n",
      "Tweets 2650 of 7000 have been processed\n",
      "Tweets 2651 of 7000 have been processed\n",
      "Tweets 2652 of 7000 have been processed\n",
      "Tweets 2653 of 7000 have been processed\n",
      "Tweets 2654 of 7000 have been processed\n",
      "Tweets 2655 of 7000 have been processed\n",
      "Tweets 2656 of 7000 have been processed\n",
      "Tweets 2657 of 7000 have been processed\n",
      "Tweets 2658 of 7000 have been processed\n",
      "Tweets 2659 of 7000 have been processed\n",
      "Tweets 2660 of 7000 have been processed\n",
      "Tweets 2661 of 7000 have been processed\n",
      "Tweets 2662 of 7000 have been processed\n",
      "Tweets 2663 of 7000 have been processed\n",
      "Tweets 2664 of 7000 have been processed\n",
      "Tweets 2665 of 7000 have been processed\n",
      "Tweets 2666 of 7000 have been processed\n",
      "Tweets 2667 of 7000 have been processed\n",
      "Tweets 2668 of 7000 have been processed\n",
      "Tweets 2669 of 7000 have been processed\n",
      "Tweets 2670 of 7000 have been processed\n",
      "Tweets 2671 of 7000 have been processed\n",
      "Tweets 2672 of 7000 have been processed\n",
      "Tweets 2673 of 7000 have been processed\n",
      "Tweets 2674 of 7000 have been processed\n",
      "Tweets 2675 of 7000 have been processed\n",
      "Tweets 2676 of 7000 have been processed\n",
      "Tweets 2677 of 7000 have been processed\n",
      "Tweets 2678 of 7000 have been processed\n",
      "Tweets 2679 of 7000 have been processed\n",
      "Tweets 2680 of 7000 have been processed\n",
      "Tweets 2681 of 7000 have been processed\n",
      "Tweets 2682 of 7000 have been processed\n",
      "Tweets 2683 of 7000 have been processed\n",
      "Tweets 2684 of 7000 have been processed\n",
      "Tweets 2685 of 7000 have been processed\n",
      "Tweets 2686 of 7000 have been processed\n",
      "Tweets 2687 of 7000 have been processed\n",
      "Tweets 2688 of 7000 have been processed\n",
      "Tweets 2689 of 7000 have been processed\n",
      "Tweets 2690 of 7000 have been processed\n",
      "Tweets 2691 of 7000 have been processed\n",
      "Tweets 2692 of 7000 have been processed\n",
      "Tweets 2693 of 7000 have been processed\n",
      "Tweets 2694 of 7000 have been processed\n",
      "Tweets 2695 of 7000 have been processed\n",
      "Tweets 2696 of 7000 have been processed\n",
      "Tweets 2697 of 7000 have been processed\n",
      "Tweets 2698 of 7000 have been processed\n",
      "Tweets 2699 of 7000 have been processed\n",
      "Tweets 2700 of 7000 have been processed\n",
      "Tweets 2701 of 7000 have been processed\n",
      "Tweets 2702 of 7000 have been processed\n",
      "Tweets 2703 of 7000 have been processed\n",
      "Tweets 2704 of 7000 have been processed\n",
      "Tweets 2705 of 7000 have been processed\n",
      "Tweets 2706 of 7000 have been processed\n",
      "Tweets 2707 of 7000 have been processed\n",
      "Tweets 2708 of 7000 have been processed\n",
      "Tweets 2709 of 7000 have been processed\n",
      "Tweets 2710 of 7000 have been processed\n",
      "Tweets 2711 of 7000 have been processed\n",
      "Tweets 2712 of 7000 have been processed\n",
      "Tweets 2713 of 7000 have been processed\n",
      "Tweets 2714 of 7000 have been processed\n",
      "Tweets 2715 of 7000 have been processed\n",
      "Tweets 2716 of 7000 have been processed\n",
      "Tweets 2717 of 7000 have been processed\n",
      "Tweets 2718 of 7000 have been processed\n",
      "Tweets 2719 of 7000 have been processed\n",
      "Tweets 2720 of 7000 have been processed\n",
      "Tweets 2721 of 7000 have been processed\n",
      "Tweets 2722 of 7000 have been processed\n",
      "Tweets 2723 of 7000 have been processed\n",
      "Tweets 2724 of 7000 have been processed\n",
      "Tweets 2725 of 7000 have been processed\n",
      "Tweets 2726 of 7000 have been processed\n",
      "Tweets 2727 of 7000 have been processed\n",
      "Tweets 2728 of 7000 have been processed\n",
      "Tweets 2729 of 7000 have been processed\n",
      "Tweets 2730 of 7000 have been processed\n",
      "Tweets 2731 of 7000 have been processed\n",
      "Tweets 2732 of 7000 have been processed\n",
      "Tweets 2733 of 7000 have been processed\n",
      "Tweets 2734 of 7000 have been processed\n",
      "Tweets 2735 of 7000 have been processed\n",
      "Tweets 2736 of 7000 have been processed\n",
      "Tweets 2737 of 7000 have been processed\n",
      "Tweets 2738 of 7000 have been processed\n",
      "Tweets 2739 of 7000 have been processed\n",
      "Tweets 2740 of 7000 have been processed\n",
      "Tweets 2741 of 7000 have been processed\n",
      "Tweets 2742 of 7000 have been processed\n",
      "Tweets 2743 of 7000 have been processed\n",
      "Tweets 2744 of 7000 have been processed\n",
      "Tweets 2745 of 7000 have been processed\n",
      "Tweets 2746 of 7000 have been processed\n",
      "Tweets 2747 of 7000 have been processed\n",
      "Tweets 2748 of 7000 have been processed\n",
      "Tweets 2749 of 7000 have been processed\n",
      "Tweets 2750 of 7000 have been processed\n",
      "Tweets 2751 of 7000 have been processed\n",
      "Tweets 2752 of 7000 have been processed\n",
      "Tweets 2753 of 7000 have been processed\n",
      "Tweets 2754 of 7000 have been processed\n",
      "Tweets 2755 of 7000 have been processed\n",
      "Tweets 2756 of 7000 have been processed\n",
      "Tweets 2757 of 7000 have been processed\n",
      "Tweets 2758 of 7000 have been processed\n",
      "Tweets 2759 of 7000 have been processed\n",
      "Tweets 2760 of 7000 have been processed\n",
      "Tweets 2761 of 7000 have been processed\n",
      "Tweets 2762 of 7000 have been processed\n",
      "Tweets 2763 of 7000 have been processed\n",
      "Tweets 2764 of 7000 have been processed\n",
      "Tweets 2765 of 7000 have been processed\n",
      "Tweets 2766 of 7000 have been processed\n",
      "Tweets 2767 of 7000 have been processed\n",
      "Tweets 2768 of 7000 have been processed\n",
      "Tweets 2769 of 7000 have been processed\n",
      "Tweets 2770 of 7000 have been processed\n",
      "Tweets 2771 of 7000 have been processed\n",
      "Tweets 2772 of 7000 have been processed\n",
      "Tweets 2773 of 7000 have been processed\n",
      "Tweets 2774 of 7000 have been processed\n",
      "Tweets 2775 of 7000 have been processed\n",
      "Tweets 2776 of 7000 have been processed\n",
      "Tweets 2777 of 7000 have been processed\n",
      "Tweets 2778 of 7000 have been processed\n",
      "Tweets 2779 of 7000 have been processed\n",
      "Tweets 2780 of 7000 have been processed\n",
      "Tweets 2781 of 7000 have been processed\n",
      "Tweets 2782 of 7000 have been processed\n",
      "Tweets 2783 of 7000 have been processed\n",
      "Tweets 2784 of 7000 have been processed\n",
      "Tweets 2785 of 7000 have been processed\n",
      "Tweets 2786 of 7000 have been processed\n",
      "Tweets 2787 of 7000 have been processed\n",
      "Tweets 2788 of 7000 have been processed\n",
      "Tweets 2789 of 7000 have been processed\n",
      "Tweets 2790 of 7000 have been processed\n",
      "Tweets 2791 of 7000 have been processed\n",
      "Tweets 2792 of 7000 have been processed\n",
      "Tweets 2793 of 7000 have been processed\n",
      "Tweets 2794 of 7000 have been processed\n",
      "Tweets 2795 of 7000 have been processed\n",
      "Tweets 2796 of 7000 have been processed\n",
      "Tweets 2797 of 7000 have been processed\n",
      "Tweets 2798 of 7000 have been processed\n",
      "Tweets 2799 of 7000 have been processed\n",
      "Tweets 2800 of 7000 have been processed\n",
      "Tweets 2801 of 7000 have been processed\n",
      "Tweets 2802 of 7000 have been processed\n",
      "Tweets 2803 of 7000 have been processed\n",
      "Tweets 2804 of 7000 have been processed\n",
      "Tweets 2805 of 7000 have been processed\n",
      "Tweets 2806 of 7000 have been processed\n",
      "Tweets 2807 of 7000 have been processed\n",
      "Tweets 2808 of 7000 have been processed\n",
      "Tweets 2809 of 7000 have been processed\n",
      "Tweets 2810 of 7000 have been processed\n",
      "Tweets 2811 of 7000 have been processed\n",
      "Tweets 2812 of 7000 have been processed\n",
      "Tweets 2813 of 7000 have been processed\n",
      "Tweets 2814 of 7000 have been processed\n",
      "Tweets 2815 of 7000 have been processed\n",
      "Tweets 2816 of 7000 have been processed\n",
      "Tweets 2817 of 7000 have been processed\n",
      "Tweets 2818 of 7000 have been processed\n",
      "Tweets 2819 of 7000 have been processed\n",
      "Tweets 2820 of 7000 have been processed\n",
      "Tweets 2821 of 7000 have been processed\n",
      "Tweets 2822 of 7000 have been processed\n",
      "Tweets 2823 of 7000 have been processed\n",
      "Tweets 2824 of 7000 have been processed\n",
      "Tweets 2825 of 7000 have been processed\n",
      "Tweets 2826 of 7000 have been processed\n",
      "Tweets 2827 of 7000 have been processed\n",
      "Tweets 2828 of 7000 have been processed\n",
      "Tweets 2829 of 7000 have been processed\n",
      "Tweets 2830 of 7000 have been processed\n",
      "Tweets 2831 of 7000 have been processed\n",
      "Tweets 2832 of 7000 have been processed\n",
      "Tweets 2833 of 7000 have been processed\n",
      "Tweets 2834 of 7000 have been processed\n",
      "Tweets 2835 of 7000 have been processed\n",
      "Tweets 2836 of 7000 have been processed\n",
      "Tweets 2837 of 7000 have been processed\n",
      "Tweets 2838 of 7000 have been processed\n",
      "Tweets 2839 of 7000 have been processed\n",
      "Tweets 2840 of 7000 have been processed\n",
      "Tweets 2841 of 7000 have been processed\n",
      "Tweets 2842 of 7000 have been processed\n",
      "Tweets 2843 of 7000 have been processed\n",
      "Tweets 2844 of 7000 have been processed\n",
      "Tweets 2845 of 7000 have been processed\n",
      "Tweets 2846 of 7000 have been processed\n",
      "Tweets 2847 of 7000 have been processed\n",
      "Tweets 2848 of 7000 have been processed\n",
      "Tweets 2849 of 7000 have been processed\n",
      "Tweets 2850 of 7000 have been processed\n",
      "Tweets 2851 of 7000 have been processed\n",
      "Tweets 2852 of 7000 have been processed\n",
      "Tweets 2853 of 7000 have been processed\n",
      "Tweets 2854 of 7000 have been processed\n",
      "Tweets 2855 of 7000 have been processed\n",
      "Tweets 2856 of 7000 have been processed\n",
      "Tweets 2857 of 7000 have been processed\n",
      "Tweets 2858 of 7000 have been processed\n",
      "Tweets 2859 of 7000 have been processed\n",
      "Tweets 2860 of 7000 have been processed\n",
      "Tweets 2861 of 7000 have been processed\n",
      "Tweets 2862 of 7000 have been processed\n",
      "Tweets 2863 of 7000 have been processed\n",
      "Tweets 2864 of 7000 have been processed\n",
      "Tweets 2865 of 7000 have been processed\n",
      "Tweets 2866 of 7000 have been processed\n",
      "Tweets 2867 of 7000 have been processed\n",
      "Tweets 2868 of 7000 have been processed\n",
      "Tweets 2869 of 7000 have been processed\n",
      "Tweets 2870 of 7000 have been processed\n",
      "Tweets 2871 of 7000 have been processed\n",
      "Tweets 2872 of 7000 have been processed\n",
      "Tweets 2873 of 7000 have been processed\n",
      "Tweets 2874 of 7000 have been processed\n",
      "Tweets 2875 of 7000 have been processed\n",
      "Tweets 2876 of 7000 have been processed\n",
      "Tweets 2877 of 7000 have been processed\n",
      "Tweets 2878 of 7000 have been processed\n",
      "Tweets 2879 of 7000 have been processed\n",
      "Tweets 2880 of 7000 have been processed\n",
      "Tweets 2881 of 7000 have been processed\n",
      "Tweets 2882 of 7000 have been processed\n",
      "Tweets 2883 of 7000 have been processed\n",
      "Tweets 2884 of 7000 have been processed\n",
      "Tweets 2885 of 7000 have been processed\n",
      "Tweets 2886 of 7000 have been processed\n",
      "Tweets 2887 of 7000 have been processed\n",
      "Tweets 2888 of 7000 have been processed\n",
      "Tweets 2889 of 7000 have been processed\n",
      "Tweets 2890 of 7000 have been processed\n",
      "Tweets 2891 of 7000 have been processed\n",
      "Tweets 2892 of 7000 have been processed\n",
      "Tweets 2893 of 7000 have been processed\n",
      "Tweets 2894 of 7000 have been processed\n",
      "Tweets 2895 of 7000 have been processed\n",
      "Tweets 2896 of 7000 have been processed\n",
      "Tweets 2897 of 7000 have been processed\n",
      "Tweets 2898 of 7000 have been processed\n",
      "Tweets 2899 of 7000 have been processed\n",
      "Tweets 2900 of 7000 have been processed\n",
      "Tweets 2901 of 7000 have been processed\n",
      "Tweets 2902 of 7000 have been processed\n",
      "Tweets 2903 of 7000 have been processed\n",
      "Tweets 2904 of 7000 have been processed\n",
      "Tweets 2905 of 7000 have been processed\n",
      "Tweets 2906 of 7000 have been processed\n",
      "Tweets 2907 of 7000 have been processed\n",
      "Tweets 2908 of 7000 have been processed\n",
      "Tweets 2909 of 7000 have been processed\n",
      "Tweets 2910 of 7000 have been processed\n",
      "Tweets 2911 of 7000 have been processed\n",
      "Tweets 2912 of 7000 have been processed\n",
      "Tweets 2913 of 7000 have been processed\n",
      "Tweets 2914 of 7000 have been processed\n",
      "Tweets 2915 of 7000 have been processed\n",
      "Tweets 2916 of 7000 have been processed\n",
      "Tweets 2917 of 7000 have been processed\n",
      "Tweets 2918 of 7000 have been processed\n",
      "Tweets 2919 of 7000 have been processed\n",
      "Tweets 2920 of 7000 have been processed\n",
      "Tweets 2921 of 7000 have been processed\n",
      "Tweets 2922 of 7000 have been processed\n",
      "Tweets 2923 of 7000 have been processed\n",
      "Tweets 2924 of 7000 have been processed\n",
      "Tweets 2925 of 7000 have been processed\n",
      "Tweets 2926 of 7000 have been processed\n",
      "Tweets 2927 of 7000 have been processed\n",
      "Tweets 2928 of 7000 have been processed\n",
      "Tweets 2929 of 7000 have been processed\n",
      "Tweets 2930 of 7000 have been processed\n",
      "Tweets 2931 of 7000 have been processed\n",
      "Tweets 2932 of 7000 have been processed\n",
      "Tweets 2933 of 7000 have been processed\n",
      "Tweets 2934 of 7000 have been processed\n",
      "Tweets 2935 of 7000 have been processed\n",
      "Tweets 2936 of 7000 have been processed\n",
      "Tweets 2937 of 7000 have been processed\n",
      "Tweets 2938 of 7000 have been processed\n",
      "Tweets 2939 of 7000 have been processed\n",
      "Tweets 2940 of 7000 have been processed\n",
      "Tweets 2941 of 7000 have been processed\n",
      "Tweets 2942 of 7000 have been processed\n",
      "Tweets 2943 of 7000 have been processed\n",
      "Tweets 2944 of 7000 have been processed\n",
      "Tweets 2945 of 7000 have been processed\n",
      "Tweets 2946 of 7000 have been processed\n",
      "Tweets 2947 of 7000 have been processed\n",
      "Tweets 2948 of 7000 have been processed\n",
      "Tweets 2949 of 7000 have been processed\n",
      "Tweets 2950 of 7000 have been processed\n",
      "Tweets 2951 of 7000 have been processed\n",
      "Tweets 2952 of 7000 have been processed\n",
      "Tweets 2953 of 7000 have been processed\n",
      "Tweets 2954 of 7000 have been processed\n",
      "Tweets 2955 of 7000 have been processed\n",
      "Tweets 2956 of 7000 have been processed\n",
      "Tweets 2957 of 7000 have been processed\n",
      "Tweets 2958 of 7000 have been processed\n",
      "Tweets 2959 of 7000 have been processed\n",
      "Tweets 2960 of 7000 have been processed\n",
      "Tweets 2961 of 7000 have been processed\n",
      "Tweets 2962 of 7000 have been processed\n",
      "Tweets 2963 of 7000 have been processed\n",
      "Tweets 2964 of 7000 have been processed\n",
      "Tweets 2965 of 7000 have been processed\n",
      "Tweets 2966 of 7000 have been processed\n",
      "Tweets 2967 of 7000 have been processed\n",
      "Tweets 2968 of 7000 have been processed\n",
      "Tweets 2969 of 7000 have been processed\n",
      "Tweets 2970 of 7000 have been processed\n",
      "Tweets 2971 of 7000 have been processed\n",
      "Tweets 2972 of 7000 have been processed\n",
      "Tweets 2973 of 7000 have been processed\n",
      "Tweets 2974 of 7000 have been processed\n",
      "Tweets 2975 of 7000 have been processed\n",
      "Tweets 2976 of 7000 have been processed\n",
      "Tweets 2977 of 7000 have been processed\n",
      "Tweets 2978 of 7000 have been processed\n",
      "Tweets 2979 of 7000 have been processed\n",
      "Tweets 2980 of 7000 have been processed\n",
      "Tweets 2981 of 7000 have been processed\n",
      "Tweets 2982 of 7000 have been processed\n",
      "Tweets 2983 of 7000 have been processed\n",
      "Tweets 2984 of 7000 have been processed\n",
      "Tweets 2985 of 7000 have been processed\n",
      "Tweets 2986 of 7000 have been processed\n",
      "Tweets 2987 of 7000 have been processed\n",
      "Tweets 2988 of 7000 have been processed\n",
      "Tweets 2989 of 7000 have been processed\n",
      "Tweets 2990 of 7000 have been processed\n",
      "Tweets 2991 of 7000 have been processed\n",
      "Tweets 2992 of 7000 have been processed\n",
      "Tweets 2993 of 7000 have been processed\n",
      "Tweets 2994 of 7000 have been processed\n",
      "Tweets 2995 of 7000 have been processed\n",
      "Tweets 2996 of 7000 have been processed\n",
      "Tweets 2997 of 7000 have been processed\n",
      "Tweets 2998 of 7000 have been processed\n",
      "Tweets 2999 of 7000 have been processed\n",
      "Tweets 3000 of 7000 have been processed\n",
      "Tweets 3001 of 7000 have been processed\n",
      "Tweets 3002 of 7000 have been processed\n",
      "Tweets 3003 of 7000 have been processed\n",
      "Tweets 3004 of 7000 have been processed\n",
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      "Tweets 3006 of 7000 have been processed\n",
      "Tweets 3007 of 7000 have been processed\n",
      "Tweets 3008 of 7000 have been processed\n",
      "Tweets 3009 of 7000 have been processed\n",
      "Tweets 3010 of 7000 have been processed\n",
      "Tweets 3011 of 7000 have been processed\n",
      "Tweets 3012 of 7000 have been processed\n",
      "Tweets 3013 of 7000 have been processed\n",
      "Tweets 3014 of 7000 have been processed\n",
      "Tweets 3015 of 7000 have been processed\n",
      "Tweets 3016 of 7000 have been processed\n",
      "Tweets 3017 of 7000 have been processed\n",
      "Tweets 3018 of 7000 have been processed\n",
      "Tweets 3019 of 7000 have been processed\n",
      "Tweets 3020 of 7000 have been processed\n",
      "Tweets 3021 of 7000 have been processed\n",
      "Tweets 3022 of 7000 have been processed\n",
      "Tweets 3023 of 7000 have been processed\n",
      "Tweets 3024 of 7000 have been processed\n",
      "Tweets 3025 of 7000 have been processed\n",
      "Tweets 3026 of 7000 have been processed\n",
      "Tweets 3027 of 7000 have been processed\n",
      "Tweets 3028 of 7000 have been processed\n",
      "Tweets 3029 of 7000 have been processed\n",
      "Tweets 3030 of 7000 have been processed\n",
      "Tweets 3031 of 7000 have been processed\n",
      "Tweets 3032 of 7000 have been processed\n",
      "Tweets 3033 of 7000 have been processed\n",
      "Tweets 3034 of 7000 have been processed\n",
      "Tweets 3035 of 7000 have been processed\n",
      "Tweets 3036 of 7000 have been processed\n",
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      "Tweets 3038 of 7000 have been processed\n",
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      "Tweets 3040 of 7000 have been processed\n",
      "Tweets 3041 of 7000 have been processed\n",
      "Tweets 3042 of 7000 have been processed\n",
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      "Tweets 3048 of 7000 have been processed\n",
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      "Tweets 3050 of 7000 have been processed\n",
      "Tweets 3051 of 7000 have been processed\n",
      "Tweets 3052 of 7000 have been processed\n",
      "Tweets 3053 of 7000 have been processed\n",
      "Tweets 3054 of 7000 have been processed\n",
      "Tweets 3055 of 7000 have been processed\n",
      "Tweets 3056 of 7000 have been processed\n",
      "Tweets 3057 of 7000 have been processed\n",
      "Tweets 3058 of 7000 have been processed\n",
      "Tweets 3059 of 7000 have been processed\n",
      "Tweets 3060 of 7000 have been processed\n",
      "Tweets 3061 of 7000 have been processed\n",
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      "Tweets 3064 of 7000 have been processed\n",
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      "Tweets 3070 of 7000 have been processed\n",
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      "Tweets 3099 of 7000 have been processed\n",
      "Tweets 3100 of 7000 have been processed\n",
      "Tweets 3101 of 7000 have been processed\n",
      "Tweets 3102 of 7000 have been processed\n",
      "Tweets 3103 of 7000 have been processed\n",
      "Tweets 3104 of 7000 have been processed\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tweets 3105 of 7000 have been processed\n",
      "Tweets 3106 of 7000 have been processed\n",
      "Tweets 3107 of 7000 have been processed\n",
      "Tweets 3108 of 7000 have been processed\n",
      "Tweets 3109 of 7000 have been processed\n",
      "Tweets 3110 of 7000 have been processed\n",
      "Tweets 3111 of 7000 have been processed\n",
      "Tweets 3112 of 7000 have been processed\n",
      "Tweets 3113 of 7000 have been processed\n",
      "Tweets 3114 of 7000 have been processed\n",
      "Tweets 3115 of 7000 have been processed\n",
      "Tweets 3116 of 7000 have been processed\n",
      "Tweets 3117 of 7000 have been processed\n",
      "Tweets 3118 of 7000 have been processed\n",
      "Tweets 3119 of 7000 have been processed\n",
      "Tweets 3120 of 7000 have been processed\n",
      "Tweets 3121 of 7000 have been processed\n",
      "Tweets 3122 of 7000 have been processed\n",
      "Tweets 3123 of 7000 have been processed\n",
      "Tweets 3124 of 7000 have been processed\n",
      "Tweets 3125 of 7000 have been processed\n",
      "Tweets 3126 of 7000 have been processed\n",
      "Tweets 3127 of 7000 have been processed\n",
      "Tweets 3128 of 7000 have been processed\n",
      "Tweets 3129 of 7000 have been processed\n",
      "Tweets 3130 of 7000 have been processed\n",
      "Tweets 3131 of 7000 have been processed\n",
      "Tweets 3132 of 7000 have been processed\n",
      "Tweets 3133 of 7000 have been processed\n",
      "Tweets 3134 of 7000 have been processed\n",
      "Tweets 3135 of 7000 have been processed\n",
      "Tweets 3136 of 7000 have been processed\n",
      "Tweets 3137 of 7000 have been processed\n",
      "Tweets 3138 of 7000 have been processed\n",
      "Tweets 3139 of 7000 have been processed\n",
      "Tweets 3140 of 7000 have been processed\n",
      "Tweets 3141 of 7000 have been processed\n",
      "Tweets 3142 of 7000 have been processed\n",
      "Tweets 3143 of 7000 have been processed\n",
      "Tweets 3144 of 7000 have been processed\n",
      "Tweets 3145 of 7000 have been processed\n",
      "Tweets 3146 of 7000 have been processed\n",
      "Tweets 3147 of 7000 have been processed\n",
      "Tweets 3148 of 7000 have been processed\n",
      "Tweets 3149 of 7000 have been processed\n",
      "Tweets 3150 of 7000 have been processed\n",
      "Tweets 3151 of 7000 have been processed\n",
      "Tweets 3152 of 7000 have been processed\n",
      "Tweets 3153 of 7000 have been processed\n",
      "Tweets 3154 of 7000 have been processed\n",
      "Tweets 3155 of 7000 have been processed\n",
      "Tweets 3156 of 7000 have been processed\n",
      "Tweets 3157 of 7000 have been processed\n",
      "Tweets 3158 of 7000 have been processed\n",
      "Tweets 3159 of 7000 have been processed\n",
      "Tweets 3160 of 7000 have been processed\n",
      "Tweets 3161 of 7000 have been processed\n",
      "Tweets 3162 of 7000 have been processed\n",
      "Tweets 3163 of 7000 have been processed\n",
      "Tweets 3164 of 7000 have been processed\n",
      "Tweets 3165 of 7000 have been processed\n",
      "Tweets 3166 of 7000 have been processed\n",
      "Tweets 3167 of 7000 have been processed\n",
      "Tweets 3168 of 7000 have been processed\n",
      "Tweets 3169 of 7000 have been processed\n",
      "Tweets 3170 of 7000 have been processed\n",
      "Tweets 3171 of 7000 have been processed\n",
      "Tweets 3172 of 7000 have been processed\n",
      "Tweets 3173 of 7000 have been processed\n",
      "Tweets 3174 of 7000 have been processed\n",
      "Tweets 3175 of 7000 have been processed\n",
      "Tweets 3176 of 7000 have been processed\n",
      "Tweets 3177 of 7000 have been processed\n",
      "Tweets 3178 of 7000 have been processed\n",
      "Tweets 3179 of 7000 have been processed\n",
      "Tweets 3180 of 7000 have been processed\n",
      "Tweets 3181 of 7000 have been processed\n",
      "Tweets 3182 of 7000 have been processed\n",
      "Tweets 3183 of 7000 have been processed\n",
      "Tweets 3184 of 7000 have been processed\n",
      "Tweets 3185 of 7000 have been processed\n",
      "Tweets 3186 of 7000 have been processed\n",
      "Tweets 3187 of 7000 have been processed\n",
      "Tweets 3188 of 7000 have been processed\n",
      "Tweets 3189 of 7000 have been processed\n",
      "Tweets 3190 of 7000 have been processed\n",
      "Tweets 3191 of 7000 have been processed\n",
      "Tweets 3192 of 7000 have been processed\n",
      "Tweets 3193 of 7000 have been processed\n",
      "Tweets 3194 of 7000 have been processed\n",
      "Tweets 3195 of 7000 have been processed\n",
      "Tweets 3196 of 7000 have been processed\n",
      "Tweets 3197 of 7000 have been processed\n",
      "Tweets 3198 of 7000 have been processed\n",
      "Tweets 3199 of 7000 have been processed\n",
      "Tweets 3200 of 7000 have been processed\n",
      "Tweets 3201 of 7000 have been processed\n",
      "Tweets 3202 of 7000 have been processed\n",
      "Tweets 3203 of 7000 have been processed\n",
      "Tweets 3204 of 7000 have been processed\n",
      "Tweets 3205 of 7000 have been processed\n",
      "Tweets 3206 of 7000 have been processed\n",
      "Tweets 3207 of 7000 have been processed\n",
      "Tweets 3208 of 7000 have been processed\n",
      "Tweets 3209 of 7000 have been processed\n",
      "Tweets 3210 of 7000 have been processed\n",
      "Tweets 3211 of 7000 have been processed\n",
      "Tweets 3212 of 7000 have been processed\n",
      "Tweets 3213 of 7000 have been processed\n",
      "Tweets 3214 of 7000 have been processed\n",
      "Tweets 3215 of 7000 have been processed\n",
      "Tweets 3216 of 7000 have been processed\n",
      "Tweets 3217 of 7000 have been processed\n",
      "Tweets 3218 of 7000 have been processed\n",
      "Tweets 3219 of 7000 have been processed\n",
      "Tweets 3220 of 7000 have been processed\n",
      "Tweets 3221 of 7000 have been processed\n",
      "Tweets 3222 of 7000 have been processed\n",
      "Tweets 3223 of 7000 have been processed\n",
      "Tweets 3224 of 7000 have been processed\n",
      "Tweets 3225 of 7000 have been processed\n",
      "Tweets 3226 of 7000 have been processed\n",
      "Tweets 3227 of 7000 have been processed\n",
      "Tweets 3228 of 7000 have been processed\n",
      "Tweets 3229 of 7000 have been processed\n",
      "Tweets 3230 of 7000 have been processed\n",
      "Tweets 3231 of 7000 have been processed\n",
      "Tweets 3232 of 7000 have been processed\n",
      "Tweets 3233 of 7000 have been processed\n",
      "Tweets 3234 of 7000 have been processed\n",
      "Tweets 3235 of 7000 have been processed\n",
      "Tweets 3236 of 7000 have been processed\n",
      "Tweets 3237 of 7000 have been processed\n",
      "Tweets 3238 of 7000 have been processed\n",
      "Tweets 3239 of 7000 have been processed\n",
      "Tweets 3240 of 7000 have been processed\n",
      "Tweets 3241 of 7000 have been processed\n",
      "Tweets 3242 of 7000 have been processed\n",
      "Tweets 3243 of 7000 have been processed\n",
      "Tweets 3244 of 7000 have been processed\n",
      "Tweets 3245 of 7000 have been processed\n",
      "Tweets 3246 of 7000 have been processed\n",
      "Tweets 3247 of 7000 have been processed\n",
      "Tweets 3248 of 7000 have been processed\n",
      "Tweets 3249 of 7000 have been processed\n",
      "Tweets 3250 of 7000 have been processed\n",
      "Tweets 3251 of 7000 have been processed\n",
      "Tweets 3252 of 7000 have been processed\n",
      "Tweets 3253 of 7000 have been processed\n",
      "Tweets 3254 of 7000 have been processed\n",
      "Tweets 3255 of 7000 have been processed\n",
      "Tweets 3256 of 7000 have been processed\n",
      "Tweets 3257 of 7000 have been processed\n",
      "Tweets 3258 of 7000 have been processed\n",
      "Tweets 3259 of 7000 have been processed\n",
      "Tweets 3260 of 7000 have been processed\n",
      "Tweets 3261 of 7000 have been processed\n",
      "Tweets 3262 of 7000 have been processed\n",
      "Tweets 3263 of 7000 have been processed\n",
      "Tweets 3264 of 7000 have been processed\n",
      "Tweets 3265 of 7000 have been processed\n",
      "Tweets 3266 of 7000 have been processed\n",
      "Tweets 3267 of 7000 have been processed\n",
      "Tweets 3268 of 7000 have been processed\n",
      "Tweets 3269 of 7000 have been processed\n",
      "Tweets 3270 of 7000 have been processed\n",
      "Tweets 3271 of 7000 have been processed\n",
      "Tweets 3272 of 7000 have been processed\n",
      "Tweets 3273 of 7000 have been processed\n",
      "Tweets 3274 of 7000 have been processed\n",
      "Tweets 3275 of 7000 have been processed\n",
      "Tweets 3276 of 7000 have been processed\n",
      "Tweets 3277 of 7000 have been processed\n",
      "Tweets 3278 of 7000 have been processed\n",
      "Tweets 3279 of 7000 have been processed\n",
      "Tweets 3280 of 7000 have been processed\n",
      "Tweets 3281 of 7000 have been processed\n",
      "Tweets 3282 of 7000 have been processed\n",
      "Tweets 3283 of 7000 have been processed\n",
      "Tweets 3284 of 7000 have been processed\n",
      "Tweets 3285 of 7000 have been processed\n",
      "Tweets 3286 of 7000 have been processed\n",
      "Tweets 3287 of 7000 have been processed\n",
      "Tweets 3288 of 7000 have been processed\n",
      "Tweets 3289 of 7000 have been processed\n",
      "Tweets 3290 of 7000 have been processed\n",
      "Tweets 3291 of 7000 have been processed\n",
      "Tweets 3292 of 7000 have been processed\n",
      "Tweets 3293 of 7000 have been processed\n",
      "Tweets 3294 of 7000 have been processed\n",
      "Tweets 3295 of 7000 have been processed\n",
      "Tweets 3296 of 7000 have been processed\n",
      "Tweets 3297 of 7000 have been processed\n",
      "Tweets 3298 of 7000 have been processed\n",
      "Tweets 3299 of 7000 have been processed\n",
      "Tweets 3300 of 7000 have been processed\n",
      "Tweets 3301 of 7000 have been processed\n",
      "Tweets 3302 of 7000 have been processed\n",
      "Tweets 3303 of 7000 have been processed\n",
      "Tweets 3304 of 7000 have been processed\n",
      "Tweets 3305 of 7000 have been processed\n",
      "Tweets 3306 of 7000 have been processed\n",
      "Tweets 3307 of 7000 have been processed\n",
      "Tweets 3308 of 7000 have been processed\n",
      "Tweets 3309 of 7000 have been processed\n",
      "Tweets 3310 of 7000 have been processed\n",
      "Tweets 3311 of 7000 have been processed\n",
      "Tweets 3312 of 7000 have been processed\n",
      "Tweets 3313 of 7000 have been processed\n",
      "Tweets 3314 of 7000 have been processed\n",
      "Tweets 3315 of 7000 have been processed\n",
      "Tweets 3316 of 7000 have been processed\n",
      "Tweets 3317 of 7000 have been processed\n",
      "Tweets 3318 of 7000 have been processed\n",
      "Tweets 3319 of 7000 have been processed\n",
      "Tweets 3320 of 7000 have been processed\n",
      "Tweets 3321 of 7000 have been processed\n",
      "Tweets 3322 of 7000 have been processed\n",
      "Tweets 3323 of 7000 have been processed\n",
      "Tweets 3324 of 7000 have been processed\n",
      "Tweets 3325 of 7000 have been processed\n",
      "Tweets 3326 of 7000 have been processed\n",
      "Tweets 3327 of 7000 have been processed\n",
      "Tweets 3328 of 7000 have been processed\n",
      "Tweets 3329 of 7000 have been processed\n",
      "Tweets 3330 of 7000 have been processed\n",
      "Tweets 3331 of 7000 have been processed\n",
      "Tweets 3332 of 7000 have been processed\n",
      "Tweets 3333 of 7000 have been processed\n",
      "Tweets 3334 of 7000 have been processed\n",
      "Tweets 3335 of 7000 have been processed\n",
      "Tweets 3336 of 7000 have been processed\n",
      "Tweets 3337 of 7000 have been processed\n",
      "Tweets 3338 of 7000 have been processed\n",
      "Tweets 3339 of 7000 have been processed\n",
      "Tweets 3340 of 7000 have been processed\n",
      "Tweets 3341 of 7000 have been processed\n",
      "Tweets 3342 of 7000 have been processed\n",
      "Tweets 3343 of 7000 have been processed\n",
      "Tweets 3344 of 7000 have been processed\n",
      "Tweets 3345 of 7000 have been processed\n",
      "Tweets 3346 of 7000 have been processed\n",
      "Tweets 3347 of 7000 have been processed\n",
      "Tweets 3348 of 7000 have been processed\n",
      "Tweets 3349 of 7000 have been processed\n",
      "Tweets 3350 of 7000 have been processed\n",
      "Tweets 3351 of 7000 have been processed\n",
      "Tweets 3352 of 7000 have been processed\n",
      "Tweets 3353 of 7000 have been processed\n",
      "Tweets 3354 of 7000 have been processed\n",
      "Tweets 3355 of 7000 have been processed\n",
      "Tweets 3356 of 7000 have been processed\n",
      "Tweets 3357 of 7000 have been processed\n",
      "Tweets 3358 of 7000 have been processed\n",
      "Tweets 3359 of 7000 have been processed\n",
      "Tweets 3360 of 7000 have been processed\n",
      "Tweets 3361 of 7000 have been processed\n",
      "Tweets 3362 of 7000 have been processed\n",
      "Tweets 3363 of 7000 have been processed\n",
      "Tweets 3364 of 7000 have been processed\n",
      "Tweets 3365 of 7000 have been processed\n",
      "Tweets 3366 of 7000 have been processed\n",
      "Tweets 3367 of 7000 have been processed\n",
      "Tweets 3368 of 7000 have been processed\n",
      "Tweets 3369 of 7000 have been processed\n",
      "Tweets 3370 of 7000 have been processed\n",
      "Tweets 3371 of 7000 have been processed\n",
      "Tweets 3372 of 7000 have been processed\n",
      "Tweets 3373 of 7000 have been processed\n",
      "Tweets 3374 of 7000 have been processed\n",
      "Tweets 3375 of 7000 have been processed\n",
      "Tweets 3376 of 7000 have been processed\n",
      "Tweets 3377 of 7000 have been processed\n",
      "Tweets 3378 of 7000 have been processed\n",
      "Tweets 3379 of 7000 have been processed\n",
      "Tweets 3380 of 7000 have been processed\n",
      "Tweets 3381 of 7000 have been processed\n",
      "Tweets 3382 of 7000 have been processed\n",
      "Tweets 3383 of 7000 have been processed\n",
      "Tweets 3384 of 7000 have been processed\n",
      "Tweets 3385 of 7000 have been processed\n",
      "Tweets 3386 of 7000 have been processed\n",
      "Tweets 3387 of 7000 have been processed\n",
      "Tweets 3388 of 7000 have been processed\n",
      "Tweets 3389 of 7000 have been processed\n",
      "Tweets 3390 of 7000 have been processed\n",
      "Tweets 3391 of 7000 have been processed\n",
      "Tweets 3392 of 7000 have been processed\n",
      "Tweets 3393 of 7000 have been processed\n",
      "Tweets 3394 of 7000 have been processed\n",
      "Tweets 3395 of 7000 have been processed\n",
      "Tweets 3396 of 7000 have been processed\n",
      "Tweets 3397 of 7000 have been processed\n",
      "Tweets 3398 of 7000 have been processed\n",
      "Tweets 3399 of 7000 have been processed\n",
      "Tweets 3400 of 7000 have been processed\n",
      "Tweets 3401 of 7000 have been processed\n",
      "Tweets 3402 of 7000 have been processed\n",
      "Tweets 3403 of 7000 have been processed\n",
      "Tweets 3404 of 7000 have been processed\n",
      "Tweets 3405 of 7000 have been processed\n",
      "Tweets 3406 of 7000 have been processed\n",
      "Tweets 3407 of 7000 have been processed\n",
      "Tweets 3408 of 7000 have been processed\n",
      "Tweets 3409 of 7000 have been processed\n",
      "Tweets 3410 of 7000 have been processed\n",
      "Tweets 3411 of 7000 have been processed\n",
      "Tweets 3412 of 7000 have been processed\n",
      "Tweets 3413 of 7000 have been processed\n",
      "Tweets 3414 of 7000 have been processed\n",
      "Tweets 3415 of 7000 have been processed\n",
      "Tweets 3416 of 7000 have been processed\n",
      "Tweets 3417 of 7000 have been processed\n",
      "Tweets 3418 of 7000 have been processed\n",
      "Tweets 3419 of 7000 have been processed\n",
      "Tweets 3420 of 7000 have been processed\n",
      "Tweets 3421 of 7000 have been processed\n",
      "Tweets 3422 of 7000 have been processed\n",
      "Tweets 3423 of 7000 have been processed\n",
      "Tweets 3424 of 7000 have been processed\n",
      "Tweets 3425 of 7000 have been processed\n",
      "Tweets 3426 of 7000 have been processed\n",
      "Tweets 3427 of 7000 have been processed\n",
      "Tweets 3428 of 7000 have been processed\n",
      "Tweets 3429 of 7000 have been processed\n",
      "Tweets 3430 of 7000 have been processed\n",
      "Tweets 3431 of 7000 have been processed\n",
      "Tweets 3432 of 7000 have been processed\n",
      "Tweets 3433 of 7000 have been processed\n",
      "Tweets 3434 of 7000 have been processed\n",
      "Tweets 3435 of 7000 have been processed\n",
      "Tweets 3436 of 7000 have been processed\n",
      "Tweets 3437 of 7000 have been processed\n",
      "Tweets 3438 of 7000 have been processed\n",
      "Tweets 3439 of 7000 have been processed\n",
      "Tweets 3440 of 7000 have been processed\n",
      "Tweets 3441 of 7000 have been processed\n",
      "Tweets 3442 of 7000 have been processed\n",
      "Tweets 3443 of 7000 have been processed\n",
      "Tweets 3444 of 7000 have been processed\n",
      "Tweets 3445 of 7000 have been processed\n",
      "Tweets 3446 of 7000 have been processed\n",
      "Tweets 3447 of 7000 have been processed\n",
      "Tweets 3448 of 7000 have been processed\n",
      "Tweets 3449 of 7000 have been processed\n",
      "Tweets 3450 of 7000 have been processed\n",
      "Tweets 3451 of 7000 have been processed\n",
      "Tweets 3452 of 7000 have been processed\n",
      "Tweets 3453 of 7000 have been processed\n",
      "Tweets 3454 of 7000 have been processed\n",
      "Tweets 3455 of 7000 have been processed\n",
      "Tweets 3456 of 7000 have been processed\n",
      "Tweets 3457 of 7000 have been processed\n",
      "Tweets 3458 of 7000 have been processed\n",
      "Tweets 3459 of 7000 have been processed\n",
      "Tweets 3460 of 7000 have been processed\n",
      "Tweets 3461 of 7000 have been processed\n",
      "Tweets 3462 of 7000 have been processed\n",
      "Tweets 3463 of 7000 have been processed\n",
      "Tweets 3464 of 7000 have been processed\n",
      "Tweets 3465 of 7000 have been processed\n",
      "Tweets 3466 of 7000 have been processed\n",
      "Tweets 3467 of 7000 have been processed\n",
      "Tweets 3468 of 7000 have been processed\n",
      "Tweets 3469 of 7000 have been processed\n",
      "Tweets 3470 of 7000 have been processed\n",
      "Tweets 3471 of 7000 have been processed\n",
      "Tweets 3472 of 7000 have been processed\n",
      "Tweets 3473 of 7000 have been processed\n",
      "Tweets 3474 of 7000 have been processed\n",
      "Tweets 3475 of 7000 have been processed\n",
      "Tweets 3476 of 7000 have been processed\n",
      "Tweets 3477 of 7000 have been processed\n",
      "Tweets 3478 of 7000 have been processed\n",
      "Tweets 3479 of 7000 have been processed\n",
      "Tweets 3480 of 7000 have been processed\n",
      "Tweets 3481 of 7000 have been processed\n",
      "Tweets 3482 of 7000 have been processed\n",
      "Tweets 3483 of 7000 have been processed\n",
      "Tweets 3484 of 7000 have been processed\n",
      "Tweets 3485 of 7000 have been processed\n",
      "Tweets 3486 of 7000 have been processed\n",
      "Tweets 3487 of 7000 have been processed\n",
      "Tweets 3488 of 7000 have been processed\n",
      "Tweets 3489 of 7000 have been processed\n",
      "Tweets 3490 of 7000 have been processed\n",
      "Tweets 3491 of 7000 have been processed\n",
      "Tweets 3492 of 7000 have been processed\n",
      "Tweets 3493 of 7000 have been processed\n",
      "Tweets 3494 of 7000 have been processed\n",
      "Tweets 3495 of 7000 have been processed\n",
      "Tweets 3496 of 7000 have been processed\n",
      "Tweets 3497 of 7000 have been processed\n",
      "Tweets 3498 of 7000 have been processed\n",
      "Tweets 3499 of 7000 have been processed\n",
      "Tweets 3500 of 7000 have been processed\n",
      "Tweets 3501 of 7000 have been processed\n",
      "Tweets 3502 of 7000 have been processed\n",
      "Tweets 3503 of 7000 have been processed\n",
      "Tweets 3504 of 7000 have been processed\n",
      "Tweets 3505 of 7000 have been processed\n",
      "Tweets 3506 of 7000 have been processed\n",
      "Tweets 3507 of 7000 have been processed\n",
      "Tweets 3508 of 7000 have been processed\n",
      "Tweets 3509 of 7000 have been processed\n",
      "Tweets 3510 of 7000 have been processed\n",
      "Tweets 3511 of 7000 have been processed\n",
      "Tweets 3512 of 7000 have been processed\n",
      "Tweets 3513 of 7000 have been processed\n",
      "Tweets 3514 of 7000 have been processed\n",
      "Tweets 3515 of 7000 have been processed\n",
      "Tweets 3516 of 7000 have been processed\n",
      "Tweets 3517 of 7000 have been processed\n",
      "Tweets 3518 of 7000 have been processed\n",
      "Tweets 3519 of 7000 have been processed\n",
      "Tweets 3520 of 7000 have been processed\n",
      "Tweets 3521 of 7000 have been processed\n",
      "Tweets 3522 of 7000 have been processed\n",
      "Tweets 3523 of 7000 have been processed\n",
      "Tweets 3524 of 7000 have been processed\n",
      "Tweets 3525 of 7000 have been processed\n",
      "Tweets 3526 of 7000 have been processed\n",
      "Tweets 3527 of 7000 have been processed\n",
      "Tweets 3528 of 7000 have been processed\n",
      "Tweets 3529 of 7000 have been processed\n",
      "Tweets 3530 of 7000 have been processed\n",
      "Tweets 3531 of 7000 have been processed\n",
      "Tweets 3532 of 7000 have been processed\n",
      "Tweets 3533 of 7000 have been processed\n",
      "Tweets 3534 of 7000 have been processed\n",
      "Tweets 3535 of 7000 have been processed\n",
      "Tweets 3536 of 7000 have been processed\n",
      "Tweets 3537 of 7000 have been processed\n",
      "Tweets 3538 of 7000 have been processed\n",
      "Tweets 3539 of 7000 have been processed\n",
      "Tweets 3540 of 7000 have been processed\n",
      "Tweets 3541 of 7000 have been processed\n",
      "Tweets 3542 of 7000 have been processed\n",
      "Tweets 3543 of 7000 have been processed\n",
      "Tweets 3544 of 7000 have been processed\n",
      "Tweets 3545 of 7000 have been processed\n",
      "Tweets 3546 of 7000 have been processed\n",
      "Tweets 3547 of 7000 have been processed\n",
      "Tweets 3548 of 7000 have been processed\n",
      "Tweets 3549 of 7000 have been processed\n",
      "Tweets 3550 of 7000 have been processed\n",
      "Tweets 3551 of 7000 have been processed\n",
      "Tweets 3552 of 7000 have been processed\n",
      "Tweets 3553 of 7000 have been processed\n",
      "Tweets 3554 of 7000 have been processed\n",
      "Tweets 3555 of 7000 have been processed\n",
      "Tweets 3556 of 7000 have been processed\n",
      "Tweets 3557 of 7000 have been processed\n",
      "Tweets 3558 of 7000 have been processed\n",
      "Tweets 3559 of 7000 have been processed\n",
      "Tweets 3560 of 7000 have been processed\n",
      "Tweets 3561 of 7000 have been processed\n",
      "Tweets 3562 of 7000 have been processed\n",
      "Tweets 3563 of 7000 have been processed\n",
      "Tweets 3564 of 7000 have been processed\n",
      "Tweets 3565 of 7000 have been processed\n",
      "Tweets 3566 of 7000 have been processed\n",
      "Tweets 3567 of 7000 have been processed\n",
      "Tweets 3568 of 7000 have been processed\n",
      "Tweets 3569 of 7000 have been processed\n",
      "Tweets 3570 of 7000 have been processed\n",
      "Tweets 3571 of 7000 have been processed\n",
      "Tweets 3572 of 7000 have been processed\n",
      "Tweets 3573 of 7000 have been processed\n",
      "Tweets 3574 of 7000 have been processed\n",
      "Tweets 3575 of 7000 have been processed\n",
      "Tweets 3576 of 7000 have been processed\n",
      "Tweets 3577 of 7000 have been processed\n",
      "Tweets 3578 of 7000 have been processed\n",
      "Tweets 3579 of 7000 have been processed\n",
      "Tweets 3580 of 7000 have been processed\n",
      "Tweets 3581 of 7000 have been processed\n",
      "Tweets 3582 of 7000 have been processed\n",
      "Tweets 3583 of 7000 have been processed\n",
      "Tweets 3584 of 7000 have been processed\n",
      "Tweets 3585 of 7000 have been processed\n",
      "Tweets 3586 of 7000 have been processed\n",
      "Tweets 3587 of 7000 have been processed\n",
      "Tweets 3588 of 7000 have been processed\n",
      "Tweets 3589 of 7000 have been processed\n",
      "Tweets 3590 of 7000 have been processed\n",
      "Tweets 3591 of 7000 have been processed\n",
      "Tweets 3592 of 7000 have been processed\n",
      "Tweets 3593 of 7000 have been processed\n",
      "Tweets 3594 of 7000 have been processed\n",
      "Tweets 3595 of 7000 have been processed\n",
      "Tweets 3596 of 7000 have been processed\n",
      "Tweets 3597 of 7000 have been processed\n",
      "Tweets 3598 of 7000 have been processed\n",
      "Tweets 3599 of 7000 have been processed\n",
      "Tweets 3600 of 7000 have been processed\n",
      "Tweets 3601 of 7000 have been processed\n",
      "Tweets 3602 of 7000 have been processed\n",
      "Tweets 3603 of 7000 have been processed\n",
      "Tweets 3604 of 7000 have been processed\n",
      "Tweets 3605 of 7000 have been processed\n",
      "Tweets 3606 of 7000 have been processed\n",
      "Tweets 3607 of 7000 have been processed\n",
      "Tweets 3608 of 7000 have been processed\n",
      "Tweets 3609 of 7000 have been processed\n",
      "Tweets 3610 of 7000 have been processed\n",
      "Tweets 3611 of 7000 have been processed\n",
      "Tweets 3612 of 7000 have been processed\n",
      "Tweets 3613 of 7000 have been processed\n",
      "Tweets 3614 of 7000 have been processed\n",
      "Tweets 3615 of 7000 have been processed\n",
      "Tweets 3616 of 7000 have been processed\n",
      "Tweets 3617 of 7000 have been processed\n",
      "Tweets 3618 of 7000 have been processed\n",
      "Tweets 3619 of 7000 have been processed\n",
      "Tweets 3620 of 7000 have been processed\n",
      "Tweets 3621 of 7000 have been processed\n",
      "Tweets 3622 of 7000 have been processed\n",
      "Tweets 3623 of 7000 have been processed\n",
      "Tweets 3624 of 7000 have been processed\n",
      "Tweets 3625 of 7000 have been processed\n",
      "Tweets 3626 of 7000 have been processed\n",
      "Tweets 3627 of 7000 have been processed\n",
      "Tweets 3628 of 7000 have been processed\n",
      "Tweets 3629 of 7000 have been processed\n",
      "Tweets 3630 of 7000 have been processed\n",
      "Tweets 3631 of 7000 have been processed\n",
      "Tweets 3632 of 7000 have been processed\n",
      "Tweets 3633 of 7000 have been processed\n",
      "Tweets 3634 of 7000 have been processed\n",
      "Tweets 3635 of 7000 have been processed\n",
      "Tweets 3636 of 7000 have been processed\n",
      "Tweets 3637 of 7000 have been processed\n",
      "Tweets 3638 of 7000 have been processed\n",
      "Tweets 3639 of 7000 have been processed\n",
      "Tweets 3640 of 7000 have been processed\n",
      "Tweets 3641 of 7000 have been processed\n",
      "Tweets 3642 of 7000 have been processed\n",
      "Tweets 3643 of 7000 have been processed\n",
      "Tweets 3644 of 7000 have been processed\n",
      "Tweets 3645 of 7000 have been processed\n",
      "Tweets 3646 of 7000 have been processed\n",
      "Tweets 3647 of 7000 have been processed\n",
      "Tweets 3648 of 7000 have been processed\n",
      "Tweets 3649 of 7000 have been processed\n",
      "Tweets 3650 of 7000 have been processed\n",
      "Tweets 3651 of 7000 have been processed\n",
      "Tweets 3652 of 7000 have been processed\n",
      "Tweets 3653 of 7000 have been processed\n",
      "Tweets 3654 of 7000 have been processed\n",
      "Tweets 3655 of 7000 have been processed\n",
      "Tweets 3656 of 7000 have been processed\n",
      "Tweets 3657 of 7000 have been processed\n",
      "Tweets 3658 of 7000 have been processed\n",
      "Tweets 3659 of 7000 have been processed\n",
      "Tweets 3660 of 7000 have been processed\n",
      "Tweets 3661 of 7000 have been processed\n",
      "Tweets 3662 of 7000 have been processed\n",
      "Tweets 3663 of 7000 have been processed\n",
      "Tweets 3664 of 7000 have been processed\n",
      "Tweets 3665 of 7000 have been processed\n",
      "Tweets 3666 of 7000 have been processed\n",
      "Tweets 3667 of 7000 have been processed\n",
      "Tweets 3668 of 7000 have been processed\n",
      "Tweets 3669 of 7000 have been processed\n",
      "Tweets 3670 of 7000 have been processed\n",
      "Tweets 3671 of 7000 have been processed\n",
      "Tweets 3672 of 7000 have been processed\n",
      "Tweets 3673 of 7000 have been processed\n",
      "Tweets 3674 of 7000 have been processed\n",
      "Tweets 3675 of 7000 have been processed\n",
      "Tweets 3676 of 7000 have been processed\n",
      "Tweets 3677 of 7000 have been processed\n",
      "Tweets 3678 of 7000 have been processed\n",
      "Tweets 3679 of 7000 have been processed\n",
      "Tweets 3680 of 7000 have been processed\n",
      "Tweets 3681 of 7000 have been processed\n",
      "Tweets 3682 of 7000 have been processed\n",
      "Tweets 3683 of 7000 have been processed\n",
      "Tweets 3684 of 7000 have been processed\n",
      "Tweets 3685 of 7000 have been processed\n",
      "Tweets 3686 of 7000 have been processed\n",
      "Tweets 3687 of 7000 have been processed\n",
      "Tweets 3688 of 7000 have been processed\n",
      "Tweets 3689 of 7000 have been processed\n",
      "Tweets 3690 of 7000 have been processed\n",
      "Tweets 3691 of 7000 have been processed\n",
      "Tweets 3692 of 7000 have been processed\n",
      "Tweets 3693 of 7000 have been processed\n",
      "Tweets 3694 of 7000 have been processed\n",
      "Tweets 3695 of 7000 have been processed\n",
      "Tweets 3696 of 7000 have been processed\n",
      "Tweets 3697 of 7000 have been processed\n",
      "Tweets 3698 of 7000 have been processed\n",
      "Tweets 3699 of 7000 have been processed\n",
      "Tweets 3700 of 7000 have been processed\n",
      "Tweets 3701 of 7000 have been processed\n",
      "Tweets 3702 of 7000 have been processed\n",
      "Tweets 3703 of 7000 have been processed\n",
      "Tweets 3704 of 7000 have been processed\n",
      "Tweets 3705 of 7000 have been processed\n",
      "Tweets 3706 of 7000 have been processed\n",
      "Tweets 3707 of 7000 have been processed\n",
      "Tweets 3708 of 7000 have been processed\n",
      "Tweets 3709 of 7000 have been processed\n",
      "Tweets 3710 of 7000 have been processed\n",
      "Tweets 3711 of 7000 have been processed\n",
      "Tweets 3712 of 7000 have been processed\n",
      "Tweets 3713 of 7000 have been processed\n",
      "Tweets 3714 of 7000 have been processed\n",
      "Tweets 3715 of 7000 have been processed\n",
      "Tweets 3716 of 7000 have been processed\n",
      "Tweets 3717 of 7000 have been processed\n",
      "Tweets 3718 of 7000 have been processed\n",
      "Tweets 3719 of 7000 have been processed\n",
      "Tweets 3720 of 7000 have been processed\n",
      "Tweets 3721 of 7000 have been processed\n",
      "Tweets 3722 of 7000 have been processed\n",
      "Tweets 3723 of 7000 have been processed\n",
      "Tweets 3724 of 7000 have been processed\n",
      "Tweets 3725 of 7000 have been processed\n",
      "Tweets 3726 of 7000 have been processed\n",
      "Tweets 3727 of 7000 have been processed\n",
      "Tweets 3728 of 7000 have been processed\n",
      "Tweets 3729 of 7000 have been processed\n",
      "Tweets 3730 of 7000 have been processed\n",
      "Tweets 3731 of 7000 have been processed\n",
      "Tweets 3732 of 7000 have been processed\n",
      "Tweets 3733 of 7000 have been processed\n",
      "Tweets 3734 of 7000 have been processed\n",
      "Tweets 3735 of 7000 have been processed\n",
      "Tweets 3736 of 7000 have been processed\n",
      "Tweets 3737 of 7000 have been processed\n",
      "Tweets 3738 of 7000 have been processed\n",
      "Tweets 3739 of 7000 have been processed\n",
      "Tweets 3740 of 7000 have been processed\n",
      "Tweets 3741 of 7000 have been processed\n",
      "Tweets 3742 of 7000 have been processed\n",
      "Tweets 3743 of 7000 have been processed\n",
      "Tweets 3744 of 7000 have been processed\n",
      "Tweets 3745 of 7000 have been processed\n",
      "Tweets 3746 of 7000 have been processed\n",
      "Tweets 3747 of 7000 have been processed\n",
      "Tweets 3748 of 7000 have been processed\n",
      "Tweets 3749 of 7000 have been processed\n",
      "Tweets 3750 of 7000 have been processed\n",
      "Tweets 3751 of 7000 have been processed\n",
      "Tweets 3752 of 7000 have been processed\n",
      "Tweets 3753 of 7000 have been processed\n",
      "Tweets 3754 of 7000 have been processed\n",
      "Tweets 3755 of 7000 have been processed\n",
      "Tweets 3756 of 7000 have been processed\n",
      "Tweets 3757 of 7000 have been processed\n",
      "Tweets 3758 of 7000 have been processed\n",
      "Tweets 3759 of 7000 have been processed\n",
      "Tweets 3760 of 7000 have been processed\n",
      "Tweets 3761 of 7000 have been processed\n",
      "Tweets 3762 of 7000 have been processed\n",
      "Tweets 3763 of 7000 have been processed\n",
      "Tweets 3764 of 7000 have been processed\n",
      "Tweets 3765 of 7000 have been processed\n",
      "Tweets 3766 of 7000 have been processed\n",
      "Tweets 3767 of 7000 have been processed\n",
      "Tweets 3768 of 7000 have been processed\n",
      "Tweets 3769 of 7000 have been processed\n",
      "Tweets 3770 of 7000 have been processed\n",
      "Tweets 3771 of 7000 have been processed\n",
      "Tweets 3772 of 7000 have been processed\n",
      "Tweets 3773 of 7000 have been processed\n",
      "Tweets 3774 of 7000 have been processed\n",
      "Tweets 3775 of 7000 have been processed\n",
      "Tweets 3776 of 7000 have been processed\n",
      "Tweets 3777 of 7000 have been processed\n",
      "Tweets 3778 of 7000 have been processed\n",
      "Tweets 3779 of 7000 have been processed\n",
      "Tweets 3780 of 7000 have been processed\n",
      "Tweets 3781 of 7000 have been processed\n",
      "Tweets 3782 of 7000 have been processed\n",
      "Tweets 3783 of 7000 have been processed\n",
      "Tweets 3784 of 7000 have been processed\n",
      "Tweets 3785 of 7000 have been processed\n",
      "Tweets 3786 of 7000 have been processed\n",
      "Tweets 3787 of 7000 have been processed\n",
      "Tweets 3788 of 7000 have been processed\n",
      "Tweets 3789 of 7000 have been processed\n",
      "Tweets 3790 of 7000 have been processed\n",
      "Tweets 3791 of 7000 have been processed\n",
      "Tweets 3792 of 7000 have been processed\n",
      "Tweets 3793 of 7000 have been processed\n",
      "Tweets 3794 of 7000 have been processed\n",
      "Tweets 3795 of 7000 have been processed\n",
      "Tweets 3796 of 7000 have been processed\n",
      "Tweets 3797 of 7000 have been processed\n",
      "Tweets 3798 of 7000 have been processed\n",
      "Tweets 3799 of 7000 have been processed\n",
      "Tweets 3800 of 7000 have been processed\n",
      "Tweets 3801 of 7000 have been processed\n",
      "Tweets 3802 of 7000 have been processed\n",
      "Tweets 3803 of 7000 have been processed\n",
      "Tweets 3804 of 7000 have been processed\n",
      "Tweets 3805 of 7000 have been processed\n",
      "Tweets 3806 of 7000 have been processed\n",
      "Tweets 3807 of 7000 have been processed\n",
      "Tweets 3808 of 7000 have been processed\n",
      "Tweets 3809 of 7000 have been processed\n",
      "Tweets 3810 of 7000 have been processed\n",
      "Tweets 3811 of 7000 have been processed\n",
      "Tweets 3812 of 7000 have been processed\n",
      "Tweets 3813 of 7000 have been processed\n",
      "Tweets 3814 of 7000 have been processed\n",
      "Tweets 3815 of 7000 have been processed\n",
      "Tweets 3816 of 7000 have been processed\n",
      "Tweets 3817 of 7000 have been processed\n",
      "Tweets 3818 of 7000 have been processed\n",
      "Tweets 3819 of 7000 have been processed\n",
      "Tweets 3820 of 7000 have been processed\n",
      "Tweets 3821 of 7000 have been processed\n",
      "Tweets 3822 of 7000 have been processed\n",
      "Tweets 3823 of 7000 have been processed\n",
      "Tweets 3824 of 7000 have been processed\n",
      "Tweets 3825 of 7000 have been processed\n",
      "Tweets 3826 of 7000 have been processed\n",
      "Tweets 3827 of 7000 have been processed\n",
      "Tweets 3828 of 7000 have been processed\n",
      "Tweets 3829 of 7000 have been processed\n",
      "Tweets 3830 of 7000 have been processed\n",
      "Tweets 3831 of 7000 have been processed\n",
      "Tweets 3832 of 7000 have been processed\n",
      "Tweets 3833 of 7000 have been processed\n",
      "Tweets 3834 of 7000 have been processed\n",
      "Tweets 3835 of 7000 have been processed\n",
      "Tweets 3836 of 7000 have been processed\n",
      "Tweets 3837 of 7000 have been processed\n",
      "Tweets 3838 of 7000 have been processed\n",
      "Tweets 3839 of 7000 have been processed\n",
      "Tweets 3840 of 7000 have been processed\n",
      "Tweets 3841 of 7000 have been processed\n",
      "Tweets 3842 of 7000 have been processed\n",
      "Tweets 3843 of 7000 have been processed\n",
      "Tweets 3844 of 7000 have been processed\n",
      "Tweets 3845 of 7000 have been processed\n",
      "Tweets 3846 of 7000 have been processed\n",
      "Tweets 3847 of 7000 have been processed\n",
      "Tweets 3848 of 7000 have been processed\n",
      "Tweets 3849 of 7000 have been processed\n",
      "Tweets 3850 of 7000 have been processed\n",
      "Tweets 3851 of 7000 have been processed\n",
      "Tweets 3852 of 7000 have been processed\n",
      "Tweets 3853 of 7000 have been processed\n",
      "Tweets 3854 of 7000 have been processed\n",
      "Tweets 3855 of 7000 have been processed\n",
      "Tweets 3856 of 7000 have been processed\n",
      "Tweets 3857 of 7000 have been processed\n",
      "Tweets 3858 of 7000 have been processed\n",
      "Tweets 3859 of 7000 have been processed\n",
      "Tweets 3860 of 7000 have been processed\n",
      "Tweets 3861 of 7000 have been processed\n",
      "Tweets 3862 of 7000 have been processed\n",
      "Tweets 3863 of 7000 have been processed\n",
      "Tweets 3864 of 7000 have been processed\n",
      "Tweets 3865 of 7000 have been processed\n",
      "Tweets 3866 of 7000 have been processed\n",
      "Tweets 3867 of 7000 have been processed\n",
      "Tweets 3868 of 7000 have been processed\n",
      "Tweets 3869 of 7000 have been processed\n",
      "Tweets 3870 of 7000 have been processed\n",
      "Tweets 3871 of 7000 have been processed\n",
      "Tweets 3872 of 7000 have been processed\n",
      "Tweets 3873 of 7000 have been processed\n",
      "Tweets 3874 of 7000 have been processed\n",
      "Tweets 3875 of 7000 have been processed\n",
      "Tweets 3876 of 7000 have been processed\n",
      "Tweets 3877 of 7000 have been processed\n",
      "Tweets 3878 of 7000 have been processed\n",
      "Tweets 3879 of 7000 have been processed\n",
      "Tweets 3880 of 7000 have been processed\n",
      "Tweets 3881 of 7000 have been processed\n",
      "Tweets 3882 of 7000 have been processed\n",
      "Tweets 3883 of 7000 have been processed\n",
      "Tweets 3884 of 7000 have been processed\n",
      "Tweets 3885 of 7000 have been processed\n",
      "Tweets 3886 of 7000 have been processed\n",
      "Tweets 3887 of 7000 have been processed\n",
      "Tweets 3888 of 7000 have been processed\n",
      "Tweets 3889 of 7000 have been processed\n",
      "Tweets 3890 of 7000 have been processed\n",
      "Tweets 3891 of 7000 have been processed\n",
      "Tweets 3892 of 7000 have been processed\n",
      "Tweets 3893 of 7000 have been processed\n",
      "Tweets 3894 of 7000 have been processed\n",
      "Tweets 3895 of 7000 have been processed\n",
      "Tweets 3896 of 7000 have been processed\n",
      "Tweets 3897 of 7000 have been processed\n",
      "Tweets 3898 of 7000 have been processed\n",
      "Tweets 3899 of 7000 have been processed\n",
      "Tweets 3900 of 7000 have been processed\n",
      "Tweets 3901 of 7000 have been processed\n",
      "Tweets 3902 of 7000 have been processed\n",
      "Tweets 3903 of 7000 have been processed\n",
      "Tweets 3904 of 7000 have been processed\n",
      "Tweets 3905 of 7000 have been processed\n",
      "Tweets 3906 of 7000 have been processed\n",
      "Tweets 3907 of 7000 have been processed\n",
      "Tweets 3908 of 7000 have been processed\n",
      "Tweets 3909 of 7000 have been processed\n",
      "Tweets 3910 of 7000 have been processed\n",
      "Tweets 3911 of 7000 have been processed\n",
      "Tweets 3912 of 7000 have been processed\n",
      "Tweets 3913 of 7000 have been processed\n",
      "Tweets 3914 of 7000 have been processed\n",
      "Tweets 3915 of 7000 have been processed\n",
      "Tweets 3916 of 7000 have been processed\n",
      "Tweets 3917 of 7000 have been processed\n",
      "Tweets 3918 of 7000 have been processed\n",
      "Tweets 3919 of 7000 have been processed\n",
      "Tweets 3920 of 7000 have been processed\n",
      "Tweets 3921 of 7000 have been processed\n",
      "Tweets 3922 of 7000 have been processed\n",
      "Tweets 3923 of 7000 have been processed\n",
      "Tweets 3924 of 7000 have been processed\n",
      "Tweets 3925 of 7000 have been processed\n",
      "Tweets 3926 of 7000 have been processed\n",
      "Tweets 3927 of 7000 have been processed\n",
      "Tweets 3928 of 7000 have been processed\n",
      "Tweets 3929 of 7000 have been processed\n",
      "Tweets 3930 of 7000 have been processed\n",
      "Tweets 3931 of 7000 have been processed\n",
      "Tweets 3932 of 7000 have been processed\n",
      "Tweets 3933 of 7000 have been processed\n",
      "Tweets 3934 of 7000 have been processed\n",
      "Tweets 3935 of 7000 have been processed\n",
      "Tweets 3936 of 7000 have been processed\n",
      "Tweets 3937 of 7000 have been processed\n",
      "Tweets 3938 of 7000 have been processed\n",
      "Tweets 3939 of 7000 have been processed\n",
      "Tweets 3940 of 7000 have been processed\n",
      "Tweets 3941 of 7000 have been processed\n",
      "Tweets 3942 of 7000 have been processed\n",
      "Tweets 3943 of 7000 have been processed\n",
      "Tweets 3944 of 7000 have been processed\n",
      "Tweets 3945 of 7000 have been processed\n",
      "Tweets 3946 of 7000 have been processed\n",
      "Tweets 3947 of 7000 have been processed\n",
      "Tweets 3948 of 7000 have been processed\n",
      "Tweets 3949 of 7000 have been processed\n",
      "Tweets 3950 of 7000 have been processed\n",
      "Tweets 3951 of 7000 have been processed\n",
      "Tweets 3952 of 7000 have been processed\n",
      "Tweets 3953 of 7000 have been processed\n",
      "Tweets 3954 of 7000 have been processed\n",
      "Tweets 3955 of 7000 have been processed\n",
      "Tweets 3956 of 7000 have been processed\n",
      "Tweets 3957 of 7000 have been processed\n",
      "Tweets 3958 of 7000 have been processed\n",
      "Tweets 3959 of 7000 have been processed\n",
      "Tweets 3960 of 7000 have been processed\n",
      "Tweets 3961 of 7000 have been processed\n",
      "Tweets 3962 of 7000 have been processed\n",
      "Tweets 3963 of 7000 have been processed\n",
      "Tweets 3964 of 7000 have been processed\n",
      "Tweets 3965 of 7000 have been processed\n",
      "Tweets 3966 of 7000 have been processed\n",
      "Tweets 3967 of 7000 have been processed\n",
      "Tweets 3968 of 7000 have been processed\n",
      "Tweets 3969 of 7000 have been processed\n",
      "Tweets 3970 of 7000 have been processed\n",
      "Tweets 3971 of 7000 have been processed\n",
      "Tweets 3972 of 7000 have been processed\n",
      "Tweets 3973 of 7000 have been processed\n",
      "Tweets 3974 of 7000 have been processed\n",
      "Tweets 3975 of 7000 have been processed\n",
      "Tweets 3976 of 7000 have been processed\n",
      "Tweets 3977 of 7000 have been processed\n",
      "Tweets 3978 of 7000 have been processed\n",
      "Tweets 3979 of 7000 have been processed\n",
      "Tweets 3980 of 7000 have been processed\n",
      "Tweets 3981 of 7000 have been processed\n",
      "Tweets 3982 of 7000 have been processed\n",
      "Tweets 3983 of 7000 have been processed\n",
      "Tweets 3984 of 7000 have been processed\n",
      "Tweets 3985 of 7000 have been processed\n",
      "Tweets 3986 of 7000 have been processed\n",
      "Tweets 3987 of 7000 have been processed\n",
      "Tweets 3988 of 7000 have been processed\n",
      "Tweets 3989 of 7000 have been processed\n",
      "Tweets 3990 of 7000 have been processed\n",
      "Tweets 3991 of 7000 have been processed\n",
      "Tweets 3992 of 7000 have been processed\n",
      "Tweets 3993 of 7000 have been processed\n",
      "Tweets 3994 of 7000 have been processed\n",
      "Tweets 3995 of 7000 have been processed\n",
      "Tweets 3996 of 7000 have been processed\n",
      "Tweets 3997 of 7000 have been processed\n",
      "Tweets 3998 of 7000 have been processed\n",
      "Tweets 3999 of 7000 have been processed\n",
      "Tweets 4000 of 7000 have been processed\n",
      "Tweets 4001 of 7000 have been processed\n",
      "Tweets 4002 of 7000 have been processed\n",
      "Tweets 4003 of 7000 have been processed\n",
      "Tweets 4004 of 7000 have been processed\n",
      "Tweets 4005 of 7000 have been processed\n",
      "Tweets 4006 of 7000 have been processed\n",
      "Tweets 4007 of 7000 have been processed\n",
      "Tweets 4008 of 7000 have been processed\n",
      "Tweets 4009 of 7000 have been processed\n",
      "Tweets 4010 of 7000 have been processed\n",
      "Tweets 4011 of 7000 have been processed\n",
      "Tweets 4012 of 7000 have been processed\n",
      "Tweets 4013 of 7000 have been processed\n",
      "Tweets 4014 of 7000 have been processed\n",
      "Tweets 4015 of 7000 have been processed\n",
      "Tweets 4016 of 7000 have been processed\n",
      "Tweets 4017 of 7000 have been processed\n",
      "Tweets 4018 of 7000 have been processed\n",
      "Tweets 4019 of 7000 have been processed\n",
      "Tweets 4020 of 7000 have been processed\n",
      "Tweets 4021 of 7000 have been processed\n",
      "Tweets 4022 of 7000 have been processed\n",
      "Tweets 4023 of 7000 have been processed\n",
      "Tweets 4024 of 7000 have been processed\n",
      "Tweets 4025 of 7000 have been processed\n",
      "Tweets 4026 of 7000 have been processed\n",
      "Tweets 4027 of 7000 have been processed\n",
      "Tweets 4028 of 7000 have been processed\n",
      "Tweets 4029 of 7000 have been processed\n",
      "Tweets 4030 of 7000 have been processed\n",
      "Tweets 4031 of 7000 have been processed\n",
      "Tweets 4032 of 7000 have been processed\n",
      "Tweets 4033 of 7000 have been processed\n",
      "Tweets 4034 of 7000 have been processed\n",
      "Tweets 4035 of 7000 have been processed\n",
      "Tweets 4036 of 7000 have been processed\n",
      "Tweets 4037 of 7000 have been processed\n",
      "Tweets 4038 of 7000 have been processed\n",
      "Tweets 4039 of 7000 have been processed\n",
      "Tweets 4040 of 7000 have been processed\n",
      "Tweets 4041 of 7000 have been processed\n",
      "Tweets 4042 of 7000 have been processed\n",
      "Tweets 4043 of 7000 have been processed\n",
      "Tweets 4044 of 7000 have been processed\n",
      "Tweets 4045 of 7000 have been processed\n",
      "Tweets 4046 of 7000 have been processed\n",
      "Tweets 4047 of 7000 have been processed\n",
      "Tweets 4048 of 7000 have been processed\n",
      "Tweets 4049 of 7000 have been processed\n",
      "Tweets 4050 of 7000 have been processed\n",
      "Tweets 4051 of 7000 have been processed\n",
      "Tweets 4052 of 7000 have been processed\n",
      "Tweets 4053 of 7000 have been processed\n",
      "Tweets 4054 of 7000 have been processed\n",
      "Tweets 4055 of 7000 have been processed\n",
      "Tweets 4056 of 7000 have been processed\n",
      "Tweets 4057 of 7000 have been processed\n",
      "Tweets 4058 of 7000 have been processed\n",
      "Tweets 4059 of 7000 have been processed\n",
      "Tweets 4060 of 7000 have been processed\n",
      "Tweets 4061 of 7000 have been processed\n",
      "Tweets 4062 of 7000 have been processed\n",
      "Tweets 4063 of 7000 have been processed\n",
      "Tweets 4064 of 7000 have been processed\n",
      "Tweets 4065 of 7000 have been processed\n",
      "Tweets 4066 of 7000 have been processed\n",
      "Tweets 4067 of 7000 have been processed\n",
      "Tweets 4068 of 7000 have been processed\n",
      "Tweets 4069 of 7000 have been processed\n",
      "Tweets 4070 of 7000 have been processed\n",
      "Tweets 4071 of 7000 have been processed\n",
      "Tweets 4072 of 7000 have been processed\n",
      "Tweets 4073 of 7000 have been processed\n",
      "Tweets 4074 of 7000 have been processed\n",
      "Tweets 4075 of 7000 have been processed\n",
      "Tweets 4076 of 7000 have been processed\n",
      "Tweets 4077 of 7000 have been processed\n",
      "Tweets 4078 of 7000 have been processed\n",
      "Tweets 4079 of 7000 have been processed\n",
      "Tweets 4080 of 7000 have been processed\n",
      "Tweets 4081 of 7000 have been processed\n",
      "Tweets 4082 of 7000 have been processed\n",
      "Tweets 4083 of 7000 have been processed\n",
      "Tweets 4084 of 7000 have been processed\n",
      "Tweets 4085 of 7000 have been processed\n",
      "Tweets 4086 of 7000 have been processed\n",
      "Tweets 4087 of 7000 have been processed\n",
      "Tweets 4088 of 7000 have been processed\n",
      "Tweets 4089 of 7000 have been processed\n",
      "Tweets 4090 of 7000 have been processed\n",
      "Tweets 4091 of 7000 have been processed\n",
      "Tweets 4092 of 7000 have been processed\n",
      "Tweets 4093 of 7000 have been processed\n",
      "Tweets 4094 of 7000 have been processed\n",
      "Tweets 4095 of 7000 have been processed\n",
      "Tweets 4096 of 7000 have been processed\n",
      "Tweets 4097 of 7000 have been processed\n",
      "Tweets 4098 of 7000 have been processed\n",
      "Tweets 4099 of 7000 have been processed\n",
      "Tweets 4100 of 7000 have been processed\n",
      "Tweets 4101 of 7000 have been processed\n",
      "Tweets 4102 of 7000 have been processed\n",
      "Tweets 4103 of 7000 have been processed\n",
      "Tweets 4104 of 7000 have been processed\n",
      "Tweets 4105 of 7000 have been processed\n",
      "Tweets 4106 of 7000 have been processed\n",
      "Tweets 4107 of 7000 have been processed\n",
      "Tweets 4108 of 7000 have been processed\n",
      "Tweets 4109 of 7000 have been processed\n",
      "Tweets 4110 of 7000 have been processed\n",
      "Tweets 4111 of 7000 have been processed\n",
      "Tweets 4112 of 7000 have been processed\n",
      "Tweets 4113 of 7000 have been processed\n",
      "Tweets 4114 of 7000 have been processed\n",
      "Tweets 4115 of 7000 have been processed\n",
      "Tweets 4116 of 7000 have been processed\n",
      "Tweets 4117 of 7000 have been processed\n",
      "Tweets 4118 of 7000 have been processed\n",
      "Tweets 4119 of 7000 have been processed\n",
      "Tweets 4120 of 7000 have been processed\n",
      "Tweets 4121 of 7000 have been processed\n",
      "Tweets 4122 of 7000 have been processed\n",
      "Tweets 4123 of 7000 have been processed\n",
      "Tweets 4124 of 7000 have been processed\n",
      "Tweets 4125 of 7000 have been processed\n",
      "Tweets 4126 of 7000 have been processed\n",
      "Tweets 4127 of 7000 have been processed\n",
      "Tweets 4128 of 7000 have been processed\n",
      "Tweets 4129 of 7000 have been processed\n",
      "Tweets 4130 of 7000 have been processed\n",
      "Tweets 4131 of 7000 have been processed\n",
      "Tweets 4132 of 7000 have been processed\n",
      "Tweets 4133 of 7000 have been processed\n",
      "Tweets 4134 of 7000 have been processed\n",
      "Tweets 4135 of 7000 have been processed\n",
      "Tweets 4136 of 7000 have been processed\n",
      "Tweets 4137 of 7000 have been processed\n",
      "Tweets 4138 of 7000 have been processed\n",
      "Tweets 4139 of 7000 have been processed\n",
      "Tweets 4140 of 7000 have been processed\n",
      "Tweets 4141 of 7000 have been processed\n",
      "Tweets 4142 of 7000 have been processed\n",
      "Tweets 4143 of 7000 have been processed\n",
      "Tweets 4144 of 7000 have been processed\n",
      "Tweets 4145 of 7000 have been processed\n",
      "Tweets 4146 of 7000 have been processed\n",
      "Tweets 4147 of 7000 have been processed\n",
      "Tweets 4148 of 7000 have been processed\n",
      "Tweets 4149 of 7000 have been processed\n",
      "Tweets 4150 of 7000 have been processed\n",
      "Tweets 4151 of 7000 have been processed\n",
      "Tweets 4152 of 7000 have been processed\n",
      "Tweets 4153 of 7000 have been processed\n",
      "Tweets 4154 of 7000 have been processed\n",
      "Tweets 4155 of 7000 have been processed\n",
      "Tweets 4156 of 7000 have been processed\n",
      "Tweets 4157 of 7000 have been processed\n",
      "Tweets 4158 of 7000 have been processed\n",
      "Tweets 4159 of 7000 have been processed\n",
      "Tweets 4160 of 7000 have been processed\n",
      "Tweets 4161 of 7000 have been processed\n",
      "Tweets 4162 of 7000 have been processed\n",
      "Tweets 4163 of 7000 have been processed\n",
      "Tweets 4164 of 7000 have been processed\n",
      "Tweets 4165 of 7000 have been processed\n",
      "Tweets 4166 of 7000 have been processed\n",
      "Tweets 4167 of 7000 have been processed\n",
      "Tweets 4168 of 7000 have been processed\n",
      "Tweets 4169 of 7000 have been processed\n",
      "Tweets 4170 of 7000 have been processed\n",
      "Tweets 4171 of 7000 have been processed\n",
      "Tweets 4172 of 7000 have been processed\n",
      "Tweets 4173 of 7000 have been processed\n",
      "Tweets 4174 of 7000 have been processed\n",
      "Tweets 4175 of 7000 have been processed\n",
      "Tweets 4176 of 7000 have been processed\n",
      "Tweets 4177 of 7000 have been processed\n",
      "Tweets 4178 of 7000 have been processed\n",
      "Tweets 4179 of 7000 have been processed\n",
      "Tweets 4180 of 7000 have been processed\n",
      "Tweets 4181 of 7000 have been processed\n",
      "Tweets 4182 of 7000 have been processed\n",
      "Tweets 4183 of 7000 have been processed\n",
      "Tweets 4184 of 7000 have been processed\n",
      "Tweets 4185 of 7000 have been processed\n",
      "Tweets 4186 of 7000 have been processed\n",
      "Tweets 4187 of 7000 have been processed\n",
      "Tweets 4188 of 7000 have been processed\n",
      "Tweets 4189 of 7000 have been processed\n",
      "Tweets 4190 of 7000 have been processed\n",
      "Tweets 4191 of 7000 have been processed\n",
      "Tweets 4192 of 7000 have been processed\n",
      "Tweets 4193 of 7000 have been processed\n",
      "Tweets 4194 of 7000 have been processed\n",
      "Tweets 4195 of 7000 have been processed\n",
      "Tweets 4196 of 7000 have been processed\n",
      "Tweets 4197 of 7000 have been processed\n",
      "Tweets 4198 of 7000 have been processed\n",
      "Tweets 4199 of 7000 have been processed\n",
      "Tweets 4200 of 7000 have been processed\n",
      "Tweets 4201 of 7000 have been processed\n",
      "Tweets 4202 of 7000 have been processed\n",
      "Tweets 4203 of 7000 have been processed\n",
      "Tweets 4204 of 7000 have been processed\n",
      "Tweets 4205 of 7000 have been processed\n",
      "Tweets 4206 of 7000 have been processed\n",
      "Tweets 4207 of 7000 have been processed\n",
      "Tweets 4208 of 7000 have been processed\n",
      "Tweets 4209 of 7000 have been processed\n",
      "Tweets 4210 of 7000 have been processed\n",
      "Tweets 4211 of 7000 have been processed\n",
      "Tweets 4212 of 7000 have been processed\n",
      "Tweets 4213 of 7000 have been processed\n",
      "Tweets 4214 of 7000 have been processed\n",
      "Tweets 4215 of 7000 have been processed\n",
      "Tweets 4216 of 7000 have been processed\n",
      "Tweets 4217 of 7000 have been processed\n",
      "Tweets 4218 of 7000 have been processed\n",
      "Tweets 4219 of 7000 have been processed\n",
      "Tweets 4220 of 7000 have been processed\n",
      "Tweets 4221 of 7000 have been processed\n",
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      "Tweets 4223 of 7000 have been processed\n",
      "Tweets 4224 of 7000 have been processed\n",
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      "Tweets 4226 of 7000 have been processed\n",
      "Tweets 4227 of 7000 have been processed\n",
      "Tweets 4228 of 7000 have been processed\n",
      "Tweets 4229 of 7000 have been processed\n",
      "Tweets 4230 of 7000 have been processed\n",
      "Tweets 4231 of 7000 have been processed\n",
      "Tweets 4232 of 7000 have been processed\n",
      "Tweets 4233 of 7000 have been processed\n",
      "Tweets 4234 of 7000 have been processed\n",
      "Tweets 4235 of 7000 have been processed\n",
      "Tweets 4236 of 7000 have been processed\n",
      "Tweets 4237 of 7000 have been processed\n",
      "Tweets 4238 of 7000 have been processed\n",
      "Tweets 4239 of 7000 have been processed\n",
      "Tweets 4240 of 7000 have been processed\n",
      "Tweets 4241 of 7000 have been processed\n",
      "Tweets 4242 of 7000 have been processed\n",
      "Tweets 4243 of 7000 have been processed\n",
      "Tweets 4244 of 7000 have been processed\n",
      "Tweets 4245 of 7000 have been processed\n",
      "Tweets 4246 of 7000 have been processed\n",
      "Tweets 4247 of 7000 have been processed\n",
      "Tweets 4248 of 7000 have been processed\n",
      "Tweets 4249 of 7000 have been processed\n",
      "Tweets 4250 of 7000 have been processed\n",
      "Tweets 4251 of 7000 have been processed\n",
      "Tweets 4252 of 7000 have been processed\n",
      "Tweets 4253 of 7000 have been processed\n",
      "Tweets 4254 of 7000 have been processed\n",
      "Tweets 4255 of 7000 have been processed\n",
      "Tweets 4256 of 7000 have been processed\n",
      "Tweets 4257 of 7000 have been processed\n",
      "Tweets 4258 of 7000 have been processed\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tweets 4259 of 7000 have been processed\n",
      "Tweets 4260 of 7000 have been processed\n",
      "Tweets 4261 of 7000 have been processed\n",
      "Tweets 4262 of 7000 have been processed\n",
      "Tweets 4263 of 7000 have been processed\n",
      "Tweets 4264 of 7000 have been processed\n",
      "Tweets 4265 of 7000 have been processed\n",
      "Tweets 4266 of 7000 have been processed\n",
      "Tweets 4267 of 7000 have been processed\n",
      "Tweets 4268 of 7000 have been processed\n",
      "Tweets 4269 of 7000 have been processed\n",
      "Tweets 4270 of 7000 have been processed\n",
      "Tweets 4271 of 7000 have been processed\n",
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      "Tweets 4274 of 7000 have been processed\n",
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      "Tweets 4276 of 7000 have been processed\n",
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      "Tweets 4278 of 7000 have been processed\n",
      "Tweets 4279 of 7000 have been processed\n",
      "Tweets 4280 of 7000 have been processed\n",
      "Tweets 4281 of 7000 have been processed\n",
      "Tweets 4282 of 7000 have been processed\n",
      "Tweets 4283 of 7000 have been processed\n",
      "Tweets 4284 of 7000 have been processed\n",
      "Tweets 4285 of 7000 have been processed\n",
      "Tweets 4286 of 7000 have been processed\n",
      "Tweets 4287 of 7000 have been processed\n",
      "Tweets 4288 of 7000 have been processed\n",
      "Tweets 4289 of 7000 have been processed\n",
      "Tweets 4290 of 7000 have been processed\n",
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      "Tweets 4297 of 7000 have been processed\n",
      "Tweets 4298 of 7000 have been processed\n",
      "Tweets 4299 of 7000 have been processed\n",
      "Tweets 4300 of 7000 have been processed\n",
      "Tweets 4301 of 7000 have been processed\n",
      "Tweets 4302 of 7000 have been processed\n",
      "Tweets 4303 of 7000 have been processed\n",
      "Tweets 4304 of 7000 have been processed\n",
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      "Tweets 4306 of 7000 have been processed\n",
      "Tweets 4307 of 7000 have been processed\n",
      "Tweets 4308 of 7000 have been processed\n",
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      "Tweets 4310 of 7000 have been processed\n",
      "Tweets 4311 of 7000 have been processed\n",
      "Tweets 4312 of 7000 have been processed\n",
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      "Tweets 4319 of 7000 have been processed\n",
      "Tweets 4320 of 7000 have been processed\n",
      "Tweets 4321 of 7000 have been processed\n",
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      "Tweets 4324 of 7000 have been processed\n",
      "Tweets 4325 of 7000 have been processed\n",
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      "Tweets 4327 of 7000 have been processed\n",
      "Tweets 4328 of 7000 have been processed\n",
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      "Tweets 4330 of 7000 have been processed\n",
      "Tweets 4331 of 7000 have been processed\n",
      "Tweets 4332 of 7000 have been processed\n",
      "Tweets 4333 of 7000 have been processed\n",
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      "Tweets 4336 of 7000 have been processed\n",
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      "Tweets 4338 of 7000 have been processed\n",
      "Tweets 4339 of 7000 have been processed\n",
      "Tweets 4340 of 7000 have been processed\n",
      "Tweets 4341 of 7000 have been processed\n",
      "Tweets 4342 of 7000 have been processed\n",
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      "Tweets 4350 of 7000 have been processed\n",
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      "Tweets 4358 of 7000 have been processed\n",
      "Tweets 4359 of 7000 have been processed\n",
      "Tweets 4360 of 7000 have been processed\n",
      "Tweets 4361 of 7000 have been processed\n",
      "Tweets 4362 of 7000 have been processed\n",
      "Tweets 4363 of 7000 have been processed\n",
      "Tweets 4364 of 7000 have been processed\n",
      "Tweets 4365 of 7000 have been processed\n",
      "Tweets 4366 of 7000 have been processed\n",
      "Tweets 4367 of 7000 have been processed\n",
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      "Tweets 4369 of 7000 have been processed\n",
      "Tweets 4370 of 7000 have been processed\n",
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      "Tweets 4380 of 7000 have been processed\n",
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      "Tweets 4399 of 7000 have been processed\n",
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      "Tweets 4410 of 7000 have been processed\n",
      "Tweets 4411 of 7000 have been processed\n",
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      "Tweets 4419 of 7000 have been processed\n",
      "Tweets 4420 of 7000 have been processed\n",
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      "Tweets 4424 of 7000 have been processed\n",
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      "Tweets 4430 of 7000 have been processed\n",
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      "Tweets 4461 of 7000 have been processed\n",
      "Tweets 4462 of 7000 have been processed\n",
      "Tweets 4463 of 7000 have been processed\n",
      "Tweets 4464 of 7000 have been processed\n",
      "Tweets 4465 of 7000 have been processed\n",
      "Tweets 4466 of 7000 have been processed\n",
      "Tweets 4467 of 7000 have been processed\n",
      "Tweets 4468 of 7000 have been processed\n",
      "Tweets 4469 of 7000 have been processed\n",
      "Tweets 4470 of 7000 have been processed\n",
      "Tweets 4471 of 7000 have been processed\n",
      "Tweets 4472 of 7000 have been processed\n",
      "Tweets 4473 of 7000 have been processed\n",
      "Tweets 4474 of 7000 have been processed\n",
      "Tweets 4475 of 7000 have been processed\n",
      "Tweets 4476 of 7000 have been processed\n",
      "Tweets 4477 of 7000 have been processed\n",
      "Tweets 4478 of 7000 have been processed\n",
      "Tweets 4479 of 7000 have been processed\n",
      "Tweets 4480 of 7000 have been processed\n",
      "Tweets 4481 of 7000 have been processed\n",
      "Tweets 4482 of 7000 have been processed\n",
      "Tweets 4483 of 7000 have been processed\n",
      "Tweets 4484 of 7000 have been processed\n",
      "Tweets 4485 of 7000 have been processed\n",
      "Tweets 4486 of 7000 have been processed\n",
      "Tweets 4487 of 7000 have been processed\n",
      "Tweets 4488 of 7000 have been processed\n",
      "Tweets 4489 of 7000 have been processed\n",
      "Tweets 4490 of 7000 have been processed\n",
      "Tweets 4491 of 7000 have been processed\n",
      "Tweets 4492 of 7000 have been processed\n",
      "Tweets 4493 of 7000 have been processed\n",
      "Tweets 4494 of 7000 have been processed\n",
      "Tweets 4495 of 7000 have been processed\n",
      "Tweets 4496 of 7000 have been processed\n",
      "Tweets 4497 of 7000 have been processed\n",
      "Tweets 4498 of 7000 have been processed\n",
      "Tweets 4499 of 7000 have been processed\n",
      "Tweets 4500 of 7000 have been processed\n",
      "Tweets 4501 of 7000 have been processed\n",
      "Tweets 4502 of 7000 have been processed\n",
      "Tweets 4503 of 7000 have been processed\n",
      "Tweets 4504 of 7000 have been processed\n",
      "Tweets 4505 of 7000 have been processed\n",
      "Tweets 4506 of 7000 have been processed\n",
      "Tweets 4507 of 7000 have been processed\n",
      "Tweets 4508 of 7000 have been processed\n",
      "Tweets 4509 of 7000 have been processed\n",
      "Tweets 4510 of 7000 have been processed\n",
      "Tweets 4511 of 7000 have been processed\n",
      "Tweets 4512 of 7000 have been processed\n",
      "Tweets 4513 of 7000 have been processed\n",
      "Tweets 4514 of 7000 have been processed\n",
      "Tweets 4515 of 7000 have been processed\n",
      "Tweets 4516 of 7000 have been processed\n",
      "Tweets 4517 of 7000 have been processed\n",
      "Tweets 4518 of 7000 have been processed\n",
      "Tweets 4519 of 7000 have been processed\n",
      "Tweets 4520 of 7000 have been processed\n",
      "Tweets 4521 of 7000 have been processed\n",
      "Tweets 4522 of 7000 have been processed\n",
      "Tweets 4523 of 7000 have been processed\n",
      "Tweets 4524 of 7000 have been processed\n",
      "Tweets 4525 of 7000 have been processed\n",
      "Tweets 4526 of 7000 have been processed\n",
      "Tweets 4527 of 7000 have been processed\n",
      "Tweets 4528 of 7000 have been processed\n",
      "Tweets 4529 of 7000 have been processed\n",
      "Tweets 4530 of 7000 have been processed\n",
      "Tweets 4531 of 7000 have been processed\n",
      "Tweets 4532 of 7000 have been processed\n",
      "Tweets 4533 of 7000 have been processed\n",
      "Tweets 4534 of 7000 have been processed\n",
      "Tweets 4535 of 7000 have been processed\n",
      "Tweets 4536 of 7000 have been processed\n",
      "Tweets 4537 of 7000 have been processed\n",
      "Tweets 4538 of 7000 have been processed\n",
      "Tweets 4539 of 7000 have been processed\n",
      "Tweets 4540 of 7000 have been processed\n",
      "Tweets 4541 of 7000 have been processed\n",
      "Tweets 4542 of 7000 have been processed\n",
      "Tweets 4543 of 7000 have been processed\n",
      "Tweets 4544 of 7000 have been processed\n",
      "Tweets 4545 of 7000 have been processed\n",
      "Tweets 4546 of 7000 have been processed\n",
      "Tweets 4547 of 7000 have been processed\n",
      "Tweets 4548 of 7000 have been processed\n",
      "Tweets 4549 of 7000 have been processed\n",
      "Tweets 4550 of 7000 have been processed\n",
      "Tweets 4551 of 7000 have been processed\n",
      "Tweets 4552 of 7000 have been processed\n",
      "Tweets 4553 of 7000 have been processed\n",
      "Tweets 4554 of 7000 have been processed\n",
      "Tweets 4555 of 7000 have been processed\n",
      "Tweets 4556 of 7000 have been processed\n",
      "Tweets 4557 of 7000 have been processed\n",
      "Tweets 4558 of 7000 have been processed\n",
      "Tweets 4559 of 7000 have been processed\n",
      "Tweets 4560 of 7000 have been processed\n",
      "Tweets 4561 of 7000 have been processed\n",
      "Tweets 4562 of 7000 have been processed\n",
      "Tweets 4563 of 7000 have been processed\n",
      "Tweets 4564 of 7000 have been processed\n",
      "Tweets 4565 of 7000 have been processed\n",
      "Tweets 4566 of 7000 have been processed\n",
      "Tweets 4567 of 7000 have been processed\n",
      "Tweets 4568 of 7000 have been processed\n",
      "Tweets 4569 of 7000 have been processed\n",
      "Tweets 4570 of 7000 have been processed\n",
      "Tweets 4571 of 7000 have been processed\n",
      "Tweets 4572 of 7000 have been processed\n",
      "Tweets 4573 of 7000 have been processed\n",
      "Tweets 4574 of 7000 have been processed\n",
      "Tweets 4575 of 7000 have been processed\n",
      "Tweets 4576 of 7000 have been processed\n",
      "Tweets 4577 of 7000 have been processed\n",
      "Tweets 4578 of 7000 have been processed\n",
      "Tweets 4579 of 7000 have been processed\n",
      "Tweets 4580 of 7000 have been processed\n",
      "Tweets 4581 of 7000 have been processed\n",
      "Tweets 4582 of 7000 have been processed\n",
      "Tweets 4583 of 7000 have been processed\n",
      "Tweets 4584 of 7000 have been processed\n",
      "Tweets 4585 of 7000 have been processed\n",
      "Tweets 4586 of 7000 have been processed\n",
      "Tweets 4587 of 7000 have been processed\n",
      "Tweets 4588 of 7000 have been processed\n",
      "Tweets 4589 of 7000 have been processed\n",
      "Tweets 4590 of 7000 have been processed\n",
      "Tweets 4591 of 7000 have been processed\n",
      "Tweets 4592 of 7000 have been processed\n",
      "Tweets 4593 of 7000 have been processed\n",
      "Tweets 4594 of 7000 have been processed\n",
      "Tweets 4595 of 7000 have been processed\n",
      "Tweets 4596 of 7000 have been processed\n",
      "Tweets 4597 of 7000 have been processed\n",
      "Tweets 4598 of 7000 have been processed\n",
      "Tweets 4599 of 7000 have been processed\n",
      "Tweets 4600 of 7000 have been processed\n",
      "Tweets 4601 of 7000 have been processed\n",
      "Tweets 4602 of 7000 have been processed\n",
      "Tweets 4603 of 7000 have been processed\n",
      "Tweets 4604 of 7000 have been processed\n",
      "Tweets 4605 of 7000 have been processed\n",
      "Tweets 4606 of 7000 have been processed\n",
      "Tweets 4607 of 7000 have been processed\n",
      "Tweets 4608 of 7000 have been processed\n",
      "Tweets 4609 of 7000 have been processed\n",
      "Tweets 4610 of 7000 have been processed\n",
      "Tweets 4611 of 7000 have been processed\n",
      "Tweets 4612 of 7000 have been processed\n",
      "Tweets 4613 of 7000 have been processed\n",
      "Tweets 4614 of 7000 have been processed\n",
      "Tweets 4615 of 7000 have been processed\n",
      "Tweets 4616 of 7000 have been processed\n",
      "Tweets 4617 of 7000 have been processed\n",
      "Tweets 4618 of 7000 have been processed\n",
      "Tweets 4619 of 7000 have been processed\n",
      "Tweets 4620 of 7000 have been processed\n",
      "Tweets 4621 of 7000 have been processed\n",
      "Tweets 4622 of 7000 have been processed\n",
      "Tweets 4623 of 7000 have been processed\n",
      "Tweets 4624 of 7000 have been processed\n",
      "Tweets 4625 of 7000 have been processed\n",
      "Tweets 4626 of 7000 have been processed\n",
      "Tweets 4627 of 7000 have been processed\n",
      "Tweets 4628 of 7000 have been processed\n",
      "Tweets 4629 of 7000 have been processed\n",
      "Tweets 4630 of 7000 have been processed\n",
      "Tweets 4631 of 7000 have been processed\n",
      "Tweets 4632 of 7000 have been processed\n",
      "Tweets 4633 of 7000 have been processed\n",
      "Tweets 4634 of 7000 have been processed\n",
      "Tweets 4635 of 7000 have been processed\n",
      "Tweets 4636 of 7000 have been processed\n",
      "Tweets 4637 of 7000 have been processed\n",
      "Tweets 4638 of 7000 have been processed\n",
      "Tweets 4639 of 7000 have been processed\n",
      "Tweets 4640 of 7000 have been processed\n",
      "Tweets 4641 of 7000 have been processed\n",
      "Tweets 4642 of 7000 have been processed\n",
      "Tweets 4643 of 7000 have been processed\n",
      "Tweets 4644 of 7000 have been processed\n",
      "Tweets 4645 of 7000 have been processed\n",
      "Tweets 4646 of 7000 have been processed\n",
      "Tweets 4647 of 7000 have been processed\n",
      "Tweets 4648 of 7000 have been processed\n",
      "Tweets 4649 of 7000 have been processed\n",
      "Tweets 4650 of 7000 have been processed\n",
      "Tweets 4651 of 7000 have been processed\n",
      "Tweets 4652 of 7000 have been processed\n",
      "Tweets 4653 of 7000 have been processed\n",
      "Tweets 4654 of 7000 have been processed\n",
      "Tweets 4655 of 7000 have been processed\n",
      "Tweets 4656 of 7000 have been processed\n",
      "Tweets 4657 of 7000 have been processed\n",
      "Tweets 4658 of 7000 have been processed\n",
      "Tweets 4659 of 7000 have been processed\n",
      "Tweets 4660 of 7000 have been processed\n",
      "Tweets 4661 of 7000 have been processed\n",
      "Tweets 4662 of 7000 have been processed\n",
      "Tweets 4663 of 7000 have been processed\n",
      "Tweets 4664 of 7000 have been processed\n",
      "Tweets 4665 of 7000 have been processed\n",
      "Tweets 4666 of 7000 have been processed\n",
      "Tweets 4667 of 7000 have been processed\n",
      "Tweets 4668 of 7000 have been processed\n",
      "Tweets 4669 of 7000 have been processed\n",
      "Tweets 4670 of 7000 have been processed\n",
      "Tweets 4671 of 7000 have been processed\n",
      "Tweets 4672 of 7000 have been processed\n",
      "Tweets 4673 of 7000 have been processed\n",
      "Tweets 4674 of 7000 have been processed\n",
      "Tweets 4675 of 7000 have been processed\n",
      "Tweets 4676 of 7000 have been processed\n",
      "Tweets 4677 of 7000 have been processed\n",
      "Tweets 4678 of 7000 have been processed\n",
      "Tweets 4679 of 7000 have been processed\n",
      "Tweets 4680 of 7000 have been processed\n",
      "Tweets 4681 of 7000 have been processed\n",
      "Tweets 4682 of 7000 have been processed\n",
      "Tweets 4683 of 7000 have been processed\n",
      "Tweets 4684 of 7000 have been processed\n",
      "Tweets 4685 of 7000 have been processed\n",
      "Tweets 4686 of 7000 have been processed\n",
      "Tweets 4687 of 7000 have been processed\n",
      "Tweets 4688 of 7000 have been processed\n",
      "Tweets 4689 of 7000 have been processed\n",
      "Tweets 4690 of 7000 have been processed\n",
      "Tweets 4691 of 7000 have been processed\n",
      "Tweets 4692 of 7000 have been processed\n",
      "Tweets 4693 of 7000 have been processed\n",
      "Tweets 4694 of 7000 have been processed\n",
      "Tweets 4695 of 7000 have been processed\n",
      "Tweets 4696 of 7000 have been processed\n",
      "Tweets 4697 of 7000 have been processed\n",
      "Tweets 4698 of 7000 have been processed\n",
      "Tweets 4699 of 7000 have been processed\n",
      "Tweets 4700 of 7000 have been processed\n",
      "Tweets 4701 of 7000 have been processed\n",
      "Tweets 4702 of 7000 have been processed\n",
      "Tweets 4703 of 7000 have been processed\n",
      "Tweets 4704 of 7000 have been processed\n",
      "Tweets 4705 of 7000 have been processed\n",
      "Tweets 4706 of 7000 have been processed\n",
      "Tweets 4707 of 7000 have been processed\n",
      "Tweets 4708 of 7000 have been processed\n",
      "Tweets 4709 of 7000 have been processed\n",
      "Tweets 4710 of 7000 have been processed\n",
      "Tweets 4711 of 7000 have been processed\n",
      "Tweets 4712 of 7000 have been processed\n",
      "Tweets 4713 of 7000 have been processed\n",
      "Tweets 4714 of 7000 have been processed\n",
      "Tweets 4715 of 7000 have been processed\n",
      "Tweets 4716 of 7000 have been processed\n",
      "Tweets 4717 of 7000 have been processed\n",
      "Tweets 4718 of 7000 have been processed\n",
      "Tweets 4719 of 7000 have been processed\n",
      "Tweets 4720 of 7000 have been processed\n",
      "Tweets 4721 of 7000 have been processed\n",
      "Tweets 4722 of 7000 have been processed\n",
      "Tweets 4723 of 7000 have been processed\n",
      "Tweets 4724 of 7000 have been processed\n",
      "Tweets 4725 of 7000 have been processed\n",
      "Tweets 4726 of 7000 have been processed\n",
      "Tweets 4727 of 7000 have been processed\n",
      "Tweets 4728 of 7000 have been processed\n",
      "Tweets 4729 of 7000 have been processed\n",
      "Tweets 4730 of 7000 have been processed\n",
      "Tweets 4731 of 7000 have been processed\n",
      "Tweets 4732 of 7000 have been processed\n",
      "Tweets 4733 of 7000 have been processed\n",
      "Tweets 4734 of 7000 have been processed\n",
      "Tweets 4735 of 7000 have been processed\n",
      "Tweets 4736 of 7000 have been processed\n",
      "Tweets 4737 of 7000 have been processed\n",
      "Tweets 4738 of 7000 have been processed\n",
      "Tweets 4739 of 7000 have been processed\n",
      "Tweets 4740 of 7000 have been processed\n",
      "Tweets 4741 of 7000 have been processed\n",
      "Tweets 4742 of 7000 have been processed\n",
      "Tweets 4743 of 7000 have been processed\n",
      "Tweets 4744 of 7000 have been processed\n",
      "Tweets 4745 of 7000 have been processed\n",
      "Tweets 4746 of 7000 have been processed\n",
      "Tweets 4747 of 7000 have been processed\n",
      "Tweets 4748 of 7000 have been processed\n",
      "Tweets 4749 of 7000 have been processed\n",
      "Tweets 4750 of 7000 have been processed\n",
      "Tweets 4751 of 7000 have been processed\n",
      "Tweets 4752 of 7000 have been processed\n",
      "Tweets 4753 of 7000 have been processed\n",
      "Tweets 4754 of 7000 have been processed\n",
      "Tweets 4755 of 7000 have been processed\n",
      "Tweets 4756 of 7000 have been processed\n",
      "Tweets 4757 of 7000 have been processed\n",
      "Tweets 4758 of 7000 have been processed\n",
      "Tweets 4759 of 7000 have been processed\n",
      "Tweets 4760 of 7000 have been processed\n",
      "Tweets 4761 of 7000 have been processed\n",
      "Tweets 4762 of 7000 have been processed\n",
      "Tweets 4763 of 7000 have been processed\n",
      "Tweets 4764 of 7000 have been processed\n",
      "Tweets 4765 of 7000 have been processed\n",
      "Tweets 4766 of 7000 have been processed\n",
      "Tweets 4767 of 7000 have been processed\n",
      "Tweets 4768 of 7000 have been processed\n",
      "Tweets 4769 of 7000 have been processed\n",
      "Tweets 4770 of 7000 have been processed\n",
      "Tweets 4771 of 7000 have been processed\n",
      "Tweets 4772 of 7000 have been processed\n",
      "Tweets 4773 of 7000 have been processed\n",
      "Tweets 4774 of 7000 have been processed\n",
      "Tweets 4775 of 7000 have been processed\n",
      "Tweets 4776 of 7000 have been processed\n",
      "Tweets 4777 of 7000 have been processed\n",
      "Tweets 4778 of 7000 have been processed\n",
      "Tweets 4779 of 7000 have been processed\n",
      "Tweets 4780 of 7000 have been processed\n",
      "Tweets 4781 of 7000 have been processed\n",
      "Tweets 4782 of 7000 have been processed\n",
      "Tweets 4783 of 7000 have been processed\n",
      "Tweets 4784 of 7000 have been processed\n",
      "Tweets 4785 of 7000 have been processed\n",
      "Tweets 4786 of 7000 have been processed\n",
      "Tweets 4787 of 7000 have been processed\n",
      "Tweets 4788 of 7000 have been processed\n",
      "Tweets 4789 of 7000 have been processed\n",
      "Tweets 4790 of 7000 have been processed\n",
      "Tweets 4791 of 7000 have been processed\n",
      "Tweets 4792 of 7000 have been processed\n",
      "Tweets 4793 of 7000 have been processed\n",
      "Tweets 4794 of 7000 have been processed\n",
      "Tweets 4795 of 7000 have been processed\n",
      "Tweets 4796 of 7000 have been processed\n",
      "Tweets 4797 of 7000 have been processed\n",
      "Tweets 4798 of 7000 have been processed\n",
      "Tweets 4799 of 7000 have been processed\n",
      "Tweets 4800 of 7000 have been processed\n",
      "Tweets 4801 of 7000 have been processed\n",
      "Tweets 4802 of 7000 have been processed\n",
      "Tweets 4803 of 7000 have been processed\n",
      "Tweets 4804 of 7000 have been processed\n",
      "Tweets 4805 of 7000 have been processed\n",
      "Tweets 4806 of 7000 have been processed\n",
      "Tweets 4807 of 7000 have been processed\n",
      "Tweets 4808 of 7000 have been processed\n",
      "Tweets 4809 of 7000 have been processed\n",
      "Tweets 4810 of 7000 have been processed\n",
      "Tweets 4811 of 7000 have been processed\n",
      "Tweets 4812 of 7000 have been processed\n",
      "Tweets 4813 of 7000 have been processed\n",
      "Tweets 4814 of 7000 have been processed\n",
      "Tweets 4815 of 7000 have been processed\n",
      "Tweets 4816 of 7000 have been processed\n",
      "Tweets 4817 of 7000 have been processed\n",
      "Tweets 4818 of 7000 have been processed\n",
      "Tweets 4819 of 7000 have been processed\n",
      "Tweets 4820 of 7000 have been processed\n",
      "Tweets 4821 of 7000 have been processed\n",
      "Tweets 4822 of 7000 have been processed\n",
      "Tweets 4823 of 7000 have been processed\n",
      "Tweets 4824 of 7000 have been processed\n",
      "Tweets 4825 of 7000 have been processed\n",
      "Tweets 4826 of 7000 have been processed\n",
      "Tweets 4827 of 7000 have been processed\n",
      "Tweets 4828 of 7000 have been processed\n",
      "Tweets 4829 of 7000 have been processed\n",
      "Tweets 4830 of 7000 have been processed\n",
      "Tweets 4831 of 7000 have been processed\n",
      "Tweets 4832 of 7000 have been processed\n",
      "Tweets 4833 of 7000 have been processed\n",
      "Tweets 4834 of 7000 have been processed\n",
      "Tweets 4835 of 7000 have been processed\n",
      "Tweets 4836 of 7000 have been processed\n",
      "Tweets 4837 of 7000 have been processed\n",
      "Tweets 4838 of 7000 have been processed\n",
      "Tweets 4839 of 7000 have been processed\n",
      "Tweets 4840 of 7000 have been processed\n",
      "Tweets 4841 of 7000 have been processed\n",
      "Tweets 4842 of 7000 have been processed\n",
      "Tweets 4843 of 7000 have been processed\n",
      "Tweets 4844 of 7000 have been processed\n",
      "Tweets 4845 of 7000 have been processed\n",
      "Tweets 4846 of 7000 have been processed\n",
      "Tweets 4847 of 7000 have been processed\n",
      "Tweets 4848 of 7000 have been processed\n",
      "Tweets 4849 of 7000 have been processed\n",
      "Tweets 4850 of 7000 have been processed\n",
      "Tweets 4851 of 7000 have been processed\n",
      "Tweets 4852 of 7000 have been processed\n",
      "Tweets 4853 of 7000 have been processed\n",
      "Tweets 4854 of 7000 have been processed\n",
      "Tweets 4855 of 7000 have been processed\n",
      "Tweets 4856 of 7000 have been processed\n",
      "Tweets 4857 of 7000 have been processed\n",
      "Tweets 4858 of 7000 have been processed\n",
      "Tweets 4859 of 7000 have been processed\n",
      "Tweets 4860 of 7000 have been processed\n",
      "Tweets 4861 of 7000 have been processed\n",
      "Tweets 4862 of 7000 have been processed\n",
      "Tweets 4863 of 7000 have been processed\n",
      "Tweets 4864 of 7000 have been processed\n",
      "Tweets 4865 of 7000 have been processed\n",
      "Tweets 4866 of 7000 have been processed\n",
      "Tweets 4867 of 7000 have been processed\n",
      "Tweets 4868 of 7000 have been processed\n",
      "Tweets 4869 of 7000 have been processed\n",
      "Tweets 4870 of 7000 have been processed\n",
      "Tweets 4871 of 7000 have been processed\n",
      "Tweets 4872 of 7000 have been processed\n",
      "Tweets 4873 of 7000 have been processed\n",
      "Tweets 4874 of 7000 have been processed\n",
      "Tweets 4875 of 7000 have been processed\n",
      "Tweets 4876 of 7000 have been processed\n",
      "Tweets 4877 of 7000 have been processed\n",
      "Tweets 4878 of 7000 have been processed\n",
      "Tweets 4879 of 7000 have been processed\n",
      "Tweets 4880 of 7000 have been processed\n",
      "Tweets 4881 of 7000 have been processed\n",
      "Tweets 4882 of 7000 have been processed\n",
      "Tweets 4883 of 7000 have been processed\n",
      "Tweets 4884 of 7000 have been processed\n",
      "Tweets 4885 of 7000 have been processed\n",
      "Tweets 4886 of 7000 have been processed\n",
      "Tweets 4887 of 7000 have been processed\n",
      "Tweets 4888 of 7000 have been processed\n",
      "Tweets 4889 of 7000 have been processed\n",
      "Tweets 4890 of 7000 have been processed\n",
      "Tweets 4891 of 7000 have been processed\n",
      "Tweets 4892 of 7000 have been processed\n",
      "Tweets 4893 of 7000 have been processed\n",
      "Tweets 4894 of 7000 have been processed\n",
      "Tweets 4895 of 7000 have been processed\n",
      "Tweets 4896 of 7000 have been processed\n",
      "Tweets 4897 of 7000 have been processed\n",
      "Tweets 4898 of 7000 have been processed\n",
      "Tweets 4899 of 7000 have been processed\n",
      "Tweets 4900 of 7000 have been processed\n",
      "Tweets 4901 of 7000 have been processed\n",
      "Tweets 4902 of 7000 have been processed\n",
      "Tweets 4903 of 7000 have been processed\n",
      "Tweets 4904 of 7000 have been processed\n",
      "Tweets 4905 of 7000 have been processed\n",
      "Tweets 4906 of 7000 have been processed\n",
      "Tweets 4907 of 7000 have been processed\n",
      "Tweets 4908 of 7000 have been processed\n",
      "Tweets 4909 of 7000 have been processed\n",
      "Tweets 4910 of 7000 have been processed\n",
      "Tweets 4911 of 7000 have been processed\n",
      "Tweets 4912 of 7000 have been processed\n",
      "Tweets 4913 of 7000 have been processed\n",
      "Tweets 4914 of 7000 have been processed\n",
      "Tweets 4915 of 7000 have been processed\n",
      "Tweets 4916 of 7000 have been processed\n",
      "Tweets 4917 of 7000 have been processed\n",
      "Tweets 4918 of 7000 have been processed\n",
      "Tweets 4919 of 7000 have been processed\n",
      "Tweets 4920 of 7000 have been processed\n",
      "Tweets 4921 of 7000 have been processed\n",
      "Tweets 4922 of 7000 have been processed\n",
      "Tweets 4923 of 7000 have been processed\n",
      "Tweets 4924 of 7000 have been processed\n",
      "Tweets 4925 of 7000 have been processed\n",
      "Tweets 4926 of 7000 have been processed\n",
      "Tweets 4927 of 7000 have been processed\n",
      "Tweets 4928 of 7000 have been processed\n",
      "Tweets 4929 of 7000 have been processed\n",
      "Tweets 4930 of 7000 have been processed\n",
      "Tweets 4931 of 7000 have been processed\n",
      "Tweets 4932 of 7000 have been processed\n",
      "Tweets 4933 of 7000 have been processed\n",
      "Tweets 4934 of 7000 have been processed\n",
      "Tweets 4935 of 7000 have been processed\n",
      "Tweets 4936 of 7000 have been processed\n",
      "Tweets 4937 of 7000 have been processed\n",
      "Tweets 4938 of 7000 have been processed\n",
      "Tweets 4939 of 7000 have been processed\n",
      "Tweets 4940 of 7000 have been processed\n",
      "Tweets 4941 of 7000 have been processed\n",
      "Tweets 4942 of 7000 have been processed\n",
      "Tweets 4943 of 7000 have been processed\n",
      "Tweets 4944 of 7000 have been processed\n",
      "Tweets 4945 of 7000 have been processed\n",
      "Tweets 4946 of 7000 have been processed\n",
      "Tweets 4947 of 7000 have been processed\n",
      "Tweets 4948 of 7000 have been processed\n",
      "Tweets 4949 of 7000 have been processed\n",
      "Tweets 4950 of 7000 have been processed\n",
      "Tweets 4951 of 7000 have been processed\n",
      "Tweets 4952 of 7000 have been processed\n",
      "Tweets 4953 of 7000 have been processed\n",
      "Tweets 4954 of 7000 have been processed\n",
      "Tweets 4955 of 7000 have been processed\n",
      "Tweets 4956 of 7000 have been processed\n",
      "Tweets 4957 of 7000 have been processed\n",
      "Tweets 4958 of 7000 have been processed\n",
      "Tweets 4959 of 7000 have been processed\n",
      "Tweets 4960 of 7000 have been processed\n",
      "Tweets 4961 of 7000 have been processed\n",
      "Tweets 4962 of 7000 have been processed\n",
      "Tweets 4963 of 7000 have been processed\n",
      "Tweets 4964 of 7000 have been processed\n",
      "Tweets 4965 of 7000 have been processed\n",
      "Tweets 4966 of 7000 have been processed\n",
      "Tweets 4967 of 7000 have been processed\n",
      "Tweets 4968 of 7000 have been processed\n",
      "Tweets 4969 of 7000 have been processed\n",
      "Tweets 4970 of 7000 have been processed\n",
      "Tweets 4971 of 7000 have been processed\n",
      "Tweets 4972 of 7000 have been processed\n",
      "Tweets 4973 of 7000 have been processed\n",
      "Tweets 4974 of 7000 have been processed\n",
      "Tweets 4975 of 7000 have been processed\n",
      "Tweets 4976 of 7000 have been processed\n",
      "Tweets 4977 of 7000 have been processed\n",
      "Tweets 4978 of 7000 have been processed\n",
      "Tweets 4979 of 7000 have been processed\n",
      "Tweets 4980 of 7000 have been processed\n",
      "Tweets 4981 of 7000 have been processed\n",
      "Tweets 4982 of 7000 have been processed\n",
      "Tweets 4983 of 7000 have been processed\n",
      "Tweets 4984 of 7000 have been processed\n",
      "Tweets 4985 of 7000 have been processed\n",
      "Tweets 4986 of 7000 have been processed\n",
      "Tweets 4987 of 7000 have been processed\n",
      "Tweets 4988 of 7000 have been processed\n",
      "Tweets 4989 of 7000 have been processed\n",
      "Tweets 4990 of 7000 have been processed\n",
      "Tweets 4991 of 7000 have been processed\n",
      "Tweets 4992 of 7000 have been processed\n",
      "Tweets 4993 of 7000 have been processed\n",
      "Tweets 4994 of 7000 have been processed\n",
      "Tweets 4995 of 7000 have been processed\n",
      "Tweets 4996 of 7000 have been processed\n",
      "Tweets 4997 of 7000 have been processed\n",
      "Tweets 4998 of 7000 have been processed\n",
      "Tweets 4999 of 7000 have been processed\n",
      "Tweets 5000 of 7000 have been processed\n",
      "Tweets 5001 of 7000 have been processed\n",
      "Tweets 5002 of 7000 have been processed\n",
      "Tweets 5003 of 7000 have been processed\n",
      "Tweets 5004 of 7000 have been processed\n",
      "Tweets 5005 of 7000 have been processed\n",
      "Tweets 5006 of 7000 have been processed\n",
      "Tweets 5007 of 7000 have been processed\n",
      "Tweets 5008 of 7000 have been processed\n",
      "Tweets 5009 of 7000 have been processed\n",
      "Tweets 5010 of 7000 have been processed\n",
      "Tweets 5011 of 7000 have been processed\n",
      "Tweets 5012 of 7000 have been processed\n",
      "Tweets 5013 of 7000 have been processed\n",
      "Tweets 5014 of 7000 have been processed\n",
      "Tweets 5015 of 7000 have been processed\n",
      "Tweets 5016 of 7000 have been processed\n",
      "Tweets 5017 of 7000 have been processed\n",
      "Tweets 5018 of 7000 have been processed\n",
      "Tweets 5019 of 7000 have been processed\n",
      "Tweets 5020 of 7000 have been processed\n",
      "Tweets 5021 of 7000 have been processed\n",
      "Tweets 5022 of 7000 have been processed\n",
      "Tweets 5023 of 7000 have been processed\n",
      "Tweets 5024 of 7000 have been processed\n",
      "Tweets 5025 of 7000 have been processed\n",
      "Tweets 5026 of 7000 have been processed\n",
      "Tweets 5027 of 7000 have been processed\n",
      "Tweets 5028 of 7000 have been processed\n",
      "Tweets 5029 of 7000 have been processed\n",
      "Tweets 5030 of 7000 have been processed\n",
      "Tweets 5031 of 7000 have been processed\n",
      "Tweets 5032 of 7000 have been processed\n",
      "Tweets 5033 of 7000 have been processed\n",
      "Tweets 5034 of 7000 have been processed\n",
      "Tweets 5035 of 7000 have been processed\n",
      "Tweets 5036 of 7000 have been processed\n",
      "Tweets 5037 of 7000 have been processed\n",
      "Tweets 5038 of 7000 have been processed\n",
      "Tweets 5039 of 7000 have been processed\n",
      "Tweets 5040 of 7000 have been processed\n",
      "Tweets 5041 of 7000 have been processed\n",
      "Tweets 5042 of 7000 have been processed\n",
      "Tweets 5043 of 7000 have been processed\n",
      "Tweets 5044 of 7000 have been processed\n",
      "Tweets 5045 of 7000 have been processed\n",
      "Tweets 5046 of 7000 have been processed\n",
      "Tweets 5047 of 7000 have been processed\n",
      "Tweets 5048 of 7000 have been processed\n",
      "Tweets 5049 of 7000 have been processed\n",
      "Tweets 5050 of 7000 have been processed\n",
      "Tweets 5051 of 7000 have been processed\n",
      "Tweets 5052 of 7000 have been processed\n",
      "Tweets 5053 of 7000 have been processed\n",
      "Tweets 5054 of 7000 have been processed\n",
      "Tweets 5055 of 7000 have been processed\n",
      "Tweets 5056 of 7000 have been processed\n",
      "Tweets 5057 of 7000 have been processed\n",
      "Tweets 5058 of 7000 have been processed\n",
      "Tweets 5059 of 7000 have been processed\n",
      "Tweets 5060 of 7000 have been processed\n",
      "Tweets 5061 of 7000 have been processed\n",
      "Tweets 5062 of 7000 have been processed\n",
      "Tweets 5063 of 7000 have been processed\n",
      "Tweets 5064 of 7000 have been processed\n",
      "Tweets 5065 of 7000 have been processed\n",
      "Tweets 5066 of 7000 have been processed\n",
      "Tweets 5067 of 7000 have been processed\n",
      "Tweets 5068 of 7000 have been processed\n",
      "Tweets 5069 of 7000 have been processed\n",
      "Tweets 5070 of 7000 have been processed\n",
      "Tweets 5071 of 7000 have been processed\n",
      "Tweets 5072 of 7000 have been processed\n",
      "Tweets 5073 of 7000 have been processed\n",
      "Tweets 5074 of 7000 have been processed\n",
      "Tweets 5075 of 7000 have been processed\n",
      "Tweets 5076 of 7000 have been processed\n",
      "Tweets 5077 of 7000 have been processed\n",
      "Tweets 5078 of 7000 have been processed\n",
      "Tweets 5079 of 7000 have been processed\n",
      "Tweets 5080 of 7000 have been processed\n",
      "Tweets 5081 of 7000 have been processed\n",
      "Tweets 5082 of 7000 have been processed\n",
      "Tweets 5083 of 7000 have been processed\n",
      "Tweets 5084 of 7000 have been processed\n",
      "Tweets 5085 of 7000 have been processed\n",
      "Tweets 5086 of 7000 have been processed\n",
      "Tweets 5087 of 7000 have been processed\n",
      "Tweets 5088 of 7000 have been processed\n",
      "Tweets 5089 of 7000 have been processed\n",
      "Tweets 5090 of 7000 have been processed\n",
      "Tweets 5091 of 7000 have been processed\n",
      "Tweets 5092 of 7000 have been processed\n",
      "Tweets 5093 of 7000 have been processed\n",
      "Tweets 5094 of 7000 have been processed\n",
      "Tweets 5095 of 7000 have been processed\n",
      "Tweets 5096 of 7000 have been processed\n",
      "Tweets 5097 of 7000 have been processed\n",
      "Tweets 5098 of 7000 have been processed\n",
      "Tweets 5099 of 7000 have been processed\n",
      "Tweets 5100 of 7000 have been processed\n",
      "Tweets 5101 of 7000 have been processed\n",
      "Tweets 5102 of 7000 have been processed\n",
      "Tweets 5103 of 7000 have been processed\n",
      "Tweets 5104 of 7000 have been processed\n",
      "Tweets 5105 of 7000 have been processed\n",
      "Tweets 5106 of 7000 have been processed\n",
      "Tweets 5107 of 7000 have been processed\n",
      "Tweets 5108 of 7000 have been processed\n",
      "Tweets 5109 of 7000 have been processed\n",
      "Tweets 5110 of 7000 have been processed\n",
      "Tweets 5111 of 7000 have been processed\n",
      "Tweets 5112 of 7000 have been processed\n",
      "Tweets 5113 of 7000 have been processed\n",
      "Tweets 5114 of 7000 have been processed\n",
      "Tweets 5115 of 7000 have been processed\n",
      "Tweets 5116 of 7000 have been processed\n",
      "Tweets 5117 of 7000 have been processed\n",
      "Tweets 5118 of 7000 have been processed\n",
      "Tweets 5119 of 7000 have been processed\n",
      "Tweets 5120 of 7000 have been processed\n",
      "Tweets 5121 of 7000 have been processed\n",
      "Tweets 5122 of 7000 have been processed\n",
      "Tweets 5123 of 7000 have been processed\n",
      "Tweets 5124 of 7000 have been processed\n",
      "Tweets 5125 of 7000 have been processed\n",
      "Tweets 5126 of 7000 have been processed\n",
      "Tweets 5127 of 7000 have been processed\n",
      "Tweets 5128 of 7000 have been processed\n",
      "Tweets 5129 of 7000 have been processed\n",
      "Tweets 5130 of 7000 have been processed\n",
      "Tweets 5131 of 7000 have been processed\n",
      "Tweets 5132 of 7000 have been processed\n",
      "Tweets 5133 of 7000 have been processed\n",
      "Tweets 5134 of 7000 have been processed\n",
      "Tweets 5135 of 7000 have been processed\n",
      "Tweets 5136 of 7000 have been processed\n",
      "Tweets 5137 of 7000 have been processed\n",
      "Tweets 5138 of 7000 have been processed\n",
      "Tweets 5139 of 7000 have been processed\n",
      "Tweets 5140 of 7000 have been processed\n",
      "Tweets 5141 of 7000 have been processed\n",
      "Tweets 5142 of 7000 have been processed\n",
      "Tweets 5143 of 7000 have been processed\n",
      "Tweets 5144 of 7000 have been processed\n",
      "Tweets 5145 of 7000 have been processed\n",
      "Tweets 5146 of 7000 have been processed\n",
      "Tweets 5147 of 7000 have been processed\n",
      "Tweets 5148 of 7000 have been processed\n",
      "Tweets 5149 of 7000 have been processed\n",
      "Tweets 5150 of 7000 have been processed\n",
      "Tweets 5151 of 7000 have been processed\n",
      "Tweets 5152 of 7000 have been processed\n",
      "Tweets 5153 of 7000 have been processed\n",
      "Tweets 5154 of 7000 have been processed\n",
      "Tweets 5155 of 7000 have been processed\n",
      "Tweets 5156 of 7000 have been processed\n",
      "Tweets 5157 of 7000 have been processed\n",
      "Tweets 5158 of 7000 have been processed\n",
      "Tweets 5159 of 7000 have been processed\n",
      "Tweets 5160 of 7000 have been processed\n",
      "Tweets 5161 of 7000 have been processed\n",
      "Tweets 5162 of 7000 have been processed\n",
      "Tweets 5163 of 7000 have been processed\n",
      "Tweets 5164 of 7000 have been processed\n",
      "Tweets 5165 of 7000 have been processed\n",
      "Tweets 5166 of 7000 have been processed\n",
      "Tweets 5167 of 7000 have been processed\n",
      "Tweets 5168 of 7000 have been processed\n",
      "Tweets 5169 of 7000 have been processed\n",
      "Tweets 5170 of 7000 have been processed\n",
      "Tweets 5171 of 7000 have been processed\n",
      "Tweets 5172 of 7000 have been processed\n",
      "Tweets 5173 of 7000 have been processed\n",
      "Tweets 5174 of 7000 have been processed\n",
      "Tweets 5175 of 7000 have been processed\n",
      "Tweets 5176 of 7000 have been processed\n",
      "Tweets 5177 of 7000 have been processed\n",
      "Tweets 5178 of 7000 have been processed\n",
      "Tweets 5179 of 7000 have been processed\n",
      "Tweets 5180 of 7000 have been processed\n",
      "Tweets 5181 of 7000 have been processed\n",
      "Tweets 5182 of 7000 have been processed\n",
      "Tweets 5183 of 7000 have been processed\n",
      "Tweets 5184 of 7000 have been processed\n",
      "Tweets 5185 of 7000 have been processed\n",
      "Tweets 5186 of 7000 have been processed\n",
      "Tweets 5187 of 7000 have been processed\n",
      "Tweets 5188 of 7000 have been processed\n",
      "Tweets 5189 of 7000 have been processed\n",
      "Tweets 5190 of 7000 have been processed\n",
      "Tweets 5191 of 7000 have been processed\n",
      "Tweets 5192 of 7000 have been processed\n",
      "Tweets 5193 of 7000 have been processed\n",
      "Tweets 5194 of 7000 have been processed\n",
      "Tweets 5195 of 7000 have been processed\n",
      "Tweets 5196 of 7000 have been processed\n",
      "Tweets 5197 of 7000 have been processed\n",
      "Tweets 5198 of 7000 have been processed\n",
      "Tweets 5199 of 7000 have been processed\n",
      "Tweets 5200 of 7000 have been processed\n",
      "Tweets 5201 of 7000 have been processed\n",
      "Tweets 5202 of 7000 have been processed\n",
      "Tweets 5203 of 7000 have been processed\n",
      "Tweets 5204 of 7000 have been processed\n",
      "Tweets 5205 of 7000 have been processed\n",
      "Tweets 5206 of 7000 have been processed\n",
      "Tweets 5207 of 7000 have been processed\n",
      "Tweets 5208 of 7000 have been processed\n",
      "Tweets 5209 of 7000 have been processed\n",
      "Tweets 5210 of 7000 have been processed\n",
      "Tweets 5211 of 7000 have been processed\n",
      "Tweets 5212 of 7000 have been processed\n",
      "Tweets 5213 of 7000 have been processed\n",
      "Tweets 5214 of 7000 have been processed\n",
      "Tweets 5215 of 7000 have been processed\n",
      "Tweets 5216 of 7000 have been processed\n",
      "Tweets 5217 of 7000 have been processed\n",
      "Tweets 5218 of 7000 have been processed\n",
      "Tweets 5219 of 7000 have been processed\n",
      "Tweets 5220 of 7000 have been processed\n",
      "Tweets 5221 of 7000 have been processed\n",
      "Tweets 5222 of 7000 have been processed\n",
      "Tweets 5223 of 7000 have been processed\n",
      "Tweets 5224 of 7000 have been processed\n",
      "Tweets 5225 of 7000 have been processed\n",
      "Tweets 5226 of 7000 have been processed\n",
      "Tweets 5227 of 7000 have been processed\n",
      "Tweets 5228 of 7000 have been processed\n",
      "Tweets 5229 of 7000 have been processed\n",
      "Tweets 5230 of 7000 have been processed\n",
      "Tweets 5231 of 7000 have been processed\n",
      "Tweets 5232 of 7000 have been processed\n",
      "Tweets 5233 of 7000 have been processed\n",
      "Tweets 5234 of 7000 have been processed\n",
      "Tweets 5235 of 7000 have been processed\n",
      "Tweets 5236 of 7000 have been processed\n",
      "Tweets 5237 of 7000 have been processed\n",
      "Tweets 5238 of 7000 have been processed\n",
      "Tweets 5239 of 7000 have been processed\n",
      "Tweets 5240 of 7000 have been processed\n",
      "Tweets 5241 of 7000 have been processed\n",
      "Tweets 5242 of 7000 have been processed\n",
      "Tweets 5243 of 7000 have been processed\n",
      "Tweets 5244 of 7000 have been processed\n",
      "Tweets 5245 of 7000 have been processed\n",
      "Tweets 5246 of 7000 have been processed\n",
      "Tweets 5247 of 7000 have been processed\n",
      "Tweets 5248 of 7000 have been processed\n",
      "Tweets 5249 of 7000 have been processed\n",
      "Tweets 5250 of 7000 have been processed\n",
      "Tweets 5251 of 7000 have been processed\n",
      "Tweets 5252 of 7000 have been processed\n",
      "Tweets 5253 of 7000 have been processed\n",
      "Tweets 5254 of 7000 have been processed\n",
      "Tweets 5255 of 7000 have been processed\n",
      "Tweets 5256 of 7000 have been processed\n",
      "Tweets 5257 of 7000 have been processed\n",
      "Tweets 5258 of 7000 have been processed\n",
      "Tweets 5259 of 7000 have been processed\n",
      "Tweets 5260 of 7000 have been processed\n",
      "Tweets 5261 of 7000 have been processed\n",
      "Tweets 5262 of 7000 have been processed\n",
      "Tweets 5263 of 7000 have been processed\n",
      "Tweets 5264 of 7000 have been processed\n",
      "Tweets 5265 of 7000 have been processed\n",
      "Tweets 5266 of 7000 have been processed\n",
      "Tweets 5267 of 7000 have been processed\n",
      "Tweets 5268 of 7000 have been processed\n",
      "Tweets 5269 of 7000 have been processed\n",
      "Tweets 5270 of 7000 have been processed\n",
      "Tweets 5271 of 7000 have been processed\n",
      "Tweets 5272 of 7000 have been processed\n",
      "Tweets 5273 of 7000 have been processed\n",
      "Tweets 5274 of 7000 have been processed\n",
      "Tweets 5275 of 7000 have been processed\n",
      "Tweets 5276 of 7000 have been processed\n",
      "Tweets 5277 of 7000 have been processed\n",
      "Tweets 5278 of 7000 have been processed\n",
      "Tweets 5279 of 7000 have been processed\n",
      "Tweets 5280 of 7000 have been processed\n",
      "Tweets 5281 of 7000 have been processed\n",
      "Tweets 5282 of 7000 have been processed\n",
      "Tweets 5283 of 7000 have been processed\n",
      "Tweets 5284 of 7000 have been processed\n",
      "Tweets 5285 of 7000 have been processed\n",
      "Tweets 5286 of 7000 have been processed\n",
      "Tweets 5287 of 7000 have been processed\n",
      "Tweets 5288 of 7000 have been processed\n",
      "Tweets 5289 of 7000 have been processed\n",
      "Tweets 5290 of 7000 have been processed\n",
      "Tweets 5291 of 7000 have been processed\n",
      "Tweets 5292 of 7000 have been processed\n",
      "Tweets 5293 of 7000 have been processed\n",
      "Tweets 5294 of 7000 have been processed\n",
      "Tweets 5295 of 7000 have been processed\n",
      "Tweets 5296 of 7000 have been processed\n",
      "Tweets 5297 of 7000 have been processed\n",
      "Tweets 5298 of 7000 have been processed\n",
      "Tweets 5299 of 7000 have been processed\n",
      "Tweets 5300 of 7000 have been processed\n",
      "Tweets 5301 of 7000 have been processed\n",
      "Tweets 5302 of 7000 have been processed\n",
      "Tweets 5303 of 7000 have been processed\n",
      "Tweets 5304 of 7000 have been processed\n",
      "Tweets 5305 of 7000 have been processed\n",
      "Tweets 5306 of 7000 have been processed\n",
      "Tweets 5307 of 7000 have been processed\n",
      "Tweets 5308 of 7000 have been processed\n",
      "Tweets 5309 of 7000 have been processed\n",
      "Tweets 5310 of 7000 have been processed\n",
      "Tweets 5311 of 7000 have been processed\n",
      "Tweets 5312 of 7000 have been processed\n",
      "Tweets 5313 of 7000 have been processed\n",
      "Tweets 5314 of 7000 have been processed\n",
      "Tweets 5315 of 7000 have been processed\n",
      "Tweets 5316 of 7000 have been processed\n",
      "Tweets 5317 of 7000 have been processed\n",
      "Tweets 5318 of 7000 have been processed\n",
      "Tweets 5319 of 7000 have been processed\n",
      "Tweets 5320 of 7000 have been processed\n",
      "Tweets 5321 of 7000 have been processed\n",
      "Tweets 5322 of 7000 have been processed\n",
      "Tweets 5323 of 7000 have been processed\n",
      "Tweets 5324 of 7000 have been processed\n",
      "Tweets 5325 of 7000 have been processed\n",
      "Tweets 5326 of 7000 have been processed\n",
      "Tweets 5327 of 7000 have been processed\n",
      "Tweets 5328 of 7000 have been processed\n",
      "Tweets 5329 of 7000 have been processed\n",
      "Tweets 5330 of 7000 have been processed\n",
      "Tweets 5331 of 7000 have been processed\n",
      "Tweets 5332 of 7000 have been processed\n",
      "Tweets 5333 of 7000 have been processed\n",
      "Tweets 5334 of 7000 have been processed\n",
      "Tweets 5335 of 7000 have been processed\n",
      "Tweets 5336 of 7000 have been processed\n",
      "Tweets 5337 of 7000 have been processed\n",
      "Tweets 5338 of 7000 have been processed\n",
      "Tweets 5339 of 7000 have been processed\n",
      "Tweets 5340 of 7000 have been processed\n",
      "Tweets 5341 of 7000 have been processed\n",
      "Tweets 5342 of 7000 have been processed\n",
      "Tweets 5343 of 7000 have been processed\n",
      "Tweets 5344 of 7000 have been processed\n",
      "Tweets 5345 of 7000 have been processed\n",
      "Tweets 5346 of 7000 have been processed\n",
      "Tweets 5347 of 7000 have been processed\n",
      "Tweets 5348 of 7000 have been processed\n",
      "Tweets 5349 of 7000 have been processed\n",
      "Tweets 5350 of 7000 have been processed\n",
      "Tweets 5351 of 7000 have been processed\n",
      "Tweets 5352 of 7000 have been processed\n",
      "Tweets 5353 of 7000 have been processed\n",
      "Tweets 5354 of 7000 have been processed\n",
      "Tweets 5355 of 7000 have been processed\n",
      "Tweets 5356 of 7000 have been processed\n",
      "Tweets 5357 of 7000 have been processed\n",
      "Tweets 5358 of 7000 have been processed\n",
      "Tweets 5359 of 7000 have been processed\n",
      "Tweets 5360 of 7000 have been processed\n",
      "Tweets 5361 of 7000 have been processed\n",
      "Tweets 5362 of 7000 have been processed\n",
      "Tweets 5363 of 7000 have been processed\n",
      "Tweets 5364 of 7000 have been processed\n",
      "Tweets 5365 of 7000 have been processed\n",
      "Tweets 5366 of 7000 have been processed\n",
      "Tweets 5367 of 7000 have been processed\n",
      "Tweets 5368 of 7000 have been processed\n",
      "Tweets 5369 of 7000 have been processed\n",
      "Tweets 5370 of 7000 have been processed\n",
      "Tweets 5371 of 7000 have been processed\n",
      "Tweets 5372 of 7000 have been processed\n",
      "Tweets 5373 of 7000 have been processed\n",
      "Tweets 5374 of 7000 have been processed\n",
      "Tweets 5375 of 7000 have been processed\n",
      "Tweets 5376 of 7000 have been processed\n",
      "Tweets 5377 of 7000 have been processed\n",
      "Tweets 5378 of 7000 have been processed\n",
      "Tweets 5379 of 7000 have been processed\n",
      "Tweets 5380 of 7000 have been processed\n",
      "Tweets 5381 of 7000 have been processed\n",
      "Tweets 5382 of 7000 have been processed\n",
      "Tweets 5383 of 7000 have been processed\n",
      "Tweets 5384 of 7000 have been processed\n",
      "Tweets 5385 of 7000 have been processed\n",
      "Tweets 5386 of 7000 have been processed\n",
      "Tweets 5387 of 7000 have been processed\n",
      "Tweets 5388 of 7000 have been processed\n",
      "Tweets 5389 of 7000 have been processed\n",
      "Tweets 5390 of 7000 have been processed\n",
      "Tweets 5391 of 7000 have been processed\n",
      "Tweets 5392 of 7000 have been processed\n",
      "Tweets 5393 of 7000 have been processed\n",
      "Tweets 5394 of 7000 have been processed\n",
      "Tweets 5395 of 7000 have been processed\n",
      "Tweets 5396 of 7000 have been processed\n",
      "Tweets 5397 of 7000 have been processed\n",
      "Tweets 5398 of 7000 have been processed\n",
      "Tweets 5399 of 7000 have been processed\n",
      "Tweets 5400 of 7000 have been processed\n",
      "Tweets 5401 of 7000 have been processed\n",
      "Tweets 5402 of 7000 have been processed\n",
      "Tweets 5403 of 7000 have been processed\n",
      "Tweets 5404 of 7000 have been processed\n",
      "Tweets 5405 of 7000 have been processed\n",
      "Tweets 5406 of 7000 have been processed\n",
      "Tweets 5407 of 7000 have been processed\n",
      "Tweets 5408 of 7000 have been processed\n",
      "Tweets 5409 of 7000 have been processed\n",
      "Tweets 5410 of 7000 have been processed\n",
      "Tweets 5411 of 7000 have been processed\n",
      "Tweets 5412 of 7000 have been processed\n",
      "Tweets 5413 of 7000 have been processed\n",
      "Tweets 5414 of 7000 have been processed\n",
      "Tweets 5415 of 7000 have been processed\n",
      "Tweets 5416 of 7000 have been processed\n",
      "Tweets 5417 of 7000 have been processed\n",
      "Tweets 5418 of 7000 have been processed\n",
      "Tweets 5419 of 7000 have been processed\n",
      "Tweets 5420 of 7000 have been processed\n",
      "Tweets 5421 of 7000 have been processed\n",
      "Tweets 5422 of 7000 have been processed\n",
      "Tweets 5423 of 7000 have been processed\n",
      "Tweets 5424 of 7000 have been processed\n",
      "Tweets 5425 of 7000 have been processed\n",
      "Tweets 5426 of 7000 have been processed\n",
      "Tweets 5427 of 7000 have been processed\n",
      "Tweets 5428 of 7000 have been processed\n",
      "Tweets 5429 of 7000 have been processed\n",
      "Tweets 5430 of 7000 have been processed\n",
      "Tweets 5431 of 7000 have been processed\n",
      "Tweets 5432 of 7000 have been processed\n",
      "Tweets 5433 of 7000 have been processed\n",
      "Tweets 5434 of 7000 have been processed\n",
      "Tweets 5435 of 7000 have been processed\n",
      "Tweets 5436 of 7000 have been processed\n",
      "Tweets 5437 of 7000 have been processed\n",
      "Tweets 5438 of 7000 have been processed\n",
      "Tweets 5439 of 7000 have been processed\n",
      "Tweets 5440 of 7000 have been processed\n",
      "Tweets 5441 of 7000 have been processed\n",
      "Tweets 5442 of 7000 have been processed\n",
      "Tweets 5443 of 7000 have been processed\n",
      "Tweets 5444 of 7000 have been processed\n",
      "Tweets 5445 of 7000 have been processed\n",
      "Tweets 5446 of 7000 have been processed\n",
      "Tweets 5447 of 7000 have been processed\n",
      "Tweets 5448 of 7000 have been processed\n",
      "Tweets 5449 of 7000 have been processed\n",
      "Tweets 5450 of 7000 have been processed\n",
      "Tweets 5451 of 7000 have been processed\n",
      "Tweets 5452 of 7000 have been processed\n",
      "Tweets 5453 of 7000 have been processed\n",
      "Tweets 5454 of 7000 have been processed\n",
      "Tweets 5455 of 7000 have been processed\n",
      "Tweets 5456 of 7000 have been processed\n",
      "Tweets 5457 of 7000 have been processed\n",
      "Tweets 5458 of 7000 have been processed\n",
      "Tweets 5459 of 7000 have been processed\n",
      "Tweets 5460 of 7000 have been processed\n",
      "Tweets 5461 of 7000 have been processed\n",
      "Tweets 5462 of 7000 have been processed\n",
      "Tweets 5463 of 7000 have been processed\n",
      "Tweets 5464 of 7000 have been processed\n",
      "Tweets 5465 of 7000 have been processed\n",
      "Tweets 5466 of 7000 have been processed\n",
      "Tweets 5467 of 7000 have been processed\n",
      "Tweets 5468 of 7000 have been processed\n",
      "Tweets 5469 of 7000 have been processed\n",
      "Tweets 5470 of 7000 have been processed\n",
      "Tweets 5471 of 7000 have been processed\n",
      "Tweets 5472 of 7000 have been processed\n",
      "Tweets 5473 of 7000 have been processed\n",
      "Tweets 5474 of 7000 have been processed\n",
      "Tweets 5475 of 7000 have been processed\n",
      "Tweets 5476 of 7000 have been processed\n",
      "Tweets 5477 of 7000 have been processed\n",
      "Tweets 5478 of 7000 have been processed\n",
      "Tweets 5479 of 7000 have been processed\n",
      "Tweets 5480 of 7000 have been processed\n",
      "Tweets 5481 of 7000 have been processed\n",
      "Tweets 5482 of 7000 have been processed\n",
      "Tweets 5483 of 7000 have been processed\n",
      "Tweets 5484 of 7000 have been processed\n",
      "Tweets 5485 of 7000 have been processed\n",
      "Tweets 5486 of 7000 have been processed\n",
      "Tweets 5487 of 7000 have been processed\n",
      "Tweets 5488 of 7000 have been processed\n",
      "Tweets 5489 of 7000 have been processed\n",
      "Tweets 5490 of 7000 have been processed\n",
      "Tweets 5491 of 7000 have been processed\n",
      "Tweets 5492 of 7000 have been processed\n",
      "Tweets 5493 of 7000 have been processed\n",
      "Tweets 5494 of 7000 have been processed\n",
      "Tweets 5495 of 7000 have been processed\n",
      "Tweets 5496 of 7000 have been processed\n",
      "Tweets 5497 of 7000 have been processed\n",
      "Tweets 5498 of 7000 have been processed\n",
      "Tweets 5499 of 7000 have been processed\n",
      "Tweets 5500 of 7000 have been processed\n",
      "Tweets 5501 of 7000 have been processed\n",
      "Tweets 5502 of 7000 have been processed\n",
      "Tweets 5503 of 7000 have been processed\n",
      "Tweets 5504 of 7000 have been processed\n",
      "Tweets 5505 of 7000 have been processed\n",
      "Tweets 5506 of 7000 have been processed\n",
      "Tweets 5507 of 7000 have been processed\n",
      "Tweets 5508 of 7000 have been processed\n",
      "Tweets 5509 of 7000 have been processed\n",
      "Tweets 5510 of 7000 have been processed\n",
      "Tweets 5511 of 7000 have been processed\n",
      "Tweets 5512 of 7000 have been processed\n",
      "Tweets 5513 of 7000 have been processed\n",
      "Tweets 5514 of 7000 have been processed\n",
      "Tweets 5515 of 7000 have been processed\n",
      "Tweets 5516 of 7000 have been processed\n",
      "Tweets 5517 of 7000 have been processed\n",
      "Tweets 5518 of 7000 have been processed\n",
      "Tweets 5519 of 7000 have been processed\n",
      "Tweets 5520 of 7000 have been processed\n",
      "Tweets 5521 of 7000 have been processed\n",
      "Tweets 5522 of 7000 have been processed\n",
      "Tweets 5523 of 7000 have been processed\n",
      "Tweets 5524 of 7000 have been processed\n",
      "Tweets 5525 of 7000 have been processed\n",
      "Tweets 5526 of 7000 have been processed\n",
      "Tweets 5527 of 7000 have been processed\n",
      "Tweets 5528 of 7000 have been processed\n",
      "Tweets 5529 of 7000 have been processed\n",
      "Tweets 5530 of 7000 have been processed\n",
      "Tweets 5531 of 7000 have been processed\n",
      "Tweets 5532 of 7000 have been processed\n",
      "Tweets 5533 of 7000 have been processed\n",
      "Tweets 5534 of 7000 have been processed\n",
      "Tweets 5535 of 7000 have been processed\n",
      "Tweets 5536 of 7000 have been processed\n",
      "Tweets 5537 of 7000 have been processed\n",
      "Tweets 5538 of 7000 have been processed\n",
      "Tweets 5539 of 7000 have been processed\n",
      "Tweets 5540 of 7000 have been processed\n",
      "Tweets 5541 of 7000 have been processed\n",
      "Tweets 5542 of 7000 have been processed\n",
      "Tweets 5543 of 7000 have been processed\n",
      "Tweets 5544 of 7000 have been processed\n",
      "Tweets 5545 of 7000 have been processed\n",
      "Tweets 5546 of 7000 have been processed\n",
      "Tweets 5547 of 7000 have been processed\n",
      "Tweets 5548 of 7000 have been processed\n",
      "Tweets 5549 of 7000 have been processed\n",
      "Tweets 5550 of 7000 have been processed\n",
      "Tweets 5551 of 7000 have been processed\n",
      "Tweets 5552 of 7000 have been processed\n",
      "Tweets 5553 of 7000 have been processed\n",
      "Tweets 5554 of 7000 have been processed\n",
      "Tweets 5555 of 7000 have been processed\n",
      "Tweets 5556 of 7000 have been processed\n",
      "Tweets 5557 of 7000 have been processed\n",
      "Tweets 5558 of 7000 have been processed\n",
      "Tweets 5559 of 7000 have been processed\n",
      "Tweets 5560 of 7000 have been processed\n",
      "Tweets 5561 of 7000 have been processed\n",
      "Tweets 5562 of 7000 have been processed\n",
      "Tweets 5563 of 7000 have been processed\n",
      "Tweets 5564 of 7000 have been processed\n",
      "Tweets 5565 of 7000 have been processed\n",
      "Tweets 5566 of 7000 have been processed\n",
      "Tweets 5567 of 7000 have been processed\n",
      "Tweets 5568 of 7000 have been processed\n",
      "Tweets 5569 of 7000 have been processed\n",
      "Tweets 5570 of 7000 have been processed\n",
      "Tweets 5571 of 7000 have been processed\n",
      "Tweets 5572 of 7000 have been processed\n",
      "Tweets 5573 of 7000 have been processed\n",
      "Tweets 5574 of 7000 have been processed\n",
      "Tweets 5575 of 7000 have been processed\n",
      "Tweets 5576 of 7000 have been processed\n",
      "Tweets 5577 of 7000 have been processed\n",
      "Tweets 5578 of 7000 have been processed\n",
      "Tweets 5579 of 7000 have been processed\n",
      "Tweets 5580 of 7000 have been processed\n",
      "Tweets 5581 of 7000 have been processed\n",
      "Tweets 5582 of 7000 have been processed\n",
      "Tweets 5583 of 7000 have been processed\n",
      "Tweets 5584 of 7000 have been processed\n",
      "Tweets 5585 of 7000 have been processed\n",
      "Tweets 5586 of 7000 have been processed\n",
      "Tweets 5587 of 7000 have been processed\n",
      "Tweets 5588 of 7000 have been processed\n",
      "Tweets 5589 of 7000 have been processed\n",
      "Tweets 5590 of 7000 have been processed\n",
      "Tweets 5591 of 7000 have been processed\n",
      "Tweets 5592 of 7000 have been processed\n",
      "Tweets 5593 of 7000 have been processed\n",
      "Tweets 5594 of 7000 have been processed\n",
      "Tweets 5595 of 7000 have been processed\n",
      "Tweets 5596 of 7000 have been processed\n",
      "Tweets 5597 of 7000 have been processed\n",
      "Tweets 5598 of 7000 have been processed\n",
      "Tweets 5599 of 7000 have been processed\n",
      "Tweets 5600 of 7000 have been processed\n",
      "Tweets 5601 of 7000 have been processed\n",
      "Tweets 5602 of 7000 have been processed\n",
      "Tweets 5603 of 7000 have been processed\n",
      "Tweets 5604 of 7000 have been processed\n",
      "Tweets 5605 of 7000 have been processed\n",
      "Tweets 5606 of 7000 have been processed\n",
      "Tweets 5607 of 7000 have been processed\n",
      "Tweets 5608 of 7000 have been processed\n",
      "Tweets 5609 of 7000 have been processed\n",
      "Tweets 5610 of 7000 have been processed\n",
      "Tweets 5611 of 7000 have been processed\n",
      "Tweets 5612 of 7000 have been processed\n",
      "Tweets 5613 of 7000 have been processed\n",
      "Tweets 5614 of 7000 have been processed\n",
      "Tweets 5615 of 7000 have been processed\n",
      "Tweets 5616 of 7000 have been processed\n",
      "Tweets 5617 of 7000 have been processed\n",
      "Tweets 5618 of 7000 have been processed\n",
      "Tweets 5619 of 7000 have been processed\n",
      "Tweets 5620 of 7000 have been processed\n",
      "Tweets 5621 of 7000 have been processed\n",
      "Tweets 5622 of 7000 have been processed\n",
      "Tweets 5623 of 7000 have been processed\n",
      "Tweets 5624 of 7000 have been processed\n",
      "Tweets 5625 of 7000 have been processed\n",
      "Tweets 5626 of 7000 have been processed\n",
      "Tweets 5627 of 7000 have been processed\n",
      "Tweets 5628 of 7000 have been processed\n",
      "Tweets 5629 of 7000 have been processed\n",
      "Tweets 5630 of 7000 have been processed\n",
      "Tweets 5631 of 7000 have been processed\n",
      "Tweets 5632 of 7000 have been processed\n",
      "Tweets 5633 of 7000 have been processed\n",
      "Tweets 5634 of 7000 have been processed\n",
      "Tweets 5635 of 7000 have been processed\n",
      "Tweets 5636 of 7000 have been processed\n",
      "Tweets 5637 of 7000 have been processed\n",
      "Tweets 5638 of 7000 have been processed\n",
      "Tweets 5639 of 7000 have been processed\n",
      "Tweets 5640 of 7000 have been processed\n",
      "Tweets 5641 of 7000 have been processed\n",
      "Tweets 5642 of 7000 have been processed\n",
      "Tweets 5643 of 7000 have been processed\n",
      "Tweets 5644 of 7000 have been processed\n",
      "Tweets 5645 of 7000 have been processed\n",
      "Tweets 5646 of 7000 have been processed\n",
      "Tweets 5647 of 7000 have been processed\n",
      "Tweets 5648 of 7000 have been processed\n",
      "Tweets 5649 of 7000 have been processed\n",
      "Tweets 5650 of 7000 have been processed\n",
      "Tweets 5651 of 7000 have been processed\n",
      "Tweets 5652 of 7000 have been processed\n",
      "Tweets 5653 of 7000 have been processed\n",
      "Tweets 5654 of 7000 have been processed\n",
      "Tweets 5655 of 7000 have been processed\n",
      "Tweets 5656 of 7000 have been processed\n",
      "Tweets 5657 of 7000 have been processed\n",
      "Tweets 5658 of 7000 have been processed\n",
      "Tweets 5659 of 7000 have been processed\n",
      "Tweets 5660 of 7000 have been processed\n",
      "Tweets 5661 of 7000 have been processed\n",
      "Tweets 5662 of 7000 have been processed\n",
      "Tweets 5663 of 7000 have been processed\n",
      "Tweets 5664 of 7000 have been processed\n",
      "Tweets 5665 of 7000 have been processed\n",
      "Tweets 5666 of 7000 have been processed\n",
      "Tweets 5667 of 7000 have been processed\n",
      "Tweets 5668 of 7000 have been processed\n",
      "Tweets 5669 of 7000 have been processed\n",
      "Tweets 5670 of 7000 have been processed\n",
      "Tweets 5671 of 7000 have been processed\n",
      "Tweets 5672 of 7000 have been processed\n",
      "Tweets 5673 of 7000 have been processed\n",
      "Tweets 5674 of 7000 have been processed\n",
      "Tweets 5675 of 7000 have been processed\n",
      "Tweets 5676 of 7000 have been processed\n",
      "Tweets 5677 of 7000 have been processed\n",
      "Tweets 5678 of 7000 have been processed\n",
      "Tweets 5679 of 7000 have been processed\n",
      "Tweets 5680 of 7000 have been processed\n",
      "Tweets 5681 of 7000 have been processed\n",
      "Tweets 5682 of 7000 have been processed\n",
      "Tweets 5683 of 7000 have been processed\n",
      "Tweets 5684 of 7000 have been processed\n",
      "Tweets 5685 of 7000 have been processed\n",
      "Tweets 5686 of 7000 have been processed\n",
      "Tweets 5687 of 7000 have been processed\n",
      "Tweets 5688 of 7000 have been processed\n",
      "Tweets 5689 of 7000 have been processed\n",
      "Tweets 5690 of 7000 have been processed\n",
      "Tweets 5691 of 7000 have been processed\n",
      "Tweets 5692 of 7000 have been processed\n",
      "Tweets 5693 of 7000 have been processed\n",
      "Tweets 5694 of 7000 have been processed\n",
      "Tweets 5695 of 7000 have been processed\n",
      "Tweets 5696 of 7000 have been processed\n",
      "Tweets 5697 of 7000 have been processed\n",
      "Tweets 5698 of 7000 have been processed\n",
      "Tweets 5699 of 7000 have been processed\n",
      "Tweets 5700 of 7000 have been processed\n",
      "Tweets 5701 of 7000 have been processed\n",
      "Tweets 5702 of 7000 have been processed\n",
      "Tweets 5703 of 7000 have been processed\n",
      "Tweets 5704 of 7000 have been processed\n",
      "Tweets 5705 of 7000 have been processed\n",
      "Tweets 5706 of 7000 have been processed\n",
      "Tweets 5707 of 7000 have been processed\n",
      "Tweets 5708 of 7000 have been processed\n",
      "Tweets 5709 of 7000 have been processed\n",
      "Tweets 5710 of 7000 have been processed\n",
      "Tweets 5711 of 7000 have been processed\n",
      "Tweets 5712 of 7000 have been processed\n",
      "Tweets 5713 of 7000 have been processed\n",
      "Tweets 5714 of 7000 have been processed\n",
      "Tweets 5715 of 7000 have been processed\n",
      "Tweets 5716 of 7000 have been processed\n",
      "Tweets 5717 of 7000 have been processed\n",
      "Tweets 5718 of 7000 have been processed\n",
      "Tweets 5719 of 7000 have been processed\n",
      "Tweets 5720 of 7000 have been processed\n",
      "Tweets 5721 of 7000 have been processed\n",
      "Tweets 5722 of 7000 have been processed\n",
      "Tweets 5723 of 7000 have been processed\n",
      "Tweets 5724 of 7000 have been processed\n",
      "Tweets 5725 of 7000 have been processed\n",
      "Tweets 5726 of 7000 have been processed\n",
      "Tweets 5727 of 7000 have been processed\n",
      "Tweets 5728 of 7000 have been processed\n",
      "Tweets 5729 of 7000 have been processed\n",
      "Tweets 5730 of 7000 have been processed\n",
      "Tweets 5731 of 7000 have been processed\n",
      "Tweets 5732 of 7000 have been processed\n",
      "Tweets 5733 of 7000 have been processed\n",
      "Tweets 5734 of 7000 have been processed\n",
      "Tweets 5735 of 7000 have been processed\n",
      "Tweets 5736 of 7000 have been processed\n",
      "Tweets 5737 of 7000 have been processed\n",
      "Tweets 5738 of 7000 have been processed\n",
      "Tweets 5739 of 7000 have been processed\n",
      "Tweets 5740 of 7000 have been processed\n",
      "Tweets 5741 of 7000 have been processed\n",
      "Tweets 5742 of 7000 have been processed\n",
      "Tweets 5743 of 7000 have been processed\n",
      "Tweets 5744 of 7000 have been processed\n",
      "Tweets 5745 of 7000 have been processed\n",
      "Tweets 5746 of 7000 have been processed\n",
      "Tweets 5747 of 7000 have been processed\n",
      "Tweets 5748 of 7000 have been processed\n",
      "Tweets 5749 of 7000 have been processed\n",
      "Tweets 5750 of 7000 have been processed\n",
      "Tweets 5751 of 7000 have been processed\n",
      "Tweets 5752 of 7000 have been processed\n",
      "Tweets 5753 of 7000 have been processed\n",
      "Tweets 5754 of 7000 have been processed\n",
      "Tweets 5755 of 7000 have been processed\n",
      "Tweets 5756 of 7000 have been processed\n",
      "Tweets 5757 of 7000 have been processed\n",
      "Tweets 5758 of 7000 have been processed\n",
      "Tweets 5759 of 7000 have been processed\n",
      "Tweets 5760 of 7000 have been processed\n",
      "Tweets 5761 of 7000 have been processed\n",
      "Tweets 5762 of 7000 have been processed\n",
      "Tweets 5763 of 7000 have been processed\n",
      "Tweets 5764 of 7000 have been processed\n",
      "Tweets 5765 of 7000 have been processed\n",
      "Tweets 5766 of 7000 have been processed\n",
      "Tweets 5767 of 7000 have been processed\n",
      "Tweets 5768 of 7000 have been processed\n",
      "Tweets 5769 of 7000 have been processed\n",
      "Tweets 5770 of 7000 have been processed\n",
      "Tweets 5771 of 7000 have been processed\n",
      "Tweets 5772 of 7000 have been processed\n",
      "Tweets 5773 of 7000 have been processed\n",
      "Tweets 5774 of 7000 have been processed\n",
      "Tweets 5775 of 7000 have been processed\n",
      "Tweets 5776 of 7000 have been processed\n",
      "Tweets 5777 of 7000 have been processed\n",
      "Tweets 5778 of 7000 have been processed\n",
      "Tweets 5779 of 7000 have been processed\n",
      "Tweets 5780 of 7000 have been processed\n",
      "Tweets 5781 of 7000 have been processed\n",
      "Tweets 5782 of 7000 have been processed\n",
      "Tweets 5783 of 7000 have been processed\n",
      "Tweets 5784 of 7000 have been processed\n",
      "Tweets 5785 of 7000 have been processed\n",
      "Tweets 5786 of 7000 have been processed\n",
      "Tweets 5787 of 7000 have been processed\n",
      "Tweets 5788 of 7000 have been processed\n",
      "Tweets 5789 of 7000 have been processed\n",
      "Tweets 5790 of 7000 have been processed\n",
      "Tweets 5791 of 7000 have been processed\n",
      "Tweets 5792 of 7000 have been processed\n",
      "Tweets 5793 of 7000 have been processed\n",
      "Tweets 5794 of 7000 have been processed\n",
      "Tweets 5795 of 7000 have been processed\n",
      "Tweets 5796 of 7000 have been processed\n",
      "Tweets 5797 of 7000 have been processed\n",
      "Tweets 5798 of 7000 have been processed\n",
      "Tweets 5799 of 7000 have been processed\n",
      "Tweets 5800 of 7000 have been processed\n",
      "Tweets 5801 of 7000 have been processed\n",
      "Tweets 5802 of 7000 have been processed\n",
      "Tweets 5803 of 7000 have been processed\n",
      "Tweets 5804 of 7000 have been processed\n",
      "Tweets 5805 of 7000 have been processed\n",
      "Tweets 5806 of 7000 have been processed\n",
      "Tweets 5807 of 7000 have been processed\n",
      "Tweets 5808 of 7000 have been processed\n",
      "Tweets 5809 of 7000 have been processed\n",
      "Tweets 5810 of 7000 have been processed\n",
      "Tweets 5811 of 7000 have been processed\n",
      "Tweets 5812 of 7000 have been processed\n",
      "Tweets 5813 of 7000 have been processed\n",
      "Tweets 5814 of 7000 have been processed\n",
      "Tweets 5815 of 7000 have been processed\n",
      "Tweets 5816 of 7000 have been processed\n",
      "Tweets 5817 of 7000 have been processed\n",
      "Tweets 5818 of 7000 have been processed\n",
      "Tweets 5819 of 7000 have been processed\n",
      "Tweets 5820 of 7000 have been processed\n",
      "Tweets 5821 of 7000 have been processed\n",
      "Tweets 5822 of 7000 have been processed\n",
      "Tweets 5823 of 7000 have been processed\n",
      "Tweets 5824 of 7000 have been processed\n",
      "Tweets 5825 of 7000 have been processed\n",
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      "Tweets 5841 of 7000 have been processed\n",
      "Tweets 5842 of 7000 have been processed\n",
      "Tweets 5843 of 7000 have been processed\n",
      "Tweets 5844 of 7000 have been processed\n",
      "Tweets 5845 of 7000 have been processed\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tweets 5846 of 7000 have been processed\n",
      "Tweets 5847 of 7000 have been processed\n",
      "Tweets 5848 of 7000 have been processed\n",
      "Tweets 5849 of 7000 have been processed\n",
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      "Tweets 6270 of 7000 have been processed\n",
      "Tweets 6271 of 7000 have been processed\n",
      "Tweets 6272 of 7000 have been processed\n",
      "Tweets 6273 of 7000 have been processed\n",
      "Tweets 6274 of 7000 have been processed\n",
      "Tweets 6275 of 7000 have been processed\n",
      "Tweets 6276 of 7000 have been processed\n",
      "Tweets 6277 of 7000 have been processed\n",
      "Tweets 6278 of 7000 have been processed\n",
      "Tweets 6279 of 7000 have been processed\n",
      "Tweets 6280 of 7000 have been processed\n",
      "Tweets 6281 of 7000 have been processed\n",
      "Tweets 6282 of 7000 have been processed\n",
      "Tweets 6283 of 7000 have been processed\n",
      "Tweets 6284 of 7000 have been processed\n",
      "Tweets 6285 of 7000 have been processed\n",
      "Tweets 6286 of 7000 have been processed\n",
      "Tweets 6287 of 7000 have been processed\n",
      "Tweets 6288 of 7000 have been processed\n",
      "Tweets 6289 of 7000 have been processed\n",
      "Tweets 6290 of 7000 have been processed\n",
      "Tweets 6291 of 7000 have been processed\n",
      "Tweets 6292 of 7000 have been processed\n",
      "Tweets 6293 of 7000 have been processed\n",
      "Tweets 6294 of 7000 have been processed\n",
      "Tweets 6295 of 7000 have been processed\n",
      "Tweets 6296 of 7000 have been processed\n",
      "Tweets 6297 of 7000 have been processed\n",
      "Tweets 6298 of 7000 have been processed\n",
      "Tweets 6299 of 7000 have been processed\n",
      "Tweets 6300 of 7000 have been processed\n",
      "Tweets 6301 of 7000 have been processed\n",
      "Tweets 6302 of 7000 have been processed\n",
      "Tweets 6303 of 7000 have been processed\n",
      "Tweets 6304 of 7000 have been processed\n",
      "Tweets 6305 of 7000 have been processed\n",
      "Tweets 6306 of 7000 have been processed\n",
      "Tweets 6307 of 7000 have been processed\n",
      "Tweets 6308 of 7000 have been processed\n",
      "Tweets 6309 of 7000 have been processed\n",
      "Tweets 6310 of 7000 have been processed\n",
      "Tweets 6311 of 7000 have been processed\n",
      "Tweets 6312 of 7000 have been processed\n",
      "Tweets 6313 of 7000 have been processed\n",
      "Tweets 6314 of 7000 have been processed\n",
      "Tweets 6315 of 7000 have been processed\n",
      "Tweets 6316 of 7000 have been processed\n",
      "Tweets 6317 of 7000 have been processed\n",
      "Tweets 6318 of 7000 have been processed\n",
      "Tweets 6319 of 7000 have been processed\n",
      "Tweets 6320 of 7000 have been processed\n",
      "Tweets 6321 of 7000 have been processed\n",
      "Tweets 6322 of 7000 have been processed\n",
      "Tweets 6323 of 7000 have been processed\n",
      "Tweets 6324 of 7000 have been processed\n",
      "Tweets 6325 of 7000 have been processed\n",
      "Tweets 6326 of 7000 have been processed\n",
      "Tweets 6327 of 7000 have been processed\n",
      "Tweets 6328 of 7000 have been processed\n",
      "Tweets 6329 of 7000 have been processed\n",
      "Tweets 6330 of 7000 have been processed\n",
      "Tweets 6331 of 7000 have been processed\n",
      "Tweets 6332 of 7000 have been processed\n",
      "Tweets 6333 of 7000 have been processed\n",
      "Tweets 6334 of 7000 have been processed\n",
      "Tweets 6335 of 7000 have been processed\n",
      "Tweets 6336 of 7000 have been processed\n",
      "Tweets 6337 of 7000 have been processed\n",
      "Tweets 6338 of 7000 have been processed\n",
      "Tweets 6339 of 7000 have been processed\n",
      "Tweets 6340 of 7000 have been processed\n",
      "Tweets 6341 of 7000 have been processed\n",
      "Tweets 6342 of 7000 have been processed\n",
      "Tweets 6343 of 7000 have been processed\n",
      "Tweets 6344 of 7000 have been processed\n",
      "Tweets 6345 of 7000 have been processed\n",
      "Tweets 6346 of 7000 have been processed\n",
      "Tweets 6347 of 7000 have been processed\n",
      "Tweets 6348 of 7000 have been processed\n",
      "Tweets 6349 of 7000 have been processed\n",
      "Tweets 6350 of 7000 have been processed\n",
      "Tweets 6351 of 7000 have been processed\n",
      "Tweets 6352 of 7000 have been processed\n",
      "Tweets 6353 of 7000 have been processed\n",
      "Tweets 6354 of 7000 have been processed\n",
      "Tweets 6355 of 7000 have been processed\n",
      "Tweets 6356 of 7000 have been processed\n",
      "Tweets 6357 of 7000 have been processed\n",
      "Tweets 6358 of 7000 have been processed\n",
      "Tweets 6359 of 7000 have been processed\n",
      "Tweets 6360 of 7000 have been processed\n",
      "Tweets 6361 of 7000 have been processed\n",
      "Tweets 6362 of 7000 have been processed\n",
      "Tweets 6363 of 7000 have been processed\n",
      "Tweets 6364 of 7000 have been processed\n",
      "Tweets 6365 of 7000 have been processed\n",
      "Tweets 6366 of 7000 have been processed\n",
      "Tweets 6367 of 7000 have been processed\n",
      "Tweets 6368 of 7000 have been processed\n",
      "Tweets 6369 of 7000 have been processed\n",
      "Tweets 6370 of 7000 have been processed\n",
      "Tweets 6371 of 7000 have been processed\n",
      "Tweets 6372 of 7000 have been processed\n",
      "Tweets 6373 of 7000 have been processed\n",
      "Tweets 6374 of 7000 have been processed\n",
      "Tweets 6375 of 7000 have been processed\n",
      "Tweets 6376 of 7000 have been processed\n",
      "Tweets 6377 of 7000 have been processed\n",
      "Tweets 6378 of 7000 have been processed\n",
      "Tweets 6379 of 7000 have been processed\n",
      "Tweets 6380 of 7000 have been processed\n",
      "Tweets 6381 of 7000 have been processed\n",
      "Tweets 6382 of 7000 have been processed\n",
      "Tweets 6383 of 7000 have been processed\n",
      "Tweets 6384 of 7000 have been processed\n",
      "Tweets 6385 of 7000 have been processed\n",
      "Tweets 6386 of 7000 have been processed\n",
      "Tweets 6387 of 7000 have been processed\n",
      "Tweets 6388 of 7000 have been processed\n",
      "Tweets 6389 of 7000 have been processed\n",
      "Tweets 6390 of 7000 have been processed\n",
      "Tweets 6391 of 7000 have been processed\n",
      "Tweets 6392 of 7000 have been processed\n",
      "Tweets 6393 of 7000 have been processed\n",
      "Tweets 6394 of 7000 have been processed\n",
      "Tweets 6395 of 7000 have been processed\n",
      "Tweets 6396 of 7000 have been processed\n",
      "Tweets 6397 of 7000 have been processed\n",
      "Tweets 6398 of 7000 have been processed\n",
      "Tweets 6399 of 7000 have been processed\n",
      "Tweets 6400 of 7000 have been processed\n",
      "Tweets 6401 of 7000 have been processed\n",
      "Tweets 6402 of 7000 have been processed\n",
      "Tweets 6403 of 7000 have been processed\n",
      "Tweets 6404 of 7000 have been processed\n",
      "Tweets 6405 of 7000 have been processed\n",
      "Tweets 6406 of 7000 have been processed\n",
      "Tweets 6407 of 7000 have been processed\n",
      "Tweets 6408 of 7000 have been processed\n",
      "Tweets 6409 of 7000 have been processed\n",
      "Tweets 6410 of 7000 have been processed\n",
      "Tweets 6411 of 7000 have been processed\n",
      "Tweets 6412 of 7000 have been processed\n",
      "Tweets 6413 of 7000 have been processed\n",
      "Tweets 6414 of 7000 have been processed\n",
      "Tweets 6415 of 7000 have been processed\n",
      "Tweets 6416 of 7000 have been processed\n",
      "Tweets 6417 of 7000 have been processed\n",
      "Tweets 6418 of 7000 have been processed\n",
      "Tweets 6419 of 7000 have been processed\n",
      "Tweets 6420 of 7000 have been processed\n",
      "Tweets 6421 of 7000 have been processed\n",
      "Tweets 6422 of 7000 have been processed\n",
      "Tweets 6423 of 7000 have been processed\n",
      "Tweets 6424 of 7000 have been processed\n",
      "Tweets 6425 of 7000 have been processed\n",
      "Tweets 6426 of 7000 have been processed\n",
      "Tweets 6427 of 7000 have been processed\n",
      "Tweets 6428 of 7000 have been processed\n",
      "Tweets 6429 of 7000 have been processed\n",
      "Tweets 6430 of 7000 have been processed\n",
      "Tweets 6431 of 7000 have been processed\n",
      "Tweets 6432 of 7000 have been processed\n",
      "Tweets 6433 of 7000 have been processed\n",
      "Tweets 6434 of 7000 have been processed\n",
      "Tweets 6435 of 7000 have been processed\n",
      "Tweets 6436 of 7000 have been processed\n",
      "Tweets 6437 of 7000 have been processed\n",
      "Tweets 6438 of 7000 have been processed\n",
      "Tweets 6439 of 7000 have been processed\n",
      "Tweets 6440 of 7000 have been processed\n",
      "Tweets 6441 of 7000 have been processed\n",
      "Tweets 6442 of 7000 have been processed\n",
      "Tweets 6443 of 7000 have been processed\n",
      "Tweets 6444 of 7000 have been processed\n",
      "Tweets 6445 of 7000 have been processed\n",
      "Tweets 6446 of 7000 have been processed\n",
      "Tweets 6447 of 7000 have been processed\n",
      "Tweets 6448 of 7000 have been processed\n",
      "Tweets 6449 of 7000 have been processed\n",
      "Tweets 6450 of 7000 have been processed\n",
      "Tweets 6451 of 7000 have been processed\n",
      "Tweets 6452 of 7000 have been processed\n",
      "Tweets 6453 of 7000 have been processed\n",
      "Tweets 6454 of 7000 have been processed\n",
      "Tweets 6455 of 7000 have been processed\n",
      "Tweets 6456 of 7000 have been processed\n",
      "Tweets 6457 of 7000 have been processed\n",
      "Tweets 6458 of 7000 have been processed\n",
      "Tweets 6459 of 7000 have been processed\n",
      "Tweets 6460 of 7000 have been processed\n",
      "Tweets 6461 of 7000 have been processed\n",
      "Tweets 6462 of 7000 have been processed\n",
      "Tweets 6463 of 7000 have been processed\n",
      "Tweets 6464 of 7000 have been processed\n",
      "Tweets 6465 of 7000 have been processed\n",
      "Tweets 6466 of 7000 have been processed\n",
      "Tweets 6467 of 7000 have been processed\n",
      "Tweets 6468 of 7000 have been processed\n",
      "Tweets 6469 of 7000 have been processed\n",
      "Tweets 6470 of 7000 have been processed\n",
      "Tweets 6471 of 7000 have been processed\n",
      "Tweets 6472 of 7000 have been processed\n",
      "Tweets 6473 of 7000 have been processed\n",
      "Tweets 6474 of 7000 have been processed\n",
      "Tweets 6475 of 7000 have been processed\n",
      "Tweets 6476 of 7000 have been processed\n",
      "Tweets 6477 of 7000 have been processed\n",
      "Tweets 6478 of 7000 have been processed\n",
      "Tweets 6479 of 7000 have been processed\n",
      "Tweets 6480 of 7000 have been processed\n",
      "Tweets 6481 of 7000 have been processed\n",
      "Tweets 6482 of 7000 have been processed\n",
      "Tweets 6483 of 7000 have been processed\n",
      "Tweets 6484 of 7000 have been processed\n",
      "Tweets 6485 of 7000 have been processed\n",
      "Tweets 6486 of 7000 have been processed\n",
      "Tweets 6487 of 7000 have been processed\n",
      "Tweets 6488 of 7000 have been processed\n",
      "Tweets 6489 of 7000 have been processed\n",
      "Tweets 6490 of 7000 have been processed\n",
      "Tweets 6491 of 7000 have been processed\n",
      "Tweets 6492 of 7000 have been processed\n",
      "Tweets 6493 of 7000 have been processed\n",
      "Tweets 6494 of 7000 have been processed\n",
      "Tweets 6495 of 7000 have been processed\n",
      "Tweets 6496 of 7000 have been processed\n",
      "Tweets 6497 of 7000 have been processed\n",
      "Tweets 6498 of 7000 have been processed\n",
      "Tweets 6499 of 7000 have been processed\n",
      "Tweets 6500 of 7000 have been processed\n",
      "Tweets 6501 of 7000 have been processed\n",
      "Tweets 6502 of 7000 have been processed\n",
      "Tweets 6503 of 7000 have been processed\n",
      "Tweets 6504 of 7000 have been processed\n",
      "Tweets 6505 of 7000 have been processed\n",
      "Tweets 6506 of 7000 have been processed\n",
      "Tweets 6507 of 7000 have been processed\n",
      "Tweets 6508 of 7000 have been processed\n",
      "Tweets 6509 of 7000 have been processed\n",
      "Tweets 6510 of 7000 have been processed\n",
      "Tweets 6511 of 7000 have been processed\n",
      "Tweets 6512 of 7000 have been processed\n",
      "Tweets 6513 of 7000 have been processed\n",
      "Tweets 6514 of 7000 have been processed\n",
      "Tweets 6515 of 7000 have been processed\n",
      "Tweets 6516 of 7000 have been processed\n",
      "Tweets 6517 of 7000 have been processed\n",
      "Tweets 6518 of 7000 have been processed\n",
      "Tweets 6519 of 7000 have been processed\n",
      "Tweets 6520 of 7000 have been processed\n",
      "Tweets 6521 of 7000 have been processed\n",
      "Tweets 6522 of 7000 have been processed\n",
      "Tweets 6523 of 7000 have been processed\n",
      "Tweets 6524 of 7000 have been processed\n",
      "Tweets 6525 of 7000 have been processed\n",
      "Tweets 6526 of 7000 have been processed\n",
      "Tweets 6527 of 7000 have been processed\n",
      "Tweets 6528 of 7000 have been processed\n",
      "Tweets 6529 of 7000 have been processed\n",
      "Tweets 6530 of 7000 have been processed\n",
      "Tweets 6531 of 7000 have been processed\n",
      "Tweets 6532 of 7000 have been processed\n",
      "Tweets 6533 of 7000 have been processed\n",
      "Tweets 6534 of 7000 have been processed\n",
      "Tweets 6535 of 7000 have been processed\n",
      "Tweets 6536 of 7000 have been processed\n",
      "Tweets 6537 of 7000 have been processed\n",
      "Tweets 6538 of 7000 have been processed\n",
      "Tweets 6539 of 7000 have been processed\n",
      "Tweets 6540 of 7000 have been processed\n",
      "Tweets 6541 of 7000 have been processed\n",
      "Tweets 6542 of 7000 have been processed\n",
      "Tweets 6543 of 7000 have been processed\n",
      "Tweets 6544 of 7000 have been processed\n",
      "Tweets 6545 of 7000 have been processed\n",
      "Tweets 6546 of 7000 have been processed\n",
      "Tweets 6547 of 7000 have been processed\n",
      "Tweets 6548 of 7000 have been processed\n",
      "Tweets 6549 of 7000 have been processed\n",
      "Tweets 6550 of 7000 have been processed\n",
      "Tweets 6551 of 7000 have been processed\n",
      "Tweets 6552 of 7000 have been processed\n",
      "Tweets 6553 of 7000 have been processed\n",
      "Tweets 6554 of 7000 have been processed\n",
      "Tweets 6555 of 7000 have been processed\n",
      "Tweets 6556 of 7000 have been processed\n",
      "Tweets 6557 of 7000 have been processed\n",
      "Tweets 6558 of 7000 have been processed\n",
      "Tweets 6559 of 7000 have been processed\n",
      "Tweets 6560 of 7000 have been processed\n",
      "Tweets 6561 of 7000 have been processed\n",
      "Tweets 6562 of 7000 have been processed\n",
      "Tweets 6563 of 7000 have been processed\n",
      "Tweets 6564 of 7000 have been processed\n",
      "Tweets 6565 of 7000 have been processed\n",
      "Tweets 6566 of 7000 have been processed\n",
      "Tweets 6567 of 7000 have been processed\n",
      "Tweets 6568 of 7000 have been processed\n",
      "Tweets 6569 of 7000 have been processed\n",
      "Tweets 6570 of 7000 have been processed\n",
      "Tweets 6571 of 7000 have been processed\n",
      "Tweets 6572 of 7000 have been processed\n",
      "Tweets 6573 of 7000 have been processed\n",
      "Tweets 6574 of 7000 have been processed\n",
      "Tweets 6575 of 7000 have been processed\n",
      "Tweets 6576 of 7000 have been processed\n",
      "Tweets 6577 of 7000 have been processed\n",
      "Tweets 6578 of 7000 have been processed\n",
      "Tweets 6579 of 7000 have been processed\n",
      "Tweets 6580 of 7000 have been processed\n",
      "Tweets 6581 of 7000 have been processed\n",
      "Tweets 6582 of 7000 have been processed\n",
      "Tweets 6583 of 7000 have been processed\n",
      "Tweets 6584 of 7000 have been processed\n",
      "Tweets 6585 of 7000 have been processed\n",
      "Tweets 6586 of 7000 have been processed\n",
      "Tweets 6587 of 7000 have been processed\n",
      "Tweets 6588 of 7000 have been processed\n",
      "Tweets 6589 of 7000 have been processed\n",
      "Tweets 6590 of 7000 have been processed\n",
      "Tweets 6591 of 7000 have been processed\n",
      "Tweets 6592 of 7000 have been processed\n",
      "Tweets 6593 of 7000 have been processed\n",
      "Tweets 6594 of 7000 have been processed\n",
      "Tweets 6595 of 7000 have been processed\n",
      "Tweets 6596 of 7000 have been processed\n",
      "Tweets 6597 of 7000 have been processed\n",
      "Tweets 6598 of 7000 have been processed\n",
      "Tweets 6599 of 7000 have been processed\n",
      "Tweets 6600 of 7000 have been processed\n",
      "Tweets 6601 of 7000 have been processed\n",
      "Tweets 6602 of 7000 have been processed\n",
      "Tweets 6603 of 7000 have been processed\n",
      "Tweets 6604 of 7000 have been processed\n",
      "Tweets 6605 of 7000 have been processed\n",
      "Tweets 6606 of 7000 have been processed\n",
      "Tweets 6607 of 7000 have been processed\n",
      "Tweets 6608 of 7000 have been processed\n",
      "Tweets 6609 of 7000 have been processed\n",
      "Tweets 6610 of 7000 have been processed\n",
      "Tweets 6611 of 7000 have been processed\n",
      "Tweets 6612 of 7000 have been processed\n",
      "Tweets 6613 of 7000 have been processed\n",
      "Tweets 6614 of 7000 have been processed\n",
      "Tweets 6615 of 7000 have been processed\n",
      "Tweets 6616 of 7000 have been processed\n",
      "Tweets 6617 of 7000 have been processed\n",
      "Tweets 6618 of 7000 have been processed\n",
      "Tweets 6619 of 7000 have been processed\n",
      "Tweets 6620 of 7000 have been processed\n",
      "Tweets 6621 of 7000 have been processed\n",
      "Tweets 6622 of 7000 have been processed\n",
      "Tweets 6623 of 7000 have been processed\n",
      "Tweets 6624 of 7000 have been processed\n",
      "Tweets 6625 of 7000 have been processed\n",
      "Tweets 6626 of 7000 have been processed\n",
      "Tweets 6627 of 7000 have been processed\n",
      "Tweets 6628 of 7000 have been processed\n",
      "Tweets 6629 of 7000 have been processed\n",
      "Tweets 6630 of 7000 have been processed\n",
      "Tweets 6631 of 7000 have been processed\n",
      "Tweets 6632 of 7000 have been processed\n",
      "Tweets 6633 of 7000 have been processed\n",
      "Tweets 6634 of 7000 have been processed\n",
      "Tweets 6635 of 7000 have been processed\n",
      "Tweets 6636 of 7000 have been processed\n",
      "Tweets 6637 of 7000 have been processed\n",
      "Tweets 6638 of 7000 have been processed\n",
      "Tweets 6639 of 7000 have been processed\n",
      "Tweets 6640 of 7000 have been processed\n",
      "Tweets 6641 of 7000 have been processed\n",
      "Tweets 6642 of 7000 have been processed\n",
      "Tweets 6643 of 7000 have been processed\n",
      "Tweets 6644 of 7000 have been processed\n",
      "Tweets 6645 of 7000 have been processed\n",
      "Tweets 6646 of 7000 have been processed\n",
      "Tweets 6647 of 7000 have been processed\n",
      "Tweets 6648 of 7000 have been processed\n",
      "Tweets 6649 of 7000 have been processed\n",
      "Tweets 6650 of 7000 have been processed\n",
      "Tweets 6651 of 7000 have been processed\n",
      "Tweets 6652 of 7000 have been processed\n",
      "Tweets 6653 of 7000 have been processed\n",
      "Tweets 6654 of 7000 have been processed\n",
      "Tweets 6655 of 7000 have been processed\n",
      "Tweets 6656 of 7000 have been processed\n",
      "Tweets 6657 of 7000 have been processed\n",
      "Tweets 6658 of 7000 have been processed\n",
      "Tweets 6659 of 7000 have been processed\n",
      "Tweets 6660 of 7000 have been processed\n",
      "Tweets 6661 of 7000 have been processed\n",
      "Tweets 6662 of 7000 have been processed\n",
      "Tweets 6663 of 7000 have been processed\n",
      "Tweets 6664 of 7000 have been processed\n",
      "Tweets 6665 of 7000 have been processed\n",
      "Tweets 6666 of 7000 have been processed\n",
      "Tweets 6667 of 7000 have been processed\n",
      "Tweets 6668 of 7000 have been processed\n",
      "Tweets 6669 of 7000 have been processed\n",
      "Tweets 6670 of 7000 have been processed\n",
      "Tweets 6671 of 7000 have been processed\n",
      "Tweets 6672 of 7000 have been processed\n",
      "Tweets 6673 of 7000 have been processed\n",
      "Tweets 6674 of 7000 have been processed\n",
      "Tweets 6675 of 7000 have been processed\n",
      "Tweets 6676 of 7000 have been processed\n",
      "Tweets 6677 of 7000 have been processed\n",
      "Tweets 6678 of 7000 have been processed\n",
      "Tweets 6679 of 7000 have been processed\n",
      "Tweets 6680 of 7000 have been processed\n",
      "Tweets 6681 of 7000 have been processed\n",
      "Tweets 6682 of 7000 have been processed\n",
      "Tweets 6683 of 7000 have been processed\n",
      "Tweets 6684 of 7000 have been processed\n",
      "Tweets 6685 of 7000 have been processed\n",
      "Tweets 6686 of 7000 have been processed\n",
      "Tweets 6687 of 7000 have been processed\n",
      "Tweets 6688 of 7000 have been processed\n",
      "Tweets 6689 of 7000 have been processed\n",
      "Tweets 6690 of 7000 have been processed\n",
      "Tweets 6691 of 7000 have been processed\n",
      "Tweets 6692 of 7000 have been processed\n",
      "Tweets 6693 of 7000 have been processed\n",
      "Tweets 6694 of 7000 have been processed\n",
      "Tweets 6695 of 7000 have been processed\n",
      "Tweets 6696 of 7000 have been processed\n",
      "Tweets 6697 of 7000 have been processed\n",
      "Tweets 6698 of 7000 have been processed\n",
      "Tweets 6699 of 7000 have been processed\n",
      "Tweets 6700 of 7000 have been processed\n",
      "Tweets 6701 of 7000 have been processed\n",
      "Tweets 6702 of 7000 have been processed\n",
      "Tweets 6703 of 7000 have been processed\n",
      "Tweets 6704 of 7000 have been processed\n",
      "Tweets 6705 of 7000 have been processed\n",
      "Tweets 6706 of 7000 have been processed\n",
      "Tweets 6707 of 7000 have been processed\n",
      "Tweets 6708 of 7000 have been processed\n",
      "Tweets 6709 of 7000 have been processed\n",
      "Tweets 6710 of 7000 have been processed\n",
      "Tweets 6711 of 7000 have been processed\n",
      "Tweets 6712 of 7000 have been processed\n",
      "Tweets 6713 of 7000 have been processed\n",
      "Tweets 6714 of 7000 have been processed\n",
      "Tweets 6715 of 7000 have been processed\n",
      "Tweets 6716 of 7000 have been processed\n",
      "Tweets 6717 of 7000 have been processed\n",
      "Tweets 6718 of 7000 have been processed\n",
      "Tweets 6719 of 7000 have been processed\n",
      "Tweets 6720 of 7000 have been processed\n",
      "Tweets 6721 of 7000 have been processed\n",
      "Tweets 6722 of 7000 have been processed\n",
      "Tweets 6723 of 7000 have been processed\n",
      "Tweets 6724 of 7000 have been processed\n",
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      "Tweets 6740 of 7000 have been processed\n",
      "Tweets 6741 of 7000 have been processed\n",
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      "Tweets 6744 of 7000 have been processed\n",
      "Tweets 6745 of 7000 have been processed\n",
      "Tweets 6746 of 7000 have been processed\n",
      "Tweets 6747 of 7000 have been processed\n",
      "Tweets 6748 of 7000 have been processed\n",
      "Tweets 6749 of 7000 have been processed\n",
      "Tweets 6750 of 7000 have been processed\n",
      "Tweets 6751 of 7000 have been processed\n",
      "Tweets 6752 of 7000 have been processed\n",
      "Tweets 6753 of 7000 have been processed\n",
      "Tweets 6754 of 7000 have been processed\n",
      "Tweets 6755 of 7000 have been processed\n",
      "Tweets 6756 of 7000 have been processed\n",
      "Tweets 6757 of 7000 have been processed\n",
      "Tweets 6758 of 7000 have been processed\n",
      "Tweets 6759 of 7000 have been processed\n",
      "Tweets 6760 of 7000 have been processed\n",
      "Tweets 6761 of 7000 have been processed\n",
      "Tweets 6762 of 7000 have been processed\n",
      "Tweets 6763 of 7000 have been processed\n",
      "Tweets 6764 of 7000 have been processed\n",
      "Tweets 6765 of 7000 have been processed\n",
      "Tweets 6766 of 7000 have been processed\n",
      "Tweets 6767 of 7000 have been processed\n",
      "Tweets 6768 of 7000 have been processed\n",
      "Tweets 6769 of 7000 have been processed\n",
      "Tweets 6770 of 7000 have been processed\n",
      "Tweets 6771 of 7000 have been processed\n",
      "Tweets 6772 of 7000 have been processed\n",
      "Tweets 6773 of 7000 have been processed\n",
      "Tweets 6774 of 7000 have been processed\n",
      "Tweets 6775 of 7000 have been processed\n",
      "Tweets 6776 of 7000 have been processed\n",
      "Tweets 6777 of 7000 have been processed\n",
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      "Tweets 6779 of 7000 have been processed\n",
      "Tweets 6780 of 7000 have been processed\n",
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      "Tweets 6782 of 7000 have been processed\n",
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      "Tweets 6795 of 7000 have been processed\n",
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      "Tweets 6797 of 7000 have been processed\n",
      "Tweets 6798 of 7000 have been processed\n",
      "Tweets 6799 of 7000 have been processed\n",
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      "Tweets 6802 of 7000 have been processed\n",
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      "Tweets 6947 of 7000 have been processed\n",
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      "Tweets 6951 of 7000 have been processed\n",
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      "Tweets 6953 of 7000 have been processed\n",
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      "Tweets 6988 of 7000 have been processed\n",
      "Tweets 6989 of 7000 have been processed\n",
      "Tweets 6990 of 7000 have been processed\n",
      "Tweets 6991 of 7000 have been processed\n",
      "Tweets 6992 of 7000 have been processed\n",
      "Tweets 6993 of 7000 have been processed\n",
      "Tweets 6994 of 7000 have been processed\n",
      "Tweets 6995 of 7000 have been processed\n",
      "Tweets 6996 of 7000 have been processed\n",
      "Tweets 6997 of 7000 have been processed\n",
      "Tweets 6998 of 7000 have been processed\n",
      "Tweets 6999 of 7000 have been processed\n",
      "Tweets 7000 of 7000 have been processed\n"
     ]
    },
    {
     "ename": "ResourceExhaustedError",
     "evalue": "OOM when allocating tensor with shape[6999,62,768] and type float on /job:localhost/replica:0/task:0/device:CPU:0 by allocator cpu [Op:ResourceGather]",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mResourceExhaustedError\u001b[0m                    Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-498-bcce4f0e0bfb>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0ml\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf_to_list\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlive_tweets\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m7000\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mpreds\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mprediction\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ml\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0msentiment_list\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mtweet_list\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ml\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-489-45f49586e2ec>\u001b[0m in \u001b[0;36mprediction\u001b[1;34m(preds_list)\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mprediction\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpreds_list\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m     \u001b[0mtf_batch\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtokenizer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpreds_list\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mpadding\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtruncation\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreturn_tensors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'tf'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m     \u001b[0mtf_outputs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtf_batch\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     12\u001b[0m     \u001b[0mtf_predictions\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msoftmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtf_outputs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     13\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mtf_predictions\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\keras\\engine\\base_layer.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    983\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    984\u001b[0m         \u001b[1;32mwith\u001b[0m \u001b[0mops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0menable_auto_cast_variables\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_compute_dtype_object\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 985\u001b[1;33m           \u001b[0moutputs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcall_fn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    986\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    987\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_activity_regularizer\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\transformers\\models\\bert\\modeling_tf_bert.py\u001b[0m in \u001b[0;36mcall\u001b[1;34m(self, input_ids, attention_mask, token_type_ids, position_ids, head_mask, inputs_embeds, output_attentions, output_hidden_states, return_dict, labels, training, **kwargs)\u001b[0m\n\u001b[0;32m   1419\u001b[0m             \u001b[0mkwargs_call\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1420\u001b[0m         )\n\u001b[1;32m-> 1421\u001b[1;33m         outputs = self.bert(\n\u001b[0m\u001b[0;32m   1422\u001b[0m             \u001b[0minputs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"input_ids\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1423\u001b[0m             \u001b[0mattention_mask\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minputs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"attention_mask\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\keras\\engine\\base_layer.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    983\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    984\u001b[0m         \u001b[1;32mwith\u001b[0m \u001b[0mops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0menable_auto_cast_variables\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_compute_dtype_object\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 985\u001b[1;33m           \u001b[0moutputs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcall_fn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    986\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    987\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_activity_regularizer\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\transformers\\models\\bert\\modeling_tf_bert.py\u001b[0m in \u001b[0;36mcall\u001b[1;34m(self, input_ids, attention_mask, token_type_ids, position_ids, head_mask, inputs_embeds, output_attentions, output_hidden_states, return_dict, training, **kwargs)\u001b[0m\n\u001b[0;32m    652\u001b[0m             \u001b[0minputs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"token_type_ids\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfill\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_shape\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    653\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 654\u001b[1;33m         embedding_output = self.embeddings(\n\u001b[0m\u001b[0;32m    655\u001b[0m             \u001b[0minputs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"input_ids\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    656\u001b[0m             \u001b[0minputs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"position_ids\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\keras\\engine\\base_layer.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    983\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    984\u001b[0m         \u001b[1;32mwith\u001b[0m \u001b[0mops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0menable_auto_cast_variables\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_compute_dtype_object\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 985\u001b[1;33m           \u001b[0moutputs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcall_fn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    986\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    987\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_activity_regularizer\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\transformers\\models\\bert\\modeling_tf_bert.py\u001b[0m in \u001b[0;36mcall\u001b[1;34m(self, input_ids, position_ids, token_type_ids, inputs_embeds, mode, training)\u001b[0m\n\u001b[0;32m    190\u001b[0m         \"\"\"\n\u001b[0;32m    191\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mmode\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"embedding\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 192\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_embedding\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_ids\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mposition_ids\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtoken_type_ids\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minputs_embeds\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtraining\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtraining\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    193\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0mmode\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"linear\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    194\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_linear\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput_ids\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\transformers\\models\\bert\\modeling_tf_bert.py\u001b[0m in \u001b[0;36m_embedding\u001b[1;34m(self, input_ids, position_ids, token_type_ids, inputs_embeds, training)\u001b[0m\n\u001b[0;32m    217\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    218\u001b[0m         \u001b[0mposition_embeddings\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcast\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mposition_embeddings\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mposition_ids\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minputs_embeds\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 219\u001b[1;33m         \u001b[0mtoken_type_embeddings\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcast\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtoken_type_embeddings\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtoken_type_ids\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minputs_embeds\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    220\u001b[0m         \u001b[0membeddings\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minputs_embeds\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mposition_embeddings\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mtoken_type_embeddings\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    221\u001b[0m         \u001b[0membeddings\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mLayerNorm\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0membeddings\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\keras\\engine\\base_layer.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    983\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    984\u001b[0m         \u001b[1;32mwith\u001b[0m \u001b[0mops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0menable_auto_cast_variables\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_compute_dtype_object\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 985\u001b[1;33m           \u001b[0moutputs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcall_fn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    986\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    987\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_activity_regularizer\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\keras\\layers\\embeddings.py\u001b[0m in \u001b[0;36mcall\u001b[1;34m(self, inputs)\u001b[0m\n\u001b[0;32m    187\u001b[0m       \u001b[0mout\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0membedding_ops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0membedding_lookup_v2\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0membeddings\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvariables\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minputs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    188\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 189\u001b[1;33m       \u001b[0mout\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0membedding_ops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0membedding_lookup_v2\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0membeddings\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minputs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    190\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    191\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\util\\dispatch.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    199\u001b[0m     \u001b[1;34m\"\"\"Call target, and fall back on dispatchers if there is a TypeError.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    200\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 201\u001b[1;33m       \u001b[1;32mreturn\u001b[0m \u001b[0mtarget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    202\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mTypeError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    203\u001b[0m       \u001b[1;31m# Note: convert_to_eager_tensor currently raises a ValueError, not a\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\ops\\embedding_ops.py\u001b[0m in \u001b[0;36membedding_lookup_v2\u001b[1;34m(params, ids, max_norm, name)\u001b[0m\n\u001b[0;32m    392\u001b[0m     \u001b[0mValueError\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mIf\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m`\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;31m`\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mempty\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    393\u001b[0m   \"\"\"\n\u001b[1;32m--> 394\u001b[1;33m   \u001b[1;32mreturn\u001b[0m \u001b[0membedding_lookup\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mids\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"div\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmax_norm\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmax_norm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    395\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    396\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\util\\dispatch.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    199\u001b[0m     \u001b[1;34m\"\"\"Call target, and fall back on dispatchers if there is a TypeError.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    200\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 201\u001b[1;33m       \u001b[1;32mreturn\u001b[0m \u001b[0mtarget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    202\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mTypeError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    203\u001b[0m       \u001b[1;31m# Note: convert_to_eager_tensor currently raises a ValueError, not a\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\ops\\embedding_ops.py\u001b[0m in \u001b[0;36membedding_lookup\u001b[1;34m(params, ids, partition_strategy, name, validate_indices, max_norm)\u001b[0m\n\u001b[0;32m    320\u001b[0m                                    name=name)\n\u001b[0;32m    321\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 322\u001b[1;33m   return _embedding_lookup_and_transform(\n\u001b[0m\u001b[0;32m    323\u001b[0m       \u001b[0mparams\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    324\u001b[0m       \u001b[0mids\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mids\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\ops\\embedding_ops.py\u001b[0m in \u001b[0;36m_embedding_lookup_and_transform\u001b[1;34m(params, ids, partition_strategy, name, max_norm, transform_fn)\u001b[0m\n\u001b[0;32m    136\u001b[0m       \u001b[1;32mwith\u001b[0m \u001b[0mops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolocate_with\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    137\u001b[0m         result = _clip(\n\u001b[1;32m--> 138\u001b[1;33m             array_ops.gather(params[0], ids, name=name), ids, max_norm)\n\u001b[0m\u001b[0;32m    139\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mtransform_fn\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    140\u001b[0m           \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtransform_fn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\util\\dispatch.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    199\u001b[0m     \u001b[1;34m\"\"\"Call target, and fall back on dispatchers if there is a TypeError.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    200\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 201\u001b[1;33m       \u001b[1;32mreturn\u001b[0m \u001b[0mtarget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    202\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mTypeError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    203\u001b[0m       \u001b[1;31m# Note: convert_to_eager_tensor currently raises a ValueError, not a\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\ops\\array_ops.py\u001b[0m in \u001b[0;36mgather\u001b[1;34m(***failed resolving arguments***)\u001b[0m\n\u001b[0;32m   4674\u001b[0m     \u001b[1;31m# TODO(apassos) find a less bad way of detecting resource variables\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4675\u001b[0m     \u001b[1;31m# without introducing a circular dependency.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4676\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mparams\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msparse_read\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindices\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4677\u001b[0m   \u001b[1;32mexcept\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4678\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mgen_array_ops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgather_v2\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindices\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\ops\\resource_variable_ops.py\u001b[0m in \u001b[0;36msparse_read\u001b[1;34m(self, indices, name)\u001b[0m\n\u001b[0;32m    685\u001b[0m     \u001b[1;32mwith\u001b[0m \u001b[0mops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname_scope\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Gather\"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    686\u001b[0m       \u001b[0mvariable_accessed\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 687\u001b[1;33m       value = gen_resource_variable_ops.resource_gather(\n\u001b[0m\u001b[0;32m    688\u001b[0m           self._handle, indices, dtype=self._dtype, name=name)\n\u001b[0;32m    689\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\ops\\gen_resource_variable_ops.py\u001b[0m in \u001b[0;36mresource_gather\u001b[1;34m(resource, indices, dtype, batch_dims, validate_indices, name)\u001b[0m\n\u001b[0;32m    553\u001b[0m       \u001b[1;32mreturn\u001b[0m \u001b[0m_result\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    554\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0m_core\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_NotOkStatusException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 555\u001b[1;33m       \u001b[0m_ops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mraise_from_not_ok_status\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    556\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0m_core\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_FallbackException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    557\u001b[0m       \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\framework\\ops.py\u001b[0m in \u001b[0;36mraise_from_not_ok_status\u001b[1;34m(e, name)\u001b[0m\n\u001b[0;32m   6841\u001b[0m   \u001b[0mmessage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmessage\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m\" name: \"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;34m\"\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6842\u001b[0m   \u001b[1;31m# pylint: disable=protected-access\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 6843\u001b[1;33m   \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mraise_from\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcore\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_status_to_exception\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcode\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmessage\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   6844\u001b[0m   \u001b[1;31m# pylint: enable=protected-access\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6845\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\six.py\u001b[0m in \u001b[0;36mraise_from\u001b[1;34m(value, from_value)\u001b[0m\n",
      "\u001b[1;31mResourceExhaustedError\u001b[0m: OOM when allocating tensor with shape[6999,62,768] and type float on /job:localhost/replica:0/task:0/device:CPU:0 by allocator cpu [Op:ResourceGather]"
     ]
    }
   ],
   "source": [
    " '''\n",
    " l : Convert csv of mined tweets to a list\n",
    " preds : Passes the list to prediction function to get sentiment prediction\n",
    " labels: List of the labels for classification\n",
    " label : Takes argmax of prediction generated from preds. It is converted into numpy format for ease in labeling sentiment of tweets\n",
    " res : A tuple of tweet and predicted sentiment\n",
    " tweet_list : List of tweets only\n",
    " sentiment_list : List of sentiment of corresponding tweets\n",
    " \n",
    " for loop creates a list of result obtained from prediction and seperates tweets and sentiment\n",
    " '''\n",
    "    \n",
    "l = df_to_list(live_tweets,[1,7000])\n",
    "\n",
    "preds = prediction(l)\n",
    "labels = ['Negative','Positive']\n",
    "label = tf.argmax(preds,axis=1) \n",
    "label = label.numpy()\n",
    "\n",
    "sentiment_list = []\n",
    "tweet_list = []\n",
    "for i in range(len(l)-1):\n",
    "    res = [l[i], labels[label[i]]]\n",
    "    tweet_list.append(res[0])\n",
    "    sentiment_list.append(res[1])\n",
    "print(tweet_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 352,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('tell about your grandmother', ': \\n', 'Positive')"
      ]
     },
     "execution_count": 352,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 493,
   "metadata": {},
   "outputs": [],
   "source": [
    "live_tweets=live_tweets.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Names and co-ordinates of cities used for tweet mining\n",
    "cities_loc = {\n",
    "    'Mumbai': ([19.082067000000002, 72.87803199999999], 42.768239945548714),\n",
    "    'Delhi': ([28.6440355, 77.092568], 69.77043006868982), \n",
    "    'Bangalore' : ([12.971599, 77.594566], 27.2213151776324),\n",
    "    'Pune' : ([18.520430, 73.856743], 18.2016482),\n",
    "    'Kolkata' : ([22.572645, 88.363892], 14.3561833),\n",
    "    'Chennai' : ([13.082680, 80.270721], 20.6397674),\n",
    "    'Hyderabad' : ([17.3887859, 78.4610647], 25.00000)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Counting the number of positive and negative tweets from the list of cities given and taking ratio of them to get an overall indication of sentiment of the said cities\n",
    "'''\n",
    "cities_tweets = {}\n",
    "cities_ratio_posneg = {}\n",
    "\n",
    "for city in live_tweets.city:\n",
    "    cities_tweets[city] = []\n",
    "    cities_ratio_posneg[city] = []\n",
    "    \n",
    "for index, row in live_tweets.iterrows():\n",
    "    city = row.loc[\"city\"]\n",
    "    tweet = row.loc[\"text\"]\n",
    "    \n",
    "    sentiment = sentiment_list\n",
    "    \n",
    "    cities_tweets[city].append(sentiment)\n",
    "    \n",
    "for city,sentiments in cities_tweets.items():\n",
    "    pos_count = 0\n",
    "    neg_count = 0\n",
    "    for lst in sentiments:\n",
    "        for sentiment in lst:\n",
    "            if sentiment == 'Positive':\n",
    "                pos_count +=1\n",
    "            else:\n",
    "                neg_count +=1\n",
    "    cities_ratio_posneg[city] = pos_count / neg_count\n",
    "    \n",
    "cities_ratio_posneg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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