NB3_AuthorIdn_BDP Final Project_Kshitijm.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ac0ef949-10cf-4d41-9f62-86f9024085d4",
   "metadata": {},
   "source": [
    "## Notebook 3 - Author Identification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6e40c91c-8c51-4c06-9b4b-a8f2e62cb721",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.8.15 | packaged by conda-forge | (default, Nov 22 2022, 08:46:39) \n",
      "[GCC 10.4.0]\n",
      "3.1.3\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "print(sys.version)\n",
    "print(spark.version)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e53028db-b351-4cd7-ab10-827d9f9abafc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "pd.set_option('display.max_colwidth', None)\n",
    "pd.reset_option('display.max_rows')\n",
    "from itertools import compress \n",
    "from pyspark.sql.functions import *\n",
    "from pyspark.sql.types import *\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "warnings.filterwarnings(action='ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bb532e0c-caae-4c85-a3b6-23d2e6ebf289",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%config InlineBackend.figure_format = 'svg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4fd0ee04-b91e-45f5-a184-dec5b0bd416e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#pip install -U regex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f77729c5-f7da-4e59-9d85-f919c05b390e",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option(\"max_colwidth\", 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2ee08f51-a4fe-4613-b5e6-e14d532cb1c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from google.cloud import storage\n",
    "# !pip install gcsfs --upgrade"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51e4207f-d6a0-4738-9826-c5cffa716816",
   "metadata": {},
   "source": [
    "### Setting Up Helper Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ef2cbb3a-bdd6-406b-9614-32c1fab5415c",
   "metadata": {},
   "outputs": [],
   "source": [
    "spark.conf.set(\"spark.sql.repl.eagerEval.enabled\",True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7478d8d2-2a95-479b-99ae-9371ac9cd9ce",
   "metadata": {},
   "source": [
    "### Accessing Filtered Database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0766fa35-95d6-4904-9909-bc9d05841345",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "twitter_df4= spark.read.parquet('gs://msca-bdp-students-bucket/shared_data/kshitijm/Final_Project-FiltData3')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cda9ebfb-e1c1-4247-bca3-31ff4c39a182",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/plain": [
       "27102994"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "14b1816f-a4f8-42f4-9fad-35c7dae1ddb2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "23/03/09 22:43:37 WARN org.apache.spark.sql.catalyst.util.package: Truncated the string representation of a plan since it was too large. This behavior can be adjusted by setting 'spark.sql.debug.maxToStringFields'.\n",
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<tr><td>1566378682318462976</td><td>Sun Sep 04 10:52:...</td><td>RT @C_A_Graham: H...</td><td>had another conve...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1566034383559065601</td><td>C_A_Graham</td><td>483864332</td><td>erin_gilbey</td><td>Storyteller and 1...</td><td>Birmingham, England</td><td>false</td><td>442</td><td>601</td><td>8</td><td>15433</td><td>8431</td><td>Sun Feb 05 13:37:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1566378688698097664</td><td>Sun Sep 04 10:52:...</td><td>RT @Oludeewon: I ...</td><td>i hope you have s...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1566165377796771840</td><td>Oludeewon</td><td>984182548791164928</td><td>Odeshiye</td><td>♎\n",
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       "<tr><td>1566378715709427719</td><td>Sun Sep 04 10:52:...</td><td>RT @JackPosobiec:...</td><td>breaking: @trinit...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1565431877460189189</td><td>JackPosobiec</td><td>1558859689789644800</td><td>EuroAmerican87</td><td>American by birth...</td><td>Anywhere but here...</td><td>false</td><td>6</td><td>34</td><td>1</td><td>50</td><td>89</td><td>Sun Aug 14 16:54:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1566378716887916546</td><td>Sun Sep 04 10:52:...</td><td>RT @amishra77: Th...</td><td>the appalling con...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1566378309520596993</td><td>amishra77</td><td>1279643153474224130</td><td>Bharath12450842</td><td>One of the 900 mi...</td><td>null</td><td>false</td><td>193</td><td>502</td><td>0</td><td>6244</td><td>9146</td><td>Sun Jul 05 05:09:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1566378724135555072</td><td>Sun Sep 04 10:52:...</td><td>RT @imzarvinnn: S...</td><td>senior high schoo...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1566034947831660545</td><td>imzarvinnn</td><td>1530893925803622401</td><td>lvchdvmp</td><td>I&#x27;m counting on y...</td><td>archen&#x27;s heart</td><td>false</td><td>341</td><td>458</td><td>0</td><td>11632</td><td>5624</td><td>Sun May 29 12:49:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1566378734529101824</td><td>Sun Sep 04 10:52:...</td><td>RT @imzarvinnn: S...</td><td>senior high schoo...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1566034947831660545</td><td>imzarvinnn</td><td>1398282464854827012</td><td>doyiea_</td><td>she/her          ...</td><td>null</td><td>false</td><td>1</td><td>91</td><td>0</td><td>59</td><td>621</td><td>Fri May 28 14:18:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1566378741508734976</td><td>Sun Sep 04 10:52:...</td><td>You can also tag ...</td><td>you can also tag ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1566378738438533120</td><td>1299666479344807937</td><td>thxteacher</td><td>null</td><td>null</td><td>null</td><td>1299666479344807937</td><td>thxteacher</td><td>Our Teachers are ...</td><td>null</td><td>false</td><td>902</td><td>69</td><td>1</td><td>325</td><td>1257</td><td>Sat Aug 29 11:13:...</td><td>https://pbs.twimg...</td><td>[TeachersDay, Tha...</td><td>reply</td></tr>\n",
       "<tr><td>1566378743710744576</td><td>Sun Sep 04 10:52:...</td><td>RT @cutedevil5934...</td><td>&quot;teachers play a ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1566366649912938498</td><td>cutedevil5934</td><td>769516988335067137</td><td>shoaibAlam28</td><td>http://Instagram....</td><td>Jamui, India</td><td>false</td><td>85</td><td>146</td><td>0</td><td>1434</td><td>5245</td><td>Sat Aug 27 12:48:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1566378745539469312</td><td>Sun Sep 04 10:52:...</td><td>@jenqissante ! 🧚...</td><td>@jenqissante ! 🧚...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>true</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1566373182810234882</td><td>1547185772708909056</td><td>jenqissante</td><td>1496397166339932162</td><td>null</td><td>null</td><td>1307586299893702656</td><td>PaperupPh</td><td>more than 1k+ wor...</td><td>10AM-10PM</td><td>false</td><td>520</td><td>182</td><td>2</td><td>95</td><td>820</td><td>Sun Sep 20 07:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>quote</td></tr>\n",
       "<tr><td>1566378750090027008</td><td>Sun Sep 04 10:52:...</td><td>RT @SethAbramson:...</td><td>like... one of hi...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1566236400785264640</td><td>SethAbramson</td><td>1269070500082450437</td><td>ResisterNell</td><td>Activist, #Resist...</td><td>Kentucky </td><td>false</td><td>9745</td><td>10379</td><td>16</td><td>463255</td><td>333552</td><td>Sat Jun 06 00:57:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1566378757585248257</td><td>Sun Sep 04 10:52:...</td><td>@MayraFlores2022 ...</td><td>@mayraflores2022 ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1566050202410164224</td><td>89469296</td><td>MayraFlores2022</td><td>null</td><td>null</td><td>null</td><td>190656345</td><td>bmhochberg</td><td>Retired from IT. ...</td><td>Marlboro, NJ</td><td>false</td><td>274</td><td>147</td><td>2</td><td>2279</td><td>13104</td><td>Tue Sep 14 14:24:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td></tr>\n",
       "<tr><td>1566378766691188736</td><td>Sun Sep 04 10:52:...</td><td>RT @divbyzero: My...</td><td>my son, a first-y...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1566198145897451521</td><td>divbyzero</td><td>2656346922</td><td>FraserProf</td><td>academic economis...</td><td>Birmingham/Leicester</td><td>false</td><td>454</td><td>433</td><td>2</td><td>15686</td><td>10789</td><td>Fri Jul 18 09:49:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1566378775038029824</td><td>Sun Sep 04 10:52:...</td><td>@sachi04100 ! 🧚 ...</td><td>@sachi04100 ! 🧚 ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>true</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1566060522809675776</td><td>1555157163072712704</td><td>sachi04100</td><td>1496397166339932162</td><td>null</td><td>null</td><td>1307586299893702656</td><td>PaperupPh</td><td>more than 1k+ wor...</td><td>10AM-10PM</td><td>false</td><td>520</td><td>182</td><td>2</td><td>95</td><td>821</td><td>Sun Sep 20 07:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>quote</td></tr>\n",
       "<tr><td>1566378776396763136</td><td>Sun Sep 04 10:52:...</td><td>RT @Kimmie219: Gu...</td><td>guess what&#x27;s back...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>true</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>1566173018178609155</td><td>1566217351674171393</td><td>Kimmie219</td><td>1556987805678682112</td><td>MsGerner_3</td><td>✨3rd Grade teache...</td><td>NJ</td><td>false</td><td>259</td><td>387</td><td>1</td><td>2032</td><td>2362</td><td>Tue Aug 09 12:56:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1566378788845506560</td><td>Sun Sep 04 10:52:...</td><td>Today english edu...</td><td>today english edu...</td><td>null</td><td>Poland</td><td>PL</td><td>Wroclaw, Poland</td><td>city</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1464093317965230080</td><td>BabichZarzycka</td><td>Aristocrat</td><td>Wrocław, Polska</td><td>false</td><td>43</td><td>168</td><td>0</td><td>359</td><td>2507</td><td>Fri Nov 26 04:47:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td></tr>\n",
       "</table>\n"
      ],
      "text/plain": [
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       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+-------------------+-------------------+----------------+-------------------+---------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------------------+--------------+\n",
       "|1566378682318462976|Sun Sep 04 10:52:...|RT @C_A_Graham: H...|had another conve...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566034383559065601|      C_A_Graham|          483864332|    erin_gilbey|Storyteller and 1...| Birmingham, England|      false|            442|          601|           8|           15433|        8431|Sun Feb 05 13:37:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378688698097664|Sun Sep 04 10:52:...|RT @Oludeewon: I ...|i hope you have s...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566165377796771840|       Oludeewon| 984182548791164928|       Odeshiye|♎\n",
       "...So A Child M...|               Ghana|      false|           4902|         4613|           3|          149571|       92052|Wed Apr 11 21:32:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378715709427719|Sun Sep 04 10:52:...|RT @JackPosobiec:...|breaking: @trinit...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1565431877460189189|    JackPosobiec|1558859689789644800| EuroAmerican87|American by birth...|Anywhere but here...|      false|              6|           34|           1|              50|          89|Sun Aug 14 16:54:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378716887916546|Sun Sep 04 10:52:...|RT @amishra77: Th...|the appalling con...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566378309520596993|       amishra77|1279643153474224130|Bharath12450842|One of the 900 mi...|                null|      false|            193|          502|           0|            6244|        9146|Sun Jul 05 05:09:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378724135555072|Sun Sep 04 10:52:...|RT @imzarvinnn: S...|senior high schoo...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566034947831660545|      imzarvinnn|1530893925803622401|       lvchdvmp|I'm counting on y...|      archen's heart|      false|            341|          458|           0|           11632|        5624|Sun May 29 12:49:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378734529101824|Sun Sep 04 10:52:...|RT @imzarvinnn: S...|senior high schoo...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566034947831660545|      imzarvinnn|1398282464854827012|        doyiea_|she/her          ...|                null|      false|              1|           91|           0|              59|         621|Fri May 28 14:18:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378741508734976|Sun Sep 04 10:52:...|You can also tag ...|you can also tag ...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1566378738438533120|1299666479344807937|      thxteacher|               null|               null|            null|1299666479344807937|     thxteacher|Our Teachers are ...|                null|      false|            902|           69|           1|             325|        1257|Sat Aug 29 11:13:...|   https://pbs.twimg...|[TeachersDay, Tha...|         reply|\n",
       "|1566378743710744576|Sun Sep 04 10:52:...|RT @cutedevil5934...|\"teachers play a ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566366649912938498|   cutedevil5934| 769516988335067137|   shoaibAlam28|http://Instagram....|        Jamui, India|      false|             85|          146|           0|            1434|        5245|Sat Aug 27 12:48:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378745539469312|Sun Sep 04 10:52:...|@jenqissante ! 🧚...|@jenqissante ! 🧚...|             null|         null|              null|                 null|            null|    true|    true|            |          0|          0|            0|             0|1566373182810234882|1547185772708909056|     jenqissante|1496397166339932162|               null|            null|1307586299893702656|      PaperupPh|more than 1k+ wor...|           10AM-10PM|      false|            520|          182|           2|              95|         820|Sun Sep 20 07:44:...|   https://pbs.twimg...|                  []|         quote|\n",
       "|1566378750090027008|Sun Sep 04 10:52:...|RT @SethAbramson:...|like... one of hi...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566236400785264640|    SethAbramson|1269070500082450437|   ResisterNell|Activist, #Resist...|           Kentucky |      false|           9745|        10379|          16|          463255|      333552|Sat Jun 06 00:57:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378757585248257|Sun Sep 04 10:52:...|@MayraFlores2022 ...|@mayraflores2022 ...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1566050202410164224|           89469296| MayraFlores2022|               null|               null|            null|          190656345|     bmhochberg|Retired from IT. ...|        Marlboro, NJ|      false|            274|          147|           2|            2279|       13104|Tue Sep 14 14:24:...|   https://pbs.twimg...|                  []|         reply|\n",
       "|1566378766691188736|Sun Sep 04 10:52:...|RT @divbyzero: My...|my son, a first-y...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566198145897451521|       divbyzero|         2656346922|     FraserProf|academic economis...|Birmingham/Leicester|      false|            454|          433|           2|           15686|       10789|Fri Jul 18 09:49:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378775038029824|Sun Sep 04 10:52:...|@sachi04100 ! 🧚 ...|@sachi04100 ! 🧚 ...|             null|         null|              null|                 null|            null|    true|    true|            |          0|          0|            0|             0|1566060522809675776|1555157163072712704|      sachi04100|1496397166339932162|               null|            null|1307586299893702656|      PaperupPh|more than 1k+ wor...|           10AM-10PM|      false|            520|          182|           2|              95|         821|Sun Sep 20 07:44:...|   https://pbs.twimg...|                  []|         quote|\n",
       "|1566378776396763136|Sun Sep 04 10:52:...|RT @Kimmie219: Gu...|guess what's back...|             null|         null|              null|                 null|            null|   false|    true|          RT|          0|          0|            0|             0|               null|               null|            null|1566173018178609155|1566217351674171393|       Kimmie219|1556987805678682112|     MsGerner_3|✨3rd Grade teache...|                  NJ|      false|            259|          387|           1|            2032|        2362|Tue Aug 09 12:56:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378788845506560|Sun Sep 04 10:52:...|Today english edu...|today english edu...|             null|       Poland|                PL|      Wroclaw, Poland|            city|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|               null|               null|            null|1464093317965230080| BabichZarzycka|          Aristocrat|     Wrocław, Polska|      false|             43|          168|           0|             359|        2507|Fri Nov 26 04:47:...|   https://pbs.twimg...|                  []|original_tweet|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+-------------------+-------------------+----------------+-------------------+---------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------------------+--------------+"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4.limit(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8f6f6515-c5ba-4914-bba4-5c5615250cb5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Stage 19:=====================================================>(104 + 1) / 105]\r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----------+--------+\n",
      "|is_verified|   count|\n",
      "+-----------+--------+\n",
      "|       true|  577459|\n",
      "|      false|26525535|\n",
      "+-----------+--------+\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "twitter_df4.select('is_verified').groupby('is_verified').count().show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b94eca2d-0f0f-4b9e-9878-712f8a05c6bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "23/03/07 20:10:30 WARN org.apache.spark.sql.catalyst.util.package: Truncated the string representation of a plan since it was too large. This behavior can be adjusted by setting 'spark.sql.debug.maxToStringFields'.\n"
     ]
    }
   ],
   "source": [
    "twitter_df4.createOrReplaceTempView(\"twitter_df4\")\n",
    "\n",
    "query = ''' SELECT COUNT(*) as num_tweets,\n",
    "COUNT(DISTINCT account_id) as num_accounts \n",
    "FROM twitter_df4 \n",
    "GROUP BY is_verified'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "fd5cd2b1-3f3e-40e4-8283-cb805f0a0d03",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_verified_accounts = spark.sql(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6177b25c-2de3-4fbd-a208-eff0f2814594",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Stage 26:==================================>                       (3 + 2) / 5]\r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+------------+\n",
      "|num_tweets|num_accounts|\n",
      "+----------+------------+\n",
      "|    577459|       90892|\n",
      "|  26525535|     7330492|\n",
      "+----------+------------+\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "num_verified_accounts.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2b189c3-227c-48dd-abba-f3ebedbe02bb",
   "metadata": {},
   "source": [
    "-----------\n",
    "### We have only 90,000 verified accounts when compared with 7.3 million other accounts in our dataset\n",
    "### We will be analysing these users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a5ce5ac5-cafb-4768-a5c0-7954e75c5731",
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_df4_ver_user=twitter_df4.filter(\"is_verified = True\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ad21f291-368d-43b2-b36c-1a2114ba5a80",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/plain": [
       "577459"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "677f1c49-21a7-47d7-9c07-6c646700f515",
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_df4_ver_user = twitter_df4_ver_user\\\n",
    ".withColumn('account_description', lower('account_description'))\\\n",
    ".withColumn('account_description', regexp_replace(col(\"account_description\"),\"[\\$#,&%\\\".]\",\"\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "98b2a368-26a0-49a5-8c4e-204c808bc5d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataFrame[id: bigint, created_at: string, text: string, tweet_text: string, tweet_coordinates: array<double>, tweet_country: string, tweet_country_code: string, tweet_place_full_name: string, tweet_place_type: string, is_reply: boolean, is_quote: boolean, is_retweeted: string, reply_count: bigint, quote_count: bigint, retweet_count: bigint, favorite_count: bigint, rp_original_id: bigint, rp_user_id: bigint, rp_original_user: string, qu_original_id: bigint, rt_original_id: bigint, rt_original_user: string, account_id: bigint, account_name: string, account_description: string, account_location: string, is_verified: boolean, total_followers: bigint, total_friends: bigint, total_listed: bigint, total_favourites: bigint, total_tweets: bigint, account_created_at: string, account_profile_picture: string, hashtags: array<string>, tweet_type: string]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user.limit(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "480b830b-f1f9-4d4f-8413-7f697bb91031",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "twitter_df4_ver_user.write.format(\"parquet\").\\\n",
    "mode('overwrite').\\\n",
    "save('gs://' + 'msca-bdp-students-bucket/shared_data/kshitijm' + '/Final_Project-FiltData4_Ver_Users')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab3bf450-8579-4987-b447-75f1398fc82b",
   "metadata": {},
   "source": [
    "--------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "de383c12-ca1f-400e-aaf5-622ee2fdb2b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_df4_ver_user= spark.read.parquet('gs://msca-bdp-students-bucket/shared_data/kshitijm/Final_Project-FiltData4_Ver_Users')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8b3513b2-667b-4e98-8180-e55971037f67",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border='1'>\n",
       "<tr><th>id</th><th>created_at</th><th>text</th><th>tweet_text</th><th>tweet_coordinates</th><th>tweet_country</th><th>tweet_country_code</th><th>tweet_place_full_name</th><th>tweet_place_type</th><th>is_reply</th><th>is_quote</th><th>is_retweeted</th><th>reply_count</th><th>quote_count</th><th>retweet_count</th><th>favorite_count</th><th>rp_original_id</th><th>rp_user_id</th><th>rp_original_user</th><th>qu_original_id</th><th>rt_original_id</th><th>rt_original_user</th><th>account_id</th><th>account_name</th><th>account_description</th><th>account_location</th><th>is_verified</th><th>total_followers</th><th>total_friends</th><th>total_listed</th><th>total_favourites</th><th>total_tweets</th><th>account_created_at</th><th>account_profile_picture</th><th>hashtags</th><th>tweet_type</th></tr>\n",
       "<tr><td>1539335995845402624</td><td>Tue Jun 21 19:54:...</td><td>RT @NSEAOnline: P...</td><td>public dollars sh...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>true</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>1539262288053833728</td><td>1539316518202138624</td><td>NSEAOnline</td><td>22789766</td><td>NEAToday</td><td>official account ...</td><td>Washington DC</td><td>true</td><td>247738</td><td>11834</td><td>4148</td><td>8048</td><td>27669</td><td>Wed Mar 04 15:51:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1539336083649048577</td><td>Tue Jun 21 19:54:...</td><td>RT @JasonBedrick:...</td><td>@wajahatali what ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1539289355449028608</td><td>JasonBedrick</td><td>640893</td><td>EWErickson</td><td>you can listen ev...</td><td>Atlanta, GA</td><td>true</td><td>205722</td><td>2700</td><td>4633</td><td>1384</td><td>14273</td><td>Mon Jan 15 22:54:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1539336297814319104</td><td>Tue Jun 21 19:55:...</td><td>RT @itsSpencerBro...</td><td>scotus handed a b...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1539328635613630464</td><td>itsSpencerBrown</td><td>48459553</td><td>KatiePavlich</td><td>proud american wo...</td><td>On Instagram/Off ...</td><td>true</td><td>947092</td><td>2009</td><td>4472</td><td>18188</td><td>55802</td><td>Thu Jun 18 19:29:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1539336371936051200</td><td>Tue Jun 21 19:56:...</td><td>One of Louisiana&#x27;...</td><td>one of louisiana&#x27;...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>44426926</td><td>FOX8NOLA</td><td>wvue - fox 8 is y...</td><td>New Orleans</td><td>true</td><td>217913</td><td>2853</td><td>1241</td><td>1350</td><td>207940</td><td>Wed Jun 03 18:57:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td></tr>\n",
       "<tr><td>1539336396971859968</td><td>Tue Jun 21 19:56:...</td><td>@hales_ted But th...</td><td>@hales_ted but th...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1539335979336470528</td><td>1445063896725819398</td><td>hales_ted</td><td>null</td><td>null</td><td>null</td><td>738538436</td><td>AoDespair</td><td>author journalist...</td><td>Baltimore, MD</td><td>true</td><td>334054</td><td>610</td><td>2732</td><td>5818</td><td>97431</td><td>Sun Aug 05 12:53:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td></tr>\n",
       "<tr><td>1539336533509132289</td><td>Tue Jun 21 19:56:...</td><td>Congratulations t...</td><td>congratulations t...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1539329196379541509</td><td>16240525</td><td>ASBMB</td><td>null</td><td>null</td><td>null</td><td>16240525</td><td>ASBMB</td><td>american society ...</td><td>Rockville, Maryland</td><td>true</td><td>24963</td><td>4259</td><td>0</td><td>14868</td><td>40004</td><td>Thu Sep 11 14:05:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td></tr>\n",
       "<tr><td>1539336550730842115</td><td>Tue Jun 21 19:56:...</td><td>.@JimGrossmanAHA ...</td><td>.@jimgrossmanaha ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>76944176</td><td>AHAhistorians</td><td>the american hist...</td><td>Washington, D.C.</td><td>true</td><td>55451</td><td>2362</td><td>1105</td><td>8000</td><td>32842</td><td>Thu Sep 24 13:54:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td></tr>\n",
       "<tr><td>1539336562814623745</td><td>Tue Jun 21 19:56:...</td><td>RT @FOX8NOLA: One...</td><td>one of louisiana&#x27;...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1539336371936051200</td><td>FOX8NOLA</td><td>30950114</td><td>jessecbrooks</td><td>digital content p...</td><td>New Orleans, LA</td><td>true</td><td>3442</td><td>1741</td><td>71</td><td>46045</td><td>82432</td><td>Mon Apr 13 20:23:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1539336614966599681</td><td>Tue Jun 21 19:57:...</td><td>Graduation 2022: ...</td><td>graduation 2022: ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16477702</td><td>syracusedotcom</td><td>syracuse and cent...</td><td>Syracuse, NY</td><td>true</td><td>102116</td><td>589</td><td>829</td><td>190</td><td>227817</td><td>Sat Sep 27 00:17:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td></tr>\n",
       "<tr><td>1539336707958616068</td><td>Tue Jun 21 19:57:...</td><td>@UConnBSB Great n...</td><td>@uconnbsb great n...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1539332632739123200</td><td>491571741</td><td>UConnBSB</td><td>null</td><td>null</td><td>null</td><td>3836570273</td><td>jdesnoyersabc6</td><td>chief meteorologi...</td><td>Providence, RI</td><td>true</td><td>3743</td><td>1091</td><td>56</td><td>31024</td><td>26502</td><td>Thu Oct 01 20:26:...</td><td>https://pbs.twimg...</td><td>[Bitter, HookC]</td><td>reply</td></tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+-------------------+-------------------+----------------+----------+--------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+---------------+--------------+\n",
       "|                 id|          created_at|                text|          tweet_text|tweet_coordinates|tweet_country|tweet_country_code|tweet_place_full_name|tweet_place_type|is_reply|is_quote|is_retweeted|reply_count|quote_count|retweet_count|favorite_count|     rp_original_id|         rp_user_id|rp_original_user|     qu_original_id|     rt_original_id|rt_original_user|account_id|  account_name| account_description|    account_location|is_verified|total_followers|total_friends|total_listed|total_favourites|total_tweets|  account_created_at|account_profile_picture|       hashtags|    tweet_type|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+-------------------+-------------------+----------------+----------+--------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+---------------+--------------+\n",
       "|1539335995845402624|Tue Jun 21 19:54:...|RT @NSEAOnline: P...|public dollars sh...|             null|         null|              null|                 null|            null|   false|    true|          RT|          0|          0|            0|             0|               null|               null|            null|1539262288053833728|1539316518202138624|      NSEAOnline|  22789766|      NEAToday|official account ...|       Washington DC|       true|         247738|        11834|        4148|            8048|       27669|Wed Mar 04 15:51:...|   https://pbs.twimg...|             []|       retweet|\n",
       "|1539336083649048577|Tue Jun 21 19:54:...|RT @JasonBedrick:...|@wajahatali what ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1539289355449028608|    JasonBedrick|    640893|    EWErickson|you can listen ev...|         Atlanta, GA|       true|         205722|         2700|        4633|            1384|       14273|Mon Jan 15 22:54:...|   https://pbs.twimg...|             []|       retweet|\n",
       "|1539336297814319104|Tue Jun 21 19:55:...|RT @itsSpencerBro...|scotus handed a b...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1539328635613630464| itsSpencerBrown|  48459553|  KatiePavlich|proud american wo...|On Instagram/Off ...|       true|         947092|         2009|        4472|           18188|       55802|Thu Jun 18 19:29:...|   https://pbs.twimg...|             []|       retweet|\n",
       "|1539336371936051200|Tue Jun 21 19:56:...|One of Louisiana'...|one of louisiana'...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|               null|               null|            null|  44426926|      FOX8NOLA|wvue - fox 8 is y...|         New Orleans|       true|         217913|         2853|        1241|            1350|      207940|Wed Jun 03 18:57:...|   https://pbs.twimg...|             []|original_tweet|\n",
       "|1539336396971859968|Tue Jun 21 19:56:...|@hales_ted But th...|@hales_ted but th...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1539335979336470528|1445063896725819398|       hales_ted|               null|               null|            null| 738538436|     AoDespair|author journalist...|       Baltimore, MD|       true|         334054|          610|        2732|            5818|       97431|Sun Aug 05 12:53:...|   https://pbs.twimg...|             []|         reply|\n",
       "|1539336533509132289|Tue Jun 21 19:56:...|Congratulations t...|congratulations t...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1539329196379541509|           16240525|           ASBMB|               null|               null|            null|  16240525|         ASBMB|american society ...| Rockville, Maryland|       true|          24963|         4259|           0|           14868|       40004|Thu Sep 11 14:05:...|   https://pbs.twimg...|             []|         reply|\n",
       "|1539336550730842115|Tue Jun 21 19:56:...|.@JimGrossmanAHA ...|.@jimgrossmanaha ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|               null|               null|            null|  76944176| AHAhistorians|the american hist...|    Washington, D.C.|       true|          55451|         2362|        1105|            8000|       32842|Thu Sep 24 13:54:...|   https://pbs.twimg...|             []|original_tweet|\n",
       "|1539336562814623745|Tue Jun 21 19:56:...|RT @FOX8NOLA: One...|one of louisiana'...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1539336371936051200|        FOX8NOLA|  30950114|  jessecbrooks|digital content p...|     New Orleans, LA|       true|           3442|         1741|          71|           46045|       82432|Mon Apr 13 20:23:...|   https://pbs.twimg...|             []|       retweet|\n",
       "|1539336614966599681|Tue Jun 21 19:57:...|Graduation 2022: ...|graduation 2022: ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|               null|               null|            null|  16477702|syracusedotcom|syracuse and cent...|        Syracuse, NY|       true|         102116|          589|         829|             190|      227817|Sat Sep 27 00:17:...|   https://pbs.twimg...|             []|original_tweet|\n",
       "|1539336707958616068|Tue Jun 21 19:57:...|@UConnBSB Great n...|@uconnbsb great n...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1539332632739123200|          491571741|        UConnBSB|               null|               null|            null|3836570273|jdesnoyersabc6|chief meteorologi...|      Providence, RI|       true|           3743|         1091|          56|           31024|       26502|Thu Oct 01 20:26:...|   https://pbs.twimg...|[Bitter, HookC]|         reply|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+-------------------+-------------------+----------------+----------+--------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+---------------+--------------+"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user.limit(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4b868ada-aea7-4111-905f-9fa3172186eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/plain": [
       "577459"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8788dcb-2f4c-46ff-80a5-03b47eb66131",
   "metadata": {},
   "source": [
    "### Analysing different types of twitter accounts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "01866a98-3171-47cc-acd1-3bdcb62a701f",
   "metadata": {},
   "outputs": [],
   "source": [
    "govt = ['government','govt','administration',\n",
    "        'governing','state','judiciary','potus','president','political'\n",
    "        'prime','minister','governor','administer','centre',\n",
    "       'ministry','niti','board','federal','agency','embassy','embassies','province','state',\n",
    "       'outpost','conservative','politic','democrat','republican','senate','county','counties','district','first lady','first person','commision']\n",
    "\n",
    "education = ['college','university','academia','campus','school',\n",
    "             'teach','teachers','educators','educator','ivy','professor','univ','alum',\n",
    "            'alumni','alumnus','career','graduate','grad','education']\n",
    "\n",
    "research = ['institute','research','science','scientific','explore','society','conference','policy','think tank','development',\n",
    "           'united nation','unhrc','unhcr','unicef','who','world bank','imf','wef','forum','researcher','non profit','non-profit',\n",
    "           'non-governmental','non governmental','aid','assistance','nonprofit','nongovernmental','ngo','npo',\n",
    "           'federation']\n",
    "\n",
    "news=['news','bulletin','press','pti',\n",
    "      'reuters','cnn','breaking','bbc','times','economist','post','times',\n",
    "     'abc','television','ndtv','xinhua','huffington','guardian','sky news',\n",
    "     'al jazeera','cnbc','politico','newspaper','newsweek','telegraph','rt','MSNBC','pioneer',\n",
    "     'journalist','reporter','author','writer','analyst','chief','editor','correspondent','columnist']\n",
    "\n",
    "news_outlet=['news','bulletin','press','pti',\n",
    "      'reuters','cnn','breaking','bbc','times','economist','post','times',\n",
    "     'abc','television','ndtv','xinhua','huffington','guardian','sky news',\n",
    "     'al jazeera','cnbc','politico','newspaper','newsweek','telegraph','rt','MSNBC','pioneer']\n",
    "\n",
    "news_journalist = ['journalist','reporter','author','writer','analyst','chief','editor','correspondent','columnist']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "07461d3e-046f-49c3-bb56-b02c0bebd2f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['government',\n",
       " 'govt',\n",
       " 'administration',\n",
       " 'governing',\n",
       " 'state',\n",
       " 'judiciary',\n",
       " 'potus',\n",
       " 'president',\n",
       " 'politicalprime',\n",
       " 'minister',\n",
       " 'governor',\n",
       " 'administer',\n",
       " 'centre',\n",
       " 'ministry',\n",
       " 'niti',\n",
       " 'board',\n",
       " 'federal',\n",
       " 'agency',\n",
       " 'embassy',\n",
       " 'embassies',\n",
       " 'province',\n",
       " 'state',\n",
       " 'outpost',\n",
       " 'conservative',\n",
       " 'politic',\n",
       " 'democrat',\n",
       " 'republican',\n",
       " 'senate',\n",
       " 'county',\n",
       " 'counties',\n",
       " 'district',\n",
       " 'first lady',\n",
       " 'first person',\n",
       " 'commision']"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "govt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "8d46b0c0-4df6-4228-94c8-a5f623959473",
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_df4_ver_user=twitter_df4_ver_user.\\\n",
    "withColumn('is_user_govt',\\\n",
    "           ((col('account_name').rlike('|'.join(govt))) | (col('account_description').rlike('|'.join(govt))))\n",
    "          ).\\\n",
    "withColumn('is_user_news',\\\n",
    "           ((col('account_name').rlike('|'.join(news))) | (col('account_description').rlike('|'.join(news))))\n",
    "          ).\\\n",
    "withColumn('is_user_news_outlet',\\\n",
    "           ((col('account_name').rlike('|'.join(news_outlet))) | (col('account_description').rlike('|'.join(news_outlet))))\n",
    "          ).\\\n",
    "withColumn('is_user_news_journalist',\\\n",
    "           ((col('account_name').rlike('|'.join(news_journalist))) | (col('account_description').rlike('|'.join(news_journalist))))\n",
    "          ).\\\n",
    "withColumn('is_user_edu',\\\n",
    "           ((col('account_name').rlike('|'.join(education))) | (col('account_description').rlike('|'.join(education))))\n",
    "          ).\\\n",
    "withColumn('is_user_research',\\\n",
    "           ((col('account_name').rlike('|'.join(research))) | (col('account_description').rlike('|'.join(research))))\n",
    "          ).\\\n",
    "withColumn('is_influencer',\\\n",
    "           when(col('total_followers')>50000,'social_media_influencer').\\\n",
    "           when(col('total_followers')>5000,'micro_influencer').\\\n",
    "           otherwise('not_influencer')\n",
    "          )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4e2a5323-6267-45f7-b7db-b7cb25db85cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border='1'>\n",
       "<tr><th>id</th><th>created_at</th><th>text</th><th>tweet_text</th><th>tweet_coordinates</th><th>tweet_country</th><th>tweet_country_code</th><th>tweet_place_full_name</th><th>tweet_place_type</th><th>is_reply</th><th>is_quote</th><th>is_retweeted</th><th>reply_count</th><th>quote_count</th><th>retweet_count</th><th>favorite_count</th><th>rp_original_id</th><th>rp_user_id</th><th>rp_original_user</th><th>qu_original_id</th><th>rt_original_id</th><th>rt_original_user</th><th>account_id</th><th>account_name</th><th>account_description</th><th>account_location</th><th>is_verified</th><th>total_followers</th><th>total_friends</th><th>total_listed</th><th>total_favourites</th><th>total_tweets</th><th>account_created_at</th><th>account_profile_picture</th><th>hashtags</th><th>tweet_type</th><th>is_user_govt</th><th>is_user_news_outlet</th><th>is_user_news_journalist</th><th>is_user_edu</th><th>is_user_research</th><th>is_influencer</th></tr>\n",
       "<tr><td>1539335995845402624</td><td>Tue Jun 21 19:54:...</td><td>RT @NSEAOnline: P...</td><td>public dollars sh...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>true</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>1539262288053833728</td><td>1539316518202138624</td><td>NSEAOnline</td><td>22789766</td><td>NEAToday</td><td>official account ...</td><td>Washington DC</td><td>true</td><td>247738</td><td>11834</td><td>4148</td><td>8048</td><td>27669</td><td>Wed Mar 04 15:51:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>true</td><td>true</td><td>social_media_infl...</td></tr>\n",
       "<tr><td>1539336083649048577</td><td>Tue Jun 21 19:54:...</td><td>RT @JasonBedrick:...</td><td>@wajahatali what ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1539289355449028608</td><td>JasonBedrick</td><td>640893</td><td>EWErickson</td><td>you can listen ev...</td><td>Atlanta, GA</td><td>true</td><td>205722</td><td>2700</td><td>4633</td><td>1384</td><td>14273</td><td>Mon Jan 15 22:54:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td></tr>\n",
       "<tr><td>1539336297814319104</td><td>Tue Jun 21 19:55:...</td><td>RT @itsSpencerBro...</td><td>scotus handed a b...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1539328635613630464</td><td>itsSpencerBrown</td><td>48459553</td><td>KatiePavlich</td><td>proud american wo...</td><td>On Instagram/Off ...</td><td>true</td><td>947092</td><td>2009</td><td>4472</td><td>18188</td><td>55802</td><td>Thu Jun 18 19:29:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td></tr>\n",
       "<tr><td>1539336371936051200</td><td>Tue Jun 21 19:56:...</td><td>One of Louisiana&#x27;...</td><td>one of louisiana&#x27;...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>44426926</td><td>FOX8NOLA</td><td>wvue - fox 8 is y...</td><td>New Orleans</td><td>true</td><td>217913</td><td>2853</td><td>1241</td><td>1350</td><td>207940</td><td>Wed Jun 03 18:57:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td></tr>\n",
       "<tr><td>1539336396971859968</td><td>Tue Jun 21 19:56:...</td><td>@hales_ted But th...</td><td>@hales_ted but th...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1539335979336470528</td><td>1445063896725819398</td><td>hales_ted</td><td>null</td><td>null</td><td>null</td><td>738538436</td><td>AoDespair</td><td>author journalist...</td><td>Baltimore, MD</td><td>true</td><td>334054</td><td>610</td><td>2732</td><td>5818</td><td>97431</td><td>Sun Aug 05 12:53:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>true</td><td>true</td><td>false</td><td>true</td><td>social_media_infl...</td></tr>\n",
       "<tr><td>1539336533509132289</td><td>Tue Jun 21 19:56:...</td><td>Congratulations t...</td><td>congratulations t...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1539329196379541509</td><td>16240525</td><td>ASBMB</td><td>null</td><td>null</td><td>null</td><td>16240525</td><td>ASBMB</td><td>american society ...</td><td>Rockville, Maryland</td><td>true</td><td>24963</td><td>4259</td><td>0</td><td>14868</td><td>40004</td><td>Thu Sep 11 14:05:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>not_influencer</td></tr>\n",
       "<tr><td>1539336550730842115</td><td>Tue Jun 21 19:56:...</td><td>.@JimGrossmanAHA ...</td><td>.@jimgrossmanaha ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>76944176</td><td>AHAhistorians</td><td>the american hist...</td><td>Washington, D.C.</td><td>true</td><td>55451</td><td>2362</td><td>1105</td><td>8000</td><td>32842</td><td>Thu Sep 24 13:54:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td></tr>\n",
       "<tr><td>1539336562814623745</td><td>Tue Jun 21 19:56:...</td><td>RT @FOX8NOLA: One...</td><td>one of louisiana&#x27;...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1539336371936051200</td><td>FOX8NOLA</td><td>30950114</td><td>jessecbrooks</td><td>digital content p...</td><td>New Orleans, LA</td><td>true</td><td>3442</td><td>1741</td><td>71</td><td>46045</td><td>82432</td><td>Mon Apr 13 20:23:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>true</td><td>false</td><td>false</td><td>not_influencer</td></tr>\n",
       "<tr><td>1539336614966599681</td><td>Tue Jun 21 19:57:...</td><td>Graduation 2022: ...</td><td>graduation 2022: ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16477702</td><td>syracusedotcom</td><td>syracuse and cent...</td><td>Syracuse, NY</td><td>true</td><td>102116</td><td>589</td><td>829</td><td>190</td><td>227817</td><td>Sat Sep 27 00:17:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td></tr>\n",
       "<tr><td>1539336707958616068</td><td>Tue Jun 21 19:57:...</td><td>@UConnBSB Great n...</td><td>@uconnbsb great n...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1539332632739123200</td><td>491571741</td><td>UConnBSB</td><td>null</td><td>null</td><td>null</td><td>3836570273</td><td>jdesnoyersabc6</td><td>chief meteorologi...</td><td>Providence, RI</td><td>true</td><td>3743</td><td>1091</td><td>56</td><td>31024</td><td>26502</td><td>Thu Oct 01 20:26:...</td><td>https://pbs.twimg...</td><td>[Bitter, HookC]</td><td>reply</td><td>false</td><td>true</td><td>true</td><td>false</td><td>true</td><td>not_influencer</td></tr>\n",
       "<tr><td>1539336742276300800</td><td>Tue Jun 21 19:57:...</td><td>@fantasmaanonn Bu...</td><td>@fantasmaanonn bu...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1539336319540899840</td><td>1511337976181182464</td><td>fantasmaanonn</td><td>null</td><td>null</td><td>null</td><td>738538436</td><td>AoDespair</td><td>author journalist...</td><td>Baltimore, MD</td><td>true</td><td>334054</td><td>610</td><td>2732</td><td>5818</td><td>97432</td><td>Sun Aug 05 12:53:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>true</td><td>true</td><td>false</td><td>true</td><td>social_media_infl...</td></tr>\n",
       "<tr><td>1539336871049846784</td><td>Tue Jun 21 19:58:...</td><td>New York families...</td><td>new york families...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1668256296</td><td>wealth</td><td>helping you manag...</td><td>null</td><td>true</td><td>80526</td><td>1530</td><td>895</td><td>185</td><td>28156</td><td>Tue Aug 13 16:57:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td></tr>\n",
       "<tr><td>1527065287517937664</td><td>Wed May 18 23:15:...</td><td>RT @Tjonesonthenb...</td><td>played against gr...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>true</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>1526583312638259201</td><td>1527021749052657665</td><td>Tjonesonthenba</td><td>291227103</td><td>Jacko2544</td><td>13 year pro baske...</td><td>Philadelphia, PA</td><td>true</td><td>5893</td><td>355</td><td>74</td><td>4754</td><td>4001</td><td>Sun May 01 17:18:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>false</td><td>not_influencer</td></tr>\n",
       "<tr><td>1527065374851743745</td><td>Wed May 18 23:15:...</td><td>🎓 The @SamChampi...</td><td>🎓 the @samchampi...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>72585833</td><td>BoerneISD</td><td>award-winning sch...</td><td>Boerne, TX</td><td>true</td><td>6366</td><td>377</td><td>93</td><td>24375</td><td>20355</td><td>Tue Sep 08 15:52:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>true</td><td>false</td><td>not_influencer</td></tr>\n",
       "<tr><td>1527065457613840385</td><td>Wed May 18 23:15:...</td><td>High school stude...</td><td>high school stude...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1527065124019773440</td><td>17852894</td><td>jordanzakarin</td><td>null</td><td>null</td><td>null</td><td>17852894</td><td>jordanzakarin</td><td>reporter/producer...</td><td>New York City</td><td>true</td><td>14948</td><td>990</td><td>289</td><td>28848</td><td>43569</td><td>Wed Dec 03 23:28:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>true</td><td>true</td><td>false</td><td>true</td><td>not_influencer</td></tr>\n",
       "<tr><td>1527065651810078720</td><td>Wed May 18 23:16:...</td><td>Day 1 of State Tr...</td><td>day 1 of state tr...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>743900947</td><td>NicoleWeavingTV</td><td>jersey girl | pro...</td><td>Lincoln, NE</td><td>true</td><td>1163</td><td>1108</td><td>12</td><td>20860</td><td>8022</td><td>Tue Aug 07 22:42:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>false</td><td>not_influencer</td></tr>\n",
       "<tr><td>1527065966894624774</td><td>Wed May 18 23:17:...</td><td>RT @ChalkbeatNY: ...</td><td>will expanding ‘g...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1527063750116790272</td><td>ChalkbeatNY</td><td>20079575</td><td>the_zim</td><td>new york bureau c...</td><td>New York City</td><td>true</td><td>4077</td><td>1878</td><td>189</td><td>2735</td><td>10165</td><td>Wed Feb 04 18:55:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>false</td><td>not_influencer</td></tr>\n",
       "<tr><td>1527065971806150657</td><td>Wed May 18 23:17:...</td><td>RT @brownosaurusr...</td><td>how much trauma d...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>true</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>1526977426861039624</td><td>1527064314670206977</td><td>brownosaurusrex</td><td>1000899020</td><td>nandelabra</td><td>writer | bylines ...</td><td>Texas</td><td>true</td><td>7842</td><td>1008</td><td>110</td><td>347060</td><td>320553</td><td>Mon Dec 10 04:28:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>false</td><td>not_influencer</td></tr>\n",
       "<tr><td>1527066381354602496</td><td>Wed May 18 23:19:...</td><td>Q now for Deanna ...</td><td>q now for deanna ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1527065688837279744</td><td>490583889</td><td>RoyceRk2</td><td>null</td><td>null</td><td>null</td><td>490583889</td><td>RoyceRk2</td><td>journalist author...</td><td>in transit</td><td>true</td><td>3374</td><td>1447</td><td>49</td><td>1842</td><td>7590</td><td>Sun Feb 12 18:10:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>false</td><td>true</td><td>false</td><td>false</td><td>not_influencer</td></tr>\n",
       "<tr><td>1530319200690098178</td><td>Fri May 27 22:45:...</td><td>RT @thenewsoncnbc...</td><td>coming up on the ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1530304006786097154</td><td>thenewsoncnbc</td><td>61539521</td><td>The_FineMan</td><td>tweeting news + i...</td><td>New York City</td><td>true</td><td>2391</td><td>2279</td><td>44</td><td>13981</td><td>27813</td><td>Thu Jul 30 17:06:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>false</td><td>not_influencer</td></tr>\n",
       "</table>\n",
       "only showing top 20 rows\n"
      ],
      "text/plain": [
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       "|1539336083649048577|Tue Jun 21 19:54:...|RT @JasonBedrick:...|@wajahatali what ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1539289355449028608|    JasonBedrick|    640893|     EWErickson|you can listen ev...|         Atlanta, GA|       true|         205722|         2700|        4633|            1384|       14273|Mon Jan 15 22:54:...|   https://pbs.twimg...|             []|       retweet|       false|              false|                  false|      false|           false|social_media_infl...|\n",
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       "|1539336550730842115|Tue Jun 21 19:56:...|.@JimGrossmanAHA ...|.@jimgrossmanaha ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|               null|               null|            null|  76944176|  AHAhistorians|the american hist...|    Washington, D.C.|       true|          55451|         2362|        1105|            8000|       32842|Thu Sep 24 13:54:...|   https://pbs.twimg...|             []|original_tweet|       false|              false|                  false|      false|           false|social_media_infl...|\n",
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       "|1539336742276300800|Tue Jun 21 19:57:...|@fantasmaanonn Bu...|@fantasmaanonn bu...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1539336319540899840|1511337976181182464|   fantasmaanonn|               null|               null|            null| 738538436|      AoDespair|author journalist...|       Baltimore, MD|       true|         334054|          610|        2732|            5818|       97432|Sun Aug 05 12:53:...|   https://pbs.twimg...|             []|         reply|       false|               true|                   true|      false|            true|social_media_infl...|\n",
       "|1539336871049846784|Tue Jun 21 19:58:...|New York families...|new york families...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|               null|               null|            null|1668256296|         wealth|helping you manag...|                null|       true|          80526|         1530|         895|             185|       28156|Tue Aug 13 16:57:...|   https://pbs.twimg...|             []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|\n",
       "|1527065287517937664|Wed May 18 23:15:...|RT @Tjonesonthenb...|played against gr...|             null|         null|              null|                 null|            null|   false|    true|          RT|          0|          0|            0|             0|               null|               null|            null|1526583312638259201|1527021749052657665|  Tjonesonthenba| 291227103|      Jacko2544|13 year pro baske...|    Philadelphia, PA|       true|           5893|          355|          74|            4754|        4001|Sun May 01 17:18:...|   https://pbs.twimg...|             []|       retweet|       false|               true|                   true|      false|           false|      not_influencer|\n",
       "|1527065374851743745|Wed May 18 23:15:...|🎓 The @SamChampi...|🎓 the @samchampi...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|               null|               null|            null|  72585833|      BoerneISD|award-winning sch...|          Boerne, TX|       true|           6366|          377|          93|           24375|       20355|Tue Sep 08 15:52:...|   https://pbs.twimg...|             []|original_tweet|       false|               true|                  false|       true|           false|      not_influencer|\n",
       "|1527065457613840385|Wed May 18 23:15:...|High school stude...|high school stude...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1527065124019773440|           17852894|   jordanzakarin|               null|               null|            null|  17852894|  jordanzakarin|reporter/producer...|       New York City|       true|          14948|          990|         289|           28848|       43569|Wed Dec 03 23:28:...|   https://pbs.twimg...|             []|         reply|       false|               true|                   true|      false|            true|      not_influencer|\n",
       "|1527065651810078720|Wed May 18 23:16:...|Day 1 of State Tr...|day 1 of state tr...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|               null|               null|            null| 743900947|NicoleWeavingTV|jersey girl | pro...|         Lincoln, NE|       true|           1163|         1108|          12|           20860|        8022|Tue Aug 07 22:42:...|   https://pbs.twimg...|             []|original_tweet|       false|               true|                   true|      false|           false|      not_influencer|\n",
       "|1527065966894624774|Wed May 18 23:17:...|RT @ChalkbeatNY: ...|will expanding ‘g...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1527063750116790272|     ChalkbeatNY|  20079575|        the_zim|new york bureau c...|       New York City|       true|           4077|         1878|         189|            2735|       10165|Wed Feb 04 18:55:...|   https://pbs.twimg...|             []|       retweet|       false|               true|                   true|      false|           false|      not_influencer|\n",
       "|1527065971806150657|Wed May 18 23:17:...|RT @brownosaurusr...|how much trauma d...|             null|         null|              null|                 null|            null|   false|    true|          RT|          0|          0|            0|             0|               null|               null|            null|1526977426861039624|1527064314670206977| brownosaurusrex|1000899020|     nandelabra|writer | bylines ...|               Texas|       true|           7842|         1008|         110|          347060|      320553|Mon Dec 10 04:28:...|   https://pbs.twimg...|             []|       retweet|       false|               true|                   true|      false|           false|      not_influencer|\n",
       "|1527066381354602496|Wed May 18 23:19:...|Q now for Deanna ...|q now for deanna ...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1527065688837279744|          490583889|        RoyceRk2|               null|               null|            null| 490583889|       RoyceRk2|journalist author...|          in transit|       true|           3374|         1447|          49|            1842|        7590|Sun Feb 12 18:10:...|   https://pbs.twimg...|             []|         reply|       false|              false|                   true|      false|           false|      not_influencer|\n",
       "|1530319200690098178|Fri May 27 22:45:...|RT @thenewsoncnbc...|coming up on the ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1530304006786097154|   thenewsoncnbc|  61539521|    The_FineMan|tweeting news + i...|       New York City|       true|           2391|         2279|          44|           13981|       27813|Thu Jul 30 17:06:...|   https://pbs.twimg...|             []|       retweet|       false|               true|                   true|      false|           false|      not_influencer|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+-------------------+-------------------+----------------+----------+---------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+---------------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+\n",
       "only showing top 20 rows"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user.limit(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "85bb1792-56cd-4e05-9b50-44a21f654a21",
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_df4_ver_user=twitter_df4_ver_user.\\\n",
    "withColumn('user_type',\\\n",
    "           when(col('is_user_news_journalist')=='true','News_Journalist').\\\n",
    "           when(col('is_user_news_outlet')=='true','News_Outlet').\\\n",
    "           when(col('is_user_edu')=='true','Educational_Inst').\\\n",
    "           when(col('is_user_govt')=='true','Government').\\\n",
    "           when(col('is_user_research')=='true','Research_Inst').\\\n",
    "           when(col('is_influencer')=='social_media_influencer','Influencer').\\\n",
    "           when(col('is_influencer')=='micro_influencer','Micro_Influencer').\\\n",
    "           otherwise('Others')\n",
    "          )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "110a4786-0e50-40e1-a823-ba23b220c592",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/plain": [
       "96680"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user.select('account_id','user_type').distinct().count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "7b544026-5d1b-40dc-9b61-73ac47d847b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------------+-----+\n",
      "|       user_type|count|\n",
      "+----------------+-----+\n",
      "|Micro_Influencer|10943|\n",
      "|      Government|15856|\n",
      "|      Influencer| 6404|\n",
      "| News_Journalist|20254|\n",
      "|Educational_Inst|15055|\n",
      "|   Research_Inst| 3032|\n",
      "|          Others| 4803|\n",
      "|     News_Outlet|19713|\n",
      "+----------------+-----+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "twitter_df4_ver_user.select('account_id','user_type').distinct().groupby('user_type').count().show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d99cf28-0ce8-4250-b954-fadd8d056557",
   "metadata": {},
   "source": [
    "### Analysing other account type to see if we have any new missing categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "443cb7c0-35a1-4f4f-9b30-971ec28ebfa5",
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_df4_ver_user_2=twitter_df4_ver_user"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "1a9c4790-48e8-4ffd-8d6f-e0d48afdaf5d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border='1'>\n",
       "<tr><th>id</th><th>created_at</th><th>text</th><th>tweet_text</th><th>tweet_coordinates</th><th>tweet_country</th><th>tweet_country_code</th><th>tweet_place_full_name</th><th>tweet_place_type</th><th>is_reply</th><th>is_quote</th><th>is_retweeted</th><th>reply_count</th><th>quote_count</th><th>retweet_count</th><th>favorite_count</th><th>rp_original_id</th><th>rp_user_id</th><th>rp_original_user</th><th>qu_original_id</th><th>rt_original_id</th><th>rt_original_user</th><th>account_id</th><th>account_name</th><th>account_description</th><th>account_location</th><th>is_verified</th><th>total_followers</th><th>total_friends</th><th>total_listed</th><th>total_favourites</th><th>total_tweets</th><th>account_created_at</th><th>account_profile_picture</th><th>hashtags</th><th>tweet_type</th><th>is_user_govt</th><th>is_user_news_outlet</th><th>is_user_news_journalist</th><th>is_user_edu</th><th>is_user_research</th><th>is_influencer</th><th>user_type</th></tr>\n",
       "<tr><td>1522019017510301698</td><td>Thu May 05 01:03:...</td><td>You’re always tau...</td><td>you’re always tau...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>38989894</td><td>ZackFradellaWx</td><td>meteorologist @fo...</td><td>Louisiana</td><td>true</td><td>4998</td><td>793</td><td>142</td><td>1326</td><td>10136</td><td>Sun May 10 03:45:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1581985913139515392</td><td>Mon Oct 17 12:30:...</td><td>Read how Michelle...</td><td>read how michelle...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>39516928</td><td>infotechRG</td><td>we help it leader...</td><td>Toronto, ON</td><td>true</td><td>4997</td><td>4135</td><td>165</td><td>1708</td><td>4040</td><td>Tue May 12 15:01:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1564951831289143296</td><td>Wed Aug 31 12:22:...</td><td>This reminds me o...</td><td>this reminds me o...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>true</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>1564775887433875461</td><td>null</td><td>null</td><td>819884103868776449</td><td>BerndBuchmasser</td><td>the folks at @sbn...</td><td>null</td><td>true</td><td>4997</td><td>663</td><td>198</td><td>19320</td><td>22767</td><td>Fri Jan 13 12:29:...</td><td>https://pbs.twimg...</td><td>[]</td><td>quote</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1542953695054385152</td><td>Fri Jul 01 19:30:...</td><td>One of FCSL’s pro...</td><td>one of fcsl’s pro...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1542953130706587649</td><td>9217222</td><td>jdasilva</td><td>null</td><td>null</td><td>null</td><td>9217222</td><td>jdasilva</td><td>magical mindset m...</td><td>Tallahassee, FL</td><td>true</td><td>4996</td><td>946</td><td>138</td><td>2601</td><td>6957</td><td>Wed Oct 03 01:24:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1605948473953525760</td><td>Thu Dec 22 15:28:...</td><td>Since 2017, Canad...</td><td>since 2017, canad...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1605948471026094084</td><td>2571158671</td><td>CanadaJamaica</td><td>null</td><td>null</td><td>null</td><td>2571158671</td><td>CanadaJamaica</td><td>high commission o...</td><td>Kingston, Jamaica</td><td>true</td><td>4996</td><td>417</td><td>94</td><td>1751</td><td>5268</td><td>Mon Jun 16 15:28:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1529486235131158529</td><td>Wed May 25 15:35:...</td><td>The @JolietPolice...</td><td>the @jolietpolice...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>421128680</td><td>JolietPolice</td><td>official twitter ...</td><td>Joliet, IL</td><td>true</td><td>4996</td><td>185</td><td>84</td><td>33</td><td>1560</td><td>Fri Nov 25 14:55:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1603904611370389510</td><td>Sat Dec 17 00:07:...</td><td>Congratulations t...</td><td>congratulations t...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>2571158671</td><td>CanadaJamaica</td><td>high commission o...</td><td>Kingston, Jamaica</td><td>true</td><td>4996</td><td>417</td><td>93</td><td>1743</td><td>5255</td><td>Mon Jun 16 15:28:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1570167423105392640</td><td>Wed Sep 14 21:47:...</td><td>RT @NPerkins96: A...</td><td>arkansas state ha...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1569870245057253377</td><td>NPerkins96</td><td>61013482</td><td>benjaminwolk</td><td>least verified pe...</td><td>Athens, GA</td><td>true</td><td>4994</td><td>1010</td><td>0</td><td>11391</td><td>24512</td><td>Tue Jul 28 20:42:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1541562607139782657</td><td>Mon Jun 27 23:22:...</td><td>RT @briantylercoh...</td><td>i was the only je...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1541518328128163840</td><td>briantylercohen</td><td>147304867</td><td>erichmcelroy</td><td>erich does comedy...</td><td>Lockdown</td><td>true</td><td>4994</td><td>2619</td><td>73</td><td>17712</td><td>27698</td><td>Sun May 23 19:39:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1542891059625316352</td><td>Fri Jul 01 15:21:...</td><td>RT @AndreaM_idd: ...</td><td>“schools are in t...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>true</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>1151270067021262848</td><td>1542864412838617091</td><td>AndreaM_idd</td><td>239734029</td><td>BlueRoseCode</td><td>‘we absolutely in...</td><td>Leith/Liverpool/LDN</td><td>true</td><td>4994</td><td>124</td><td>69</td><td>15156</td><td>24497</td><td>Tue Jan 18 09:10:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1551607509558992896</td><td>Mon Jul 25 16:37:...</td><td>RT @fits_wnba: Sk...</td><td>skylar diggins-sm...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1550846031230894081</td><td>fits_wnba</td><td>780756837595426816</td><td>Arkele_</td><td>@bovadaofficial |...</td><td>Atlanta, GA</td><td>true</td><td>4993</td><td>443</td><td>11</td><td>50757</td><td>13766</td><td>Tue Sep 27 13:11:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1592959579314278401</td><td>Wed Nov 16 19:15:...</td><td>@dinahsbreek @nin...</td><td>@dinahsbreek @nin...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1592681977958010880</td><td>328903048</td><td>dinahsbreek</td><td>null</td><td>null</td><td>null</td><td>1022981466135900160</td><td>coraisabel</td><td>1/4 of @cqofficia...</td><td>Los Angeles, CA</td><td>true</td><td>4992</td><td>101</td><td>31</td><td>7258</td><td>4573</td><td>Fri Jul 27 23:06:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1529520730714427393</td><td>Wed May 25 17:52:...</td><td>RT @starrydayIigh...</td><td>thread of gofundm...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1529255293401587712</td><td>starrydayIight</td><td>506668388</td><td>captaindare7</td><td>“you got games on...</td><td>Rihanna house</td><td>true</td><td>4992</td><td>278</td><td>4</td><td>7178</td><td>12972</td><td>Tue Feb 28 01:12:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1575511382740684801</td><td>Thu Sep 29 15:42:...</td><td>RT @RadfordHoops:...</td><td>this week our tea...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1575487475270950912</td><td>RadfordHoops</td><td>1384607275638263811</td><td>DarrisNichols</td><td>head coach @radfo...</td><td>Radford, VA</td><td>true</td><td>4991</td><td>1780</td><td>7</td><td>729</td><td>556</td><td>Tue Apr 20 20:38:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "<tr><td>1544677311244640258</td><td>Wed Jul 06 13:39:...</td><td>RT @CCLoughlin: J...</td><td>just a heads up t...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1544674296848699392</td><td>CCLoughlin</td><td>244205101</td><td>briancbctraffic</td><td>broadcast tech/co...</td><td>Corner Brook, NL,...</td><td>true</td><td>4990</td><td>4635</td><td>61</td><td>5306</td><td>31026</td><td>Fri Jan 28 19:40:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>not_influencer</td><td>Others</td></tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+----------+----------------+-------------------+-------------------+----------------+-------------------+---------------+--------------------+-------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------+---------+\n",
       "|                 id|          created_at|                text|          tweet_text|tweet_coordinates|tweet_country|tweet_country_code|tweet_place_full_name|tweet_place_type|is_reply|is_quote|is_retweeted|reply_count|quote_count|retweet_count|favorite_count|     rp_original_id|rp_user_id|rp_original_user|     qu_original_id|     rt_original_id|rt_original_user|         account_id|   account_name| account_description|   account_location|is_verified|total_followers|total_friends|total_listed|total_favourites|total_tweets|  account_created_at|account_profile_picture|hashtags|    tweet_type|is_user_govt|is_user_news_outlet|is_user_news_journalist|is_user_edu|is_user_research| is_influencer|user_type|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+----------+----------------+-------------------+-------------------+----------------+-------------------+---------------+--------------------+-------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------+---------+\n",
       "|1522019017510301698|Thu May 05 01:03:...|You’re always tau...|you’re always tau...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|      null|            null|               null|               null|            null|           38989894| ZackFradellaWx|meteorologist @fo...|          Louisiana|       true|           4998|          793|         142|            1326|       10136|Sun May 10 03:45:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1581985913139515392|Mon Oct 17 12:30:...|Read how Michelle...|read how michelle...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|      null|            null|               null|               null|            null|           39516928|     infotechRG|we help it leader...|        Toronto, ON|       true|           4997|         4135|         165|            1708|        4040|Tue May 12 15:01:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1564951831289143296|Wed Aug 31 12:22:...|This reminds me o...|this reminds me o...|             null|         null|              null|                 null|            null|   false|    true|            |          0|          0|            0|             0|               null|      null|            null|1564775887433875461|               null|            null| 819884103868776449|BerndBuchmasser|the folks at @sbn...|               null|       true|           4997|          663|         198|           19320|       22767|Fri Jan 13 12:29:...|   https://pbs.twimg...|      []|         quote|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1603904611370389510|Sat Dec 17 00:07:...|Congratulations t...|congratulations t...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|      null|            null|               null|               null|            null|         2571158671|  CanadaJamaica|high commission o...|  Kingston, Jamaica|       true|           4996|          417|          93|            1743|        5255|Mon Jun 16 15:28:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1605948473953525760|Thu Dec 22 15:28:...|Since 2017, Canad...|since 2017, canad...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1605948471026094084|2571158671|   CanadaJamaica|               null|               null|            null|         2571158671|  CanadaJamaica|high commission o...|  Kingston, Jamaica|       true|           4996|          417|          94|            1751|        5268|Mon Jun 16 15:28:...|   https://pbs.twimg...|      []|         reply|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1542953695054385152|Fri Jul 01 19:30:...|One of FCSL’s pro...|one of fcsl’s pro...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1542953130706587649|   9217222|        jdasilva|               null|               null|            null|            9217222|       jdasilva|magical mindset m...|    Tallahassee, FL|       true|           4996|          946|         138|            2601|        6957|Wed Oct 03 01:24:...|   https://pbs.twimg...|      []|         reply|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1529486235131158529|Wed May 25 15:35:...|The @JolietPolice...|the @jolietpolice...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|      null|            null|               null|               null|            null|          421128680|   JolietPolice|official twitter ...|         Joliet, IL|       true|           4996|          185|          84|              33|        1560|Fri Nov 25 14:55:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1541562607139782657|Mon Jun 27 23:22:...|RT @briantylercoh...|i was the only je...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|      null|            null|               null|1541518328128163840| briantylercohen|          147304867|   erichmcelroy|erich does comedy...|           Lockdown|       true|           4994|         2619|          73|           17712|       27698|Sun May 23 19:39:...|   https://pbs.twimg...|      []|       retweet|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1542891059625316352|Fri Jul 01 15:21:...|RT @AndreaM_idd: ...|“schools are in t...|             null|         null|              null|                 null|            null|   false|    true|          RT|          0|          0|            0|             0|               null|      null|            null|1151270067021262848|1542864412838617091|     AndreaM_idd|          239734029|   BlueRoseCode|‘we absolutely in...|Leith/Liverpool/LDN|       true|           4994|          124|          69|           15156|       24497|Tue Jan 18 09:10:...|   https://pbs.twimg...|      []|       retweet|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1570167423105392640|Wed Sep 14 21:47:...|RT @NPerkins96: A...|arkansas state ha...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|      null|            null|               null|1569870245057253377|      NPerkins96|           61013482|   benjaminwolk|least verified pe...|         Athens, GA|       true|           4994|         1010|           0|           11391|       24512|Tue Jul 28 20:42:...|   https://pbs.twimg...|      []|       retweet|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1551607509558992896|Mon Jul 25 16:37:...|RT @fits_wnba: Sk...|skylar diggins-sm...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|      null|            null|               null|1550846031230894081|       fits_wnba| 780756837595426816|        Arkele_|@bovadaofficial |...|        Atlanta, GA|       true|           4993|          443|          11|           50757|       13766|Tue Sep 27 13:11:...|   https://pbs.twimg...|      []|       retweet|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1529520730714427393|Wed May 25 17:52:...|RT @starrydayIigh...|thread of gofundm...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|      null|            null|               null|1529255293401587712|  starrydayIight|          506668388|   captaindare7|“you got games on...|      Rihanna house|       true|           4992|          278|           4|            7178|       12972|Tue Feb 28 01:12:...|   https://pbs.twimg...|      []|       retweet|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1592959579314278401|Wed Nov 16 19:15:...|@dinahsbreek @nin...|@dinahsbreek @nin...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1592681977958010880| 328903048|     dinahsbreek|               null|               null|            null|1022981466135900160|     coraisabel|1/4 of @cqofficia...|    Los Angeles, CA|       true|           4992|          101|          31|            7258|        4573|Fri Jul 27 23:06:...|   https://pbs.twimg...|      []|         reply|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1575511382740684801|Thu Sep 29 15:42:...|RT @RadfordHoops:...|this week our tea...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|      null|            null|               null|1575487475270950912|    RadfordHoops|1384607275638263811|  DarrisNichols|head coach @radfo...|        Radford, VA|       true|           4991|         1780|           7|             729|         556|Tue Apr 20 20:38:...|   https://pbs.twimg...|      []|       retweet|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "|1564491344780972038|Tue Aug 30 05:52:...|RT @TrevonDLogan:...|but the bottom li...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|      null|            null|               null|1562966616995872771|    TrevonDLogan| 957618134625775616|        katimcf|they/them/y’all “...|     Springdale, AR|       true|           4990|         4133|          43|          240711|       45420|Sun Jan 28 14:15:...|   https://pbs.twimg...|      []|       retweet|       false|              false|                  false|      false|           false|not_influencer|   Others|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+----------+----------------+-------------------+-------------------+----------------+-------------------+---------------+--------------------+-------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------+---------+"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user_2.filter(col(\"user_type\") == 'Others').orderBy(col('total_followers').desc()).limit(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dbacf9be-55ba-45e5-b133-aede2fcb4ec7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
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       "<tr><td>1517937985542451201</td><td>Sat Apr 23 18:46:...</td><td>Michigan edge rus...</td><td>michigan edge rus...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>19426551</td><td>NFL</td><td>who&#x27;s going no 1 ...</td><td>null</td><td>true</td><td>29787658</td><td>2752</td><td>50781</td><td>3185</td><td>236305</td><td>Sat Jan 24 01:28:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
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       "<tr><td>1615144452762247171</td><td>Tue Jan 17 00:30:...</td><td>RT @UNOCHA: The d...</td><td>the death toll co...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1615045742963396616</td><td>UNOCHA</td><td>14159148</td><td>UN</td><td>official account ...</td><td>New York, NY</td><td>true</td><td>16174064</td><td>1208</td><td>45027</td><td>1650</td><td>88859</td><td>Sun Mar 16 20:15:...</td><td>https://pbs.twimg...</td><td>[Dnipro]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
       "<tr><td>1615031501283786752</td><td>Mon Jan 16 17:01:...</td><td>Civilians are #No...</td><td>civilians are #no...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14159148</td><td>UN</td><td>official account ...</td><td>New York, NY</td><td>true</td><td>16173605</td><td>1208</td><td>45030</td><td>1650</td><td>88852</td><td>Sun Mar 16 20:15:...</td><td>https://pbs.twimg...</td><td>[NotATarget, NotA...</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
       "<tr><td>1605745185870192640</td><td>Thu Dec 22 02:01:...</td><td>&quot;I am deeply shoc...</td><td>&quot;i am deeply shoc...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14159148</td><td>UN</td><td>official account ...</td><td>New York, NY</td><td>true</td><td>16127722</td><td>1209</td><td>44904</td><td>1650</td><td>88526</td><td>Sun Mar 16 20:15:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
       "<tr><td>1589392433783226368</td><td>Sun Nov 06 23:01:...</td><td>&quot;No child is born...</td><td>&quot;no child is born...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14159148</td><td>UN</td><td>official account ...</td><td>New York, NY</td><td>true</td><td>16067745</td><td>1206</td><td>44897</td><td>1646</td><td>87789</td><td>Sun Mar 16 20:15:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
       "<tr><td>1584447147876835329</td><td>Mon Oct 24 07:30:...</td><td>RT @antonioguterr...</td><td>last year, @un co...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1584318758759251969</td><td>antonioguterres</td><td>14159148</td><td>UN</td><td>official account ...</td><td>New York, NY</td><td>true</td><td>16035592</td><td>1205</td><td>45002</td><td>1644</td><td>87562</td><td>Sun Mar 16 20:15:...</td><td>https://pbs.twimg...</td><td>[COVID19]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
       "<tr><td>1579683710047117313</td><td>Tue Oct 11 04:02:...</td><td>Nearly 130 millio...</td><td>nearly 130 millio...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14159148</td><td>UN</td><td>official account ...</td><td>New York, NY</td><td>true</td><td>15992952</td><td>1205</td><td>44911</td><td>1661</td><td>87359</td><td>Sun Mar 16 20:15:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
       "<tr><td>1571562126296186882</td><td>Sun Sep 18 18:09:...</td><td>RT @antonioguterr...</td><td>sunday marks one ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1571355835351064577</td><td>antonioguterres</td><td>14159148</td><td>UN</td><td>official account ...</td><td>New York, NY</td><td>true</td><td>15885244</td><td>1204</td><td>44785</td><td>1625</td><td>86931</td><td>Sun Mar 16 20:15:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
       "<tr><td>1569763594249568259</td><td>Tue Sep 13 19:03:...</td><td>Everyone has the ...</td><td>everyone has the ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14159148</td><td>UN</td><td>official account ...</td><td>New York, NY</td><td>true</td><td>15868880</td><td>1204</td><td>44773</td><td>1625</td><td>86844</td><td>Sun Mar 16 20:15:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
       "<tr><td>1565627418248880129</td><td>Fri Sep 02 09:07:...</td><td>RT @UNICEF: “Chil...</td><td>“children have mi...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1565023996252504064</td><td>UNICEF</td><td>14159148</td><td>UN</td><td>official account ...</td><td>New York, NY</td><td>true</td><td>15823269</td><td>1204</td><td>44709</td><td>1625</td><td>86674</td><td>Sun Mar 16 20:15:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
       "<tr><td>1565444788664631309</td><td>Thu Sep 01 21:01:...</td><td>The war in Ukrain...</td><td>the war in ukrain...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14159148</td><td>UN</td><td>official account ...</td><td>New York, NY</td><td>true</td><td>15821617</td><td>1204</td><td>44704</td><td>1625</td><td>86668</td><td>Sun Mar 16 20:15:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
       "<tr><td>1552821458174324737</td><td>Fri Jul 29 01:01:...</td><td>The Russian invas...</td><td>the russian invas...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14159148</td><td>UN</td><td>official account ...</td><td>New York, NY</td><td>true</td><td>15699263</td><td>1203</td><td>44494</td><td>1623</td><td>86153</td><td>Sun Mar 16 20:15:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
       "<tr><td>1549348950100017159</td><td>Tue Jul 19 11:02:...</td><td>RT @UNICEF: A pro...</td><td>a prom they never...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1549136970500263940</td><td>UNICEF</td><td>14159148</td><td>UN</td><td>official account ...</td><td>New York, NY</td><td>true</td><td>15672512</td><td>1201</td><td>44457</td><td>1621</td><td>85991</td><td>Sun Mar 16 20:15:...</td><td>https://pbs.twimg...</td><td>[NotATarget]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
       "<tr><td>1545015251149766656</td><td>Thu Jul 07 12:01:...</td><td>RT @UNICEF: Safe ...</td><td>safe water, toile...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1544109053915406337</td><td>UNICEF</td><td>14159148</td><td>UN</td><td>official account ...</td><td>New York, NY</td><td>true</td><td>15635334</td><td>1201</td><td>44399</td><td>1620</td><td>85851</td><td>Sun Mar 16 20:15:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>social_media_infl...</td><td>Research_Inst</td></tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+--------------+-------------------+----------------+----------+------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------------------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+-------------+\n",
       "|                 id|          created_at|                text|          tweet_text|tweet_coordinates|tweet_country|tweet_country_code|tweet_place_full_name|tweet_place_type|is_reply|is_quote|is_retweeted|reply_count|quote_count|retweet_count|favorite_count|rp_original_id|rp_user_id|rp_original_user|qu_original_id|     rt_original_id|rt_original_user|account_id|account_name| account_description|account_location|is_verified|total_followers|total_friends|total_listed|total_favourites|total_tweets|  account_created_at|account_profile_picture|            hashtags|    tweet_type|is_user_govt|is_user_news_outlet|is_user_news_journalist|is_user_edu|is_user_research|       is_influencer|    user_type|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+--------------+-------------------+----------------+----------+------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------------------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+-------------+\n",
       "|1517937985542451201|Sat Apr 23 18:46:...|Michigan edge rus...|michigan edge rus...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|               null|            null|  19426551|         NFL|who's going no 1 ...|            null|       true|       29787658|         2752|       50781|            3185|      236305|Sat Jan 24 01:28:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1619622250390470656|Sun Jan 29 09:03:...|The devastating f...|the devastating f...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|               null|            null|  14159148|          UN|official account ...|    New York, NY|       true|       16198463|         1208|       45156|            1650|       89013|Sun Mar 16 20:15:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1615144452762247171|Tue Jan 17 00:30:...|RT @UNOCHA: The d...|the death toll co...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|          null|1615045742963396616|          UNOCHA|  14159148|          UN|official account ...|    New York, NY|       true|       16174064|         1208|       45027|            1650|       88859|Sun Mar 16 20:15:...|   https://pbs.twimg...|            [Dnipro]|       retweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1615031501283786752|Mon Jan 16 17:01:...|Civilians are #No...|civilians are #no...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|               null|            null|  14159148|          UN|official account ...|    New York, NY|       true|       16173605|         1208|       45030|            1650|       88852|Sun Mar 16 20:15:...|   https://pbs.twimg...|[NotATarget, NotA...|original_tweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1605745185870192640|Thu Dec 22 02:01:...|\"I am deeply shoc...|\"i am deeply shoc...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|               null|            null|  14159148|          UN|official account ...|    New York, NY|       true|       16127722|         1209|       44904|            1650|       88526|Sun Mar 16 20:15:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1589392433783226368|Sun Nov 06 23:01:...|\"No child is born...|\"no child is born...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|               null|            null|  14159148|          UN|official account ...|    New York, NY|       true|       16067745|         1206|       44897|            1646|       87789|Sun Mar 16 20:15:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1584447147876835329|Mon Oct 24 07:30:...|RT @antonioguterr...|last year, @un co...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|          null|1584318758759251969| antonioguterres|  14159148|          UN|official account ...|    New York, NY|       true|       16035592|         1205|       45002|            1644|       87562|Sun Mar 16 20:15:...|   https://pbs.twimg...|           [COVID19]|       retweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1579683710047117313|Tue Oct 11 04:02:...|Nearly 130 millio...|nearly 130 millio...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|               null|            null|  14159148|          UN|official account ...|    New York, NY|       true|       15992952|         1205|       44911|            1661|       87359|Sun Mar 16 20:15:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1571562126296186882|Sun Sep 18 18:09:...|RT @antonioguterr...|sunday marks one ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|          null|1571355835351064577| antonioguterres|  14159148|          UN|official account ...|    New York, NY|       true|       15885244|         1204|       44785|            1625|       86931|Sun Mar 16 20:15:...|   https://pbs.twimg...|                  []|       retweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1569763594249568259|Tue Sep 13 19:03:...|Everyone has the ...|everyone has the ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|               null|            null|  14159148|          UN|official account ...|    New York, NY|       true|       15868880|         1204|       44773|            1625|       86844|Sun Mar 16 20:15:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1565627418248880129|Fri Sep 02 09:07:...|RT @UNICEF: “Chil...|“children have mi...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|          null|1565023996252504064|          UNICEF|  14159148|          UN|official account ...|    New York, NY|       true|       15823269|         1204|       44709|            1625|       86674|Sun Mar 16 20:15:...|   https://pbs.twimg...|                  []|       retweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1565444788664631309|Thu Sep 01 21:01:...|The war in Ukrain...|the war in ukrain...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|               null|            null|  14159148|          UN|official account ...|    New York, NY|       true|       15821617|         1204|       44704|            1625|       86668|Sun Mar 16 20:15:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1552821458174324737|Fri Jul 29 01:01:...|The Russian invas...|the russian invas...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|               null|            null|  14159148|          UN|official account ...|    New York, NY|       true|       15699263|         1203|       44494|            1623|       86153|Sun Mar 16 20:15:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1549348950100017159|Tue Jul 19 11:02:...|RT @UNICEF: A pro...|a prom they never...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|          null|1549136970500263940|          UNICEF|  14159148|          UN|official account ...|    New York, NY|       true|       15672512|         1201|       44457|            1621|       85991|Sun Mar 16 20:15:...|   https://pbs.twimg...|        [NotATarget]|       retweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "|1545015251149766656|Thu Jul 07 12:01:...|RT @UNICEF: Safe ...|safe water, toile...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|          null|1544109053915406337|          UNICEF|  14159148|          UN|official account ...|    New York, NY|       true|       15635334|         1201|       44399|            1620|       85851|Sun Mar 16 20:15:...|   https://pbs.twimg...|                  []|       retweet|       false|              false|                  false|      false|            true|social_media_infl...|Research_Inst|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+--------------+-------------------+----------------+----------+------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------------------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+-------------+"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user_2.filter(col(\"user_type\") == 'Research_Inst').orderBy(col('total_followers').desc()).limit(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "9d387048-ff51-4528-a08d-ee069e83ff62",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border='1'>\n",
       "<tr><th>id</th><th>created_at</th><th>text</th><th>tweet_text</th><th>tweet_coordinates</th><th>tweet_country</th><th>tweet_country_code</th><th>tweet_place_full_name</th><th>tweet_place_type</th><th>is_reply</th><th>is_quote</th><th>is_retweeted</th><th>reply_count</th><th>quote_count</th><th>retweet_count</th><th>favorite_count</th><th>rp_original_id</th><th>rp_user_id</th><th>rp_original_user</th><th>qu_original_id</th><th>rt_original_id</th><th>rt_original_user</th><th>account_id</th><th>account_name</th><th>account_description</th><th>account_location</th><th>is_verified</th><th>total_followers</th><th>total_friends</th><th>total_listed</th><th>total_favourites</th><th>total_tweets</th><th>account_created_at</th><th>account_profile_picture</th><th>hashtags</th><th>tweet_type</th><th>is_user_govt</th><th>is_user_news_outlet</th><th>is_user_news_journalist</th><th>is_user_edu</th><th>is_user_research</th><th>is_influencer</th><th>user_type</th></tr>\n",
       "<tr><td>1582744875539144704</td><td>Wed Oct 19 14:45:...</td><td>Today is a landma...</td><td>today is a landma...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>18839785</td><td>narendramodi</td><td>prime minister of...</td><td>India</td><td>true</td><td>83552404</td><td>2447</td><td>29184</td><td>0</td><td>34369</td><td>Sat Jan 10 17:18:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1582745691440709632</td><td>Wed Oct 19 14:49:...</td><td>Some glimpses fro...</td><td>some glimpses fro...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>18839785</td><td>narendramodi</td><td>prime minister of...</td><td>India</td><td>true</td><td>83549828</td><td>2447</td><td>29180</td><td>0</td><td>34370</td><td>Sat Jan 10 17:18:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1582971758394585089</td><td>Thu Oct 20 05:47:...</td><td>Students, teacher...</td><td>students, teacher...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>471741741</td><td>PMOIndia</td><td>office of the pri...</td><td>India</td><td>true</td><td>51115349</td><td>504</td><td>13501</td><td>3</td><td>33150</td><td>Mon Jan 23 06:24:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1565007006443995138</td><td>Wed Aug 31 16:02:...</td><td>We’ve come a long...</td><td>we’ve come a long...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>939091</td><td>JoeBiden</td><td>husband to @drbid...</td><td>Washington, DC</td><td>true</td><td>35277351</td><td>48</td><td>39819</td><td>20</td><td>8444</td><td>Sun Mar 11 17:51:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1542896060787482626</td><td>Fri Jul 01 15:41:...</td><td>Bipartisan member...</td><td>bipartisan member...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>939091</td><td>JoeBiden</td><td>husband to @drbid...</td><td>Washington, DC</td><td>true</td><td>34631362</td><td>48</td><td>39362</td><td>20</td><td>8314</td><td>Sun Mar 11 17:51:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1529261744970924032</td><td>Wed May 25 00:43:...</td><td>RT @POTUS: I’m ad...</td><td>i’m addressing th...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1529261342011670535</td><td>POTUS</td><td>939091</td><td>JoeBiden</td><td>husband to @drbid...</td><td>Washington, DC</td><td>true</td><td>34297724</td><td>48</td><td>39149</td><td>20</td><td>8231</td><td>Sun Mar 11 17:51:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1529253343415222274</td><td>Wed May 25 00:09:...</td><td>RT @BillClinton: ...</td><td>my statement on t...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1529250928351756290</td><td>BillClinton</td><td>1339835893</td><td>HillaryClinton</td><td>2016 democratic n...</td><td>New York, NY</td><td>true</td><td>31501665</td><td>960</td><td>42414</td><td>1171</td><td>13415</td><td>Tue Apr 09 18:04:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1566800757852033024</td><td>Mon Sep 05 14:49:...</td><td>Inaugurated the A...</td><td>inaugurated the a...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1447949844</td><td>AmitShah</td><td>union home minist...</td><td>null</td><td>true</td><td>30592690</td><td>311</td><td>5963</td><td>80</td><td>17382</td><td>Wed May 22 04:43:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1527189451285606401</td><td>Thu May 19 07:28:...</td><td>Addressing a semi...</td><td>addressing a semi...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1447949844</td><td>AmitShah</td><td>union home minist...</td><td>null</td><td>true</td><td>29473229</td><td>309</td><td>5729</td><td>87</td><td>16363</td><td>Wed May 22 04:43:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1527153565633875968</td><td>Thu May 19 05:05:...</td><td>Department of Pol...</td><td>department of pol...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>true</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>1526908109335441410</td><td>null</td><td>null</td><td>1447949844</td><td>AmitShah</td><td>union home minist...</td><td>null</td><td>true</td><td>29472484</td><td>309</td><td>5729</td><td>87</td><td>16361</td><td>Wed May 22 04:43:...</td><td>https://pbs.twimg...</td><td>[]</td><td>quote</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1599493746659401730</td><td>Sun Dec 04 20:00:...</td><td>We&#x27;re working wit...</td><td>we&#x27;re working wit...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1349149096909668363</td><td>POTUS</td><td>46th president of...</td><td>null</td><td>true</td><td>28124507</td><td>14</td><td>21595</td><td>4</td><td>4718</td><td>Wed Jan 13 00:37:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1568589451097522179</td><td>Sat Sep 10 13:17:...</td><td>We&#x27;re inventing i...</td><td>we&#x27;re inventing i...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1349149096909668363</td><td>POTUS</td><td>46th president of...</td><td>null</td><td>true</td><td>25241721</td><td>12</td><td>19741</td><td>1</td><td>3962</td><td>Wed Jan 13 00:37:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1565826511751598080</td><td>Fri Sep 02 22:18:...</td><td>It&#x27;s time we ban ...</td><td>it&#x27;s time we ban ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1349149096909668363</td><td>POTUS</td><td>46th president of...</td><td>null</td><td>true</td><td>25034328</td><td>12</td><td>19602</td><td>1</td><td>3898</td><td>Wed Jan 13 00:37:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1549494391986966530</td><td>Tue Jul 19 20:40:...</td><td>Thirteen people d...</td><td>thirteen people d...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1349149096909668363</td><td>POTUS</td><td>46th president of...</td><td>null</td><td>true</td><td>24041619</td><td>12</td><td>18896</td><td>0</td><td>3556</td><td>Wed Jan 13 00:37:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "<tr><td>1546564493257461761</td><td>Mon Jul 11 18:38:...</td><td>With the Safer Co...</td><td>with the safer co...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1349149096909668363</td><td>POTUS</td><td>46th president of...</td><td>null</td><td>true</td><td>23821650</td><td>12</td><td>18838</td><td>0</td><td>3511</td><td>Wed Jan 13 00:37:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Government</td></tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+-------------------+-------------------+----------------+-------------------+--------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------+\n",
       "|                 id|          created_at|                text|          tweet_text|tweet_coordinates|tweet_country|tweet_country_code|tweet_place_full_name|tweet_place_type|is_reply|is_quote|is_retweeted|reply_count|quote_count|retweet_count|favorite_count|rp_original_id|rp_user_id|rp_original_user|     qu_original_id|     rt_original_id|rt_original_user|         account_id|  account_name| account_description|account_location|is_verified|total_followers|total_friends|total_listed|total_favourites|total_tweets|  account_created_at|account_profile_picture|hashtags|    tweet_type|is_user_govt|is_user_news_outlet|is_user_news_journalist|is_user_edu|is_user_research|       is_influencer| user_type|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+-------------------+-------------------+----------------+-------------------+--------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------+\n",
       "|1582744875539144704|Wed Oct 19 14:45:...|Today is a landma...|today is a landma...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|           18839785|  narendramodi|prime minister of...|           India|       true|       83552404|         2447|       29184|               0|       34369|Sat Jan 10 17:18:...|   https://pbs.twimg...|      []|original_tweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1582745691440709632|Wed Oct 19 14:49:...|Some glimpses fro...|some glimpses fro...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|           18839785|  narendramodi|prime minister of...|           India|       true|       83549828|         2447|       29180|               0|       34370|Sat Jan 10 17:18:...|   https://pbs.twimg...|      []|original_tweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1582971758394585089|Thu Oct 20 05:47:...|Students, teacher...|students, teacher...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|          471741741|      PMOIndia|office of the pri...|           India|       true|       51115349|          504|       13501|               3|       33150|Mon Jan 23 06:24:...|   https://pbs.twimg...|      []|original_tweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1565007006443995138|Wed Aug 31 16:02:...|We’ve come a long...|we’ve come a long...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|             939091|      JoeBiden|husband to @drbid...|  Washington, DC|       true|       35277351|           48|       39819|              20|        8444|Sun Mar 11 17:51:...|   https://pbs.twimg...|      []|original_tweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1542896060787482626|Fri Jul 01 15:41:...|Bipartisan member...|bipartisan member...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|             939091|      JoeBiden|husband to @drbid...|  Washington, DC|       true|       34631362|           48|       39362|              20|        8314|Sun Mar 11 17:51:...|   https://pbs.twimg...|      []|original_tweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1529261744970924032|Wed May 25 00:43:...|RT @POTUS: I’m ad...|i’m addressing th...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|               null|1529261342011670535|           POTUS|             939091|      JoeBiden|husband to @drbid...|  Washington, DC|       true|       34297724|           48|       39149|              20|        8231|Sun Mar 11 17:51:...|   https://pbs.twimg...|      []|       retweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1529253343415222274|Wed May 25 00:09:...|RT @BillClinton: ...|my statement on t...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|               null|1529250928351756290|     BillClinton|         1339835893|HillaryClinton|2016 democratic n...|    New York, NY|       true|       31501665|          960|       42414|            1171|       13415|Tue Apr 09 18:04:...|   https://pbs.twimg...|      []|       retweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1566800757852033024|Mon Sep 05 14:49:...|Inaugurated the A...|inaugurated the a...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|         1447949844|      AmitShah|union home minist...|            null|       true|       30592690|          311|        5963|              80|       17382|Wed May 22 04:43:...|   https://pbs.twimg...|      []|original_tweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1527189451285606401|Thu May 19 07:28:...|Addressing a semi...|addressing a semi...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|         1447949844|      AmitShah|union home minist...|            null|       true|       29473229|          309|        5729|              87|       16363|Wed May 22 04:43:...|   https://pbs.twimg...|      []|original_tweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1527153565633875968|Thu May 19 05:05:...|Department of Pol...|department of pol...|             null|         null|              null|                 null|            null|   false|    true|            |          0|          0|            0|             0|          null|      null|            null|1526908109335441410|               null|            null|         1447949844|      AmitShah|union home minist...|            null|       true|       29472484|          309|        5729|              87|       16361|Wed May 22 04:43:...|   https://pbs.twimg...|      []|         quote|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1599493746659401730|Sun Dec 04 20:00:...|We're working wit...|we're working wit...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|1349149096909668363|         POTUS|46th president of...|            null|       true|       28124507|           14|       21595|               4|        4718|Wed Jan 13 00:37:...|   https://pbs.twimg...|      []|original_tweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1568589451097522179|Sat Sep 10 13:17:...|We're inventing i...|we're inventing i...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|1349149096909668363|         POTUS|46th president of...|            null|       true|       25241721|           12|       19741|               1|        3962|Wed Jan 13 00:37:...|   https://pbs.twimg...|      []|original_tweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1565826511751598080|Fri Sep 02 22:18:...|It's time we ban ...|it's time we ban ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|1349149096909668363|         POTUS|46th president of...|            null|       true|       25034328|           12|       19602|               1|        3898|Wed Jan 13 00:37:...|   https://pbs.twimg...|      []|original_tweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1549494391986966530|Tue Jul 19 20:40:...|Thirteen people d...|thirteen people d...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|1349149096909668363|         POTUS|46th president of...|            null|       true|       24041619|           12|       18896|               0|        3556|Wed Jan 13 00:37:...|   https://pbs.twimg...|      []|original_tweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "|1546564493257461761|Mon Jul 11 18:38:...|With the Safer Co...|with the safer co...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|1349149096909668363|         POTUS|46th president of...|            null|       true|       23821650|           12|       18838|               0|        3511|Wed Jan 13 00:37:...|   https://pbs.twimg...|      []|original_tweet|        true|              false|                  false|      false|           false|social_media_infl...|Government|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+-------------------+-------------------+----------------+-------------------+--------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------+"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user_2.filter(col(\"user_type\") == 'Government').orderBy(col('total_followers').desc()).limit(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "c652b02d-51d8-40a5-9c4c-98029495f6ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
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       "<tr><td>1529330261737209856</td><td>Wed May 25 05:15:...</td><td>Horrific Texas sc...</td><td>horrific texas sc...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>56304605</td><td>sardesairajdeep</td><td>citizen first onl...</td><td>New Delhi</td><td>true</td><td>9038641</td><td>625</td><td>8860</td><td>15585</td><td>73307</td><td>Mon Jul 13 06:14:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Journalist</td></tr>\n",
       "<tr><td>1529320463687487488</td><td>Wed May 25 04:36:...</td><td>The horrific Texa...</td><td>the horrific texa...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>56304605</td><td>sardesairajdeep</td><td>citizen first onl...</td><td>New Delhi</td><td>true</td><td>9038628</td><td>625</td><td>8860</td><td>15585</td><td>73307</td><td>Mon Jul 13 06:14:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Journalist</td></tr>\n",
       "<tr><td>1570813610393501698</td><td>Fri Sep 16 16:35:...</td><td>RT @IndiaToday: U...</td><td>ukraine-returned ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1570812535317868545</td><td>IndiaToday</td><td>56304605</td><td>sardesairajdeep</td><td>citizen first ble...</td><td>New Delhi</td><td>true</td><td>8986873</td><td>640</td><td>8857</td><td>16782</td><td>74801</td><td>Mon Jul 13 06:14:...</td><td>https://pbs.twimg...</td><td>[NewsToday]</td><td>retweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Journalist</td></tr>\n",
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       "<tr><td>1572897235314315269</td><td>Thu Sep 22 10:34:...</td><td>Hundreds of Irani...</td><td>hundreds of irani...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>75246346</td><td>sudhirchaudhary</td><td>consulting editor...</td><td>ÜT: 28.562395,77....</td><td>true</td><td>7412306</td><td>133</td><td>1932</td><td>1459</td><td>33158</td><td>Fri Sep 18 10:08:...</td><td>https://pbs.twimg...</td><td>[Hijab, Hijab]</td><td>original_tweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Journalist</td></tr>\n",
       "<tr><td>1536434116958294018</td><td>Mon Jun 13 19:43:...</td><td>Why the real hist...</td><td>why the real hist...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>213539531</td><td>HamidMirPAK</td><td>journalist/author...</td><td>Islamabad, Pakistan</td><td>true</td><td>7335357</td><td>470</td><td>3941</td><td>156</td><td>39826</td><td>Tue Nov 09 04:59:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>true</td><td>social_media_infl...</td><td>News_Journalist</td></tr>\n",
       "<tr><td>1560882112999600129</td><td>Sat Aug 20 06:51:...</td><td>The raids on @msi...</td><td>the raids on @msi...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>19929890</td><td>BDUTT</td><td>barkha rani jamke...</td><td>India</td><td>true</td><td>7189305</td><td>3762</td><td>10494</td><td>94851</td><td>149078</td><td>Mon Feb 02 20:36:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>true</td><td>social_media_infl...</td><td>News_Journalist</td></tr>\n",
       "<tr><td>1568269200321282049</td><td>Fri Sep 09 16:04:...</td><td>&quot;I want to be a l...</td><td>&quot;i want to be a l...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>19929890</td><td>BDUTT</td><td>barkha rani jamke...</td><td>India</td><td>true</td><td>7187299</td><td>3801</td><td>10493</td><td>95524</td><td>149400</td><td>Mon Feb 02 20:36:...</td><td>https://pbs.twimg...</td><td>[SiddiqueKappan]</td><td>original_tweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>true</td><td>social_media_infl...</td><td>News_Journalist</td></tr>\n",
       "<tr><td>1580834716722135040</td><td>Fri Oct 14 08:15:...</td><td>RT @YRDeshmukh: @...</td><td>@bdutt @girlpilot...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1580832326531002368</td><td>YRDeshmukh</td><td>19929890</td><td>BDUTT</td><td>barkha rani jamke...</td><td>India</td><td>true</td><td>7182287</td><td>3831</td><td>10493</td><td>96701</td><td>149744</td><td>Mon Feb 02 20:36:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>true</td><td>social_media_infl...</td><td>News_Journalist</td></tr>\n",
       "<tr><td>1538618741281415170</td><td>Sun Jun 19 20:24:...</td><td>50 years ago this...</td><td>50 years ago this...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>20479813</td><td>MMFlint</td><td>filmmaker writer ...</td><td>Michigan/New York...</td><td>true</td><td>5982115</td><td>572</td><td>29191</td><td>1966</td><td>15989</td><td>Tue Feb 10 00:06:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Journalist</td></tr>\n",
       "<tr><td>1622500663669272578</td><td>Mon Feb 06 07:41:...</td><td>RT @ntwaagae: Som...</td><td>some parents wait...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1622493289151709185</td><td>ntwaagae</td><td>14697575</td><td>News24</td><td>south africa&#x27;s pr...</td><td>South Africa</td><td>true</td><td>5265195</td><td>728</td><td>5253</td><td>1232</td><td>422391</td><td>Thu May 08 07:45:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>true</td><td>social_media_infl...</td><td>News_Journalist</td></tr>\n",
       "<tr><td>1621419079822184448</td><td>Fri Feb 03 08:03:...</td><td>RT @ntwaagae: A p...</td><td>a police nyala ar...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1621418124120674305</td><td>ntwaagae</td><td>14697575</td><td>News24</td><td>south africa&#x27;s pr...</td><td>South Africa</td><td>true</td><td>5260935</td><td>728</td><td>5252</td><td>1232</td><td>422197</td><td>Thu May 08 07:45:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>true</td><td>social_media_infl...</td><td>News_Journalist</td></tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+-------------------+-------------------+----------------+----------+---------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+----------------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+---------------+\n",
       "|                 id|          created_at|                text|          tweet_text|tweet_coordinates|tweet_country|tweet_country_code|tweet_place_full_name|tweet_place_type|is_reply|is_quote|is_retweeted|reply_count|quote_count|retweet_count|favorite_count|rp_original_id|rp_user_id|rp_original_user|     qu_original_id|     rt_original_id|rt_original_user|account_id|   account_name| account_description|    account_location|is_verified|total_followers|total_friends|total_listed|total_favourites|total_tweets|  account_created_at|account_profile_picture|        hashtags|    tweet_type|is_user_govt|is_user_news_outlet|is_user_news_journalist|is_user_edu|is_user_research|       is_influencer|      user_type|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+-------------------+-------------------+----------------+----------+---------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+----------------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+---------------+\n",
       "|1517874352133312512|Sat Apr 23 14:33:...|When you drop a c...|when you drop a c...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|  56304605|sardesairajdeep|citizen first onl...|           New Delhi|       true|        9041458|          623|        8855|           15232|       72924|Mon Jul 13 06:14:...|   https://pbs.twimg...|              []|original_tweet|       false|               true|                   true|      false|           false|social_media_infl...|News_Journalist|\n",
       "|1529330261737209856|Wed May 25 05:15:...|Horrific Texas sc...|horrific texas sc...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|  56304605|sardesairajdeep|citizen first onl...|           New Delhi|       true|        9038641|          625|        8860|           15585|       73307|Mon Jul 13 06:14:...|   https://pbs.twimg...|              []|original_tweet|       false|               true|                   true|      false|           false|social_media_infl...|News_Journalist|\n",
       "|1529320463687487488|Wed May 25 04:36:...|The horrific Texa...|the horrific texa...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|  56304605|sardesairajdeep|citizen first onl...|           New Delhi|       true|        9038628|          625|        8860|           15585|       73307|Mon Jul 13 06:14:...|   https://pbs.twimg...|              []|original_tweet|       false|               true|                   true|      false|           false|social_media_infl...|News_Journalist|\n",
       "|1570813610393501698|Fri Sep 16 16:35:...|RT @IndiaToday: U...|ukraine-returned ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|               null|1570812535317868545|      IndiaToday|  56304605|sardesairajdeep|citizen first ble...|           New Delhi|       true|        8986873|          640|        8857|           16782|       74801|Mon Jul 13 06:14:...|   https://pbs.twimg...|     [NewsToday]|       retweet|       false|               true|                   true|      false|           false|social_media_infl...|News_Journalist|\n",
       "|1575523333625745410|Thu Sep 29 16:30:...|Get real India: s...|get real india: s...|             null|         null|              null|                 null|            null|   false|    true|            |          0|          0|            0|             0|          null|      null|            null|1575521742516211719|               null|            null|  56304605|sardesairajdeep|citizen first ble...|           New Delhi|       true|        8984803|          641|        8862|           16906|       74950|Mon Jul 13 06:14:...|   https://pbs.twimg...|              []|         quote|       false|               true|                   true|      false|           false|social_media_infl...|News_Journalist|\n",
       "|1610836991159193602|Thu Jan 05 03:14:...|Haldwani case in ...|haldwani case in ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|  56304605|sardesairajdeep|citizen first ble...|           New Delhi|       true|        8965332|          663|        8857|           17694|       76066|Mon Jul 13 06:14:...|   https://pbs.twimg...|              []|original_tweet|       false|               true|                   true|      false|           false|social_media_infl...|News_Journalist|\n",
       "|1580822881382338561|Fri Oct 14 07:28:...|RT @MoonisElahi6:...|an official inqui...|             null|         null|              null|                 null|            null|   false|    true|          RT|          0|          0|            0|             0|          null|      null|            null|1580769478417166337|1580777163212541952|    MoonisElahi6| 213539531|    HamidMirPAK|journalist surviv...| Islamabad, Pakistan|       true|        7656381|          498|        4053|             289|       42034|Tue Nov 09 04:59:...|   https://pbs.twimg...|              []|       retweet|       false|               true|                   true|      false|            true|social_media_infl...|News_Journalist|\n",
       "|1572897235314315269|Thu Sep 22 10:34:...|Hundreds of Irani...|hundreds of irani...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|  75246346|sudhirchaudhary|consulting editor...|ÜT: 28.562395,77....|       true|        7412306|          133|        1932|            1459|       33158|Fri Sep 18 10:08:...|   https://pbs.twimg...|  [Hijab, Hijab]|original_tweet|       false|               true|                   true|      false|           false|social_media_infl...|News_Journalist|\n",
       "|1536434116958294018|Mon Jun 13 19:43:...|Why the real hist...|why the real hist...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null| 213539531|    HamidMirPAK|journalist/author...| Islamabad, Pakistan|       true|        7335357|          470|        3941|             156|       39826|Tue Nov 09 04:59:...|   https://pbs.twimg...|              []|original_tweet|       false|               true|                   true|      false|            true|social_media_infl...|News_Journalist|\n",
       "|1560882112999600129|Sat Aug 20 06:51:...|The raids on @msi...|the raids on @msi...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|  19929890|          BDUTT|barkha rani jamke...|               India|       true|        7189305|         3762|       10494|           94851|      149078|Mon Feb 02 20:36:...|   https://pbs.twimg...|              []|original_tweet|       false|               true|                   true|      false|            true|social_media_infl...|News_Journalist|\n",
       "|1568269200321282049|Fri Sep 09 16:04:...|\"I want to be a l...|\"i want to be a l...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|  19929890|          BDUTT|barkha rani jamke...|               India|       true|        7187299|         3801|       10493|           95524|      149400|Mon Feb 02 20:36:...|   https://pbs.twimg...|[SiddiqueKappan]|original_tweet|       false|               true|                   true|      false|            true|social_media_infl...|News_Journalist|\n",
       "|1580834716722135040|Fri Oct 14 08:15:...|RT @YRDeshmukh: @...|@bdutt @girlpilot...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|               null|1580832326531002368|      YRDeshmukh|  19929890|          BDUTT|barkha rani jamke...|               India|       true|        7182287|         3831|       10493|           96701|      149744|Mon Feb 02 20:36:...|   https://pbs.twimg...|              []|       retweet|       false|               true|                   true|      false|            true|social_media_infl...|News_Journalist|\n",
       "|1538618741281415170|Sun Jun 19 20:24:...|50 years ago this...|50 years ago this...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|               null|               null|            null|  20479813|        MMFlint|filmmaker writer ...|Michigan/New York...|       true|        5982115|          572|       29191|            1966|       15989|Tue Feb 10 00:06:...|   https://pbs.twimg...|              []|original_tweet|       false|               true|                   true|      false|           false|social_media_infl...|News_Journalist|\n",
       "|1622500663669272578|Mon Feb 06 07:41:...|RT @ntwaagae: Som...|some parents wait...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|               null|1622493289151709185|        ntwaagae|  14697575|         News24|south africa's pr...|        South Africa|       true|        5265195|          728|        5253|            1232|      422391|Thu May 08 07:45:...|   https://pbs.twimg...|              []|       retweet|       false|               true|                   true|      false|            true|social_media_infl...|News_Journalist|\n",
       "|1621419079822184448|Fri Feb 03 08:03:...|RT @ntwaagae: A p...|a police nyala ar...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|               null|1621418124120674305|        ntwaagae|  14697575|         News24|south africa's pr...|        South Africa|       true|        5260935|          728|        5252|            1232|      422197|Thu May 08 07:45:...|   https://pbs.twimg...|              []|       retweet|       false|               true|                   true|      false|            true|social_media_infl...|News_Journalist|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+-------------------+-------------------+----------------+----------+---------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+----------------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+---------------+"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user_2.filter(col(\"user_type\") == 'News_Journalist').orderBy(col('total_followers').desc()).limit(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "4e76f592-d58e-4441-aa84-20de2ca4593e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<tr><td>1583659775002189824</td><td>Sat Oct 22 03:21:...</td><td>RT @SehwagSchool:...</td><td>sehwag internatio...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1583651054012727296</td><td>SehwagSchool</td><td>92724677</td><td>virendersehwag</td><td>proud indian | fo...</td><td>India</td><td>true</td><td>23048659</td><td>140</td><td>9028</td><td>4803</td><td>12303</td><td>Thu Nov 26 10:00:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>true</td><td>false</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1538520914098364418</td><td>Sun Jun 19 13:55:...</td><td>Announcing: #AliP...</td><td>announcing: #alip...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>76294950</td><td>AnupamPKher</td><td>actor/teacher/mot...</td><td>Mumbai, India</td><td>true</td><td>19824900</td><td>207</td><td>8730</td><td>34768</td><td>41707</td><td>Tue Sep 22 09:53:...</td><td>https://pbs.twimg...</td><td>[AliPeterJohnScho...</td><td>original_tweet</td><td>false</td><td>false</td><td>true</td><td>true</td><td>false</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1537294133102264320</td><td>Thu Jun 16 04:40:...</td><td>RT @Dharma4X: @Sw...</td><td>@swamy39 saudi ar...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1537287203940102145</td><td>Dharma4X</td><td>60937837</td><td>Swamy39</td><td>president of vira...</td><td>New Delhi</td><td>true</td><td>10727517</td><td>112</td><td>4747</td><td>317</td><td>104000</td><td>Tue Jul 28 15:48:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>true</td><td>false</td><td>false</td><td>true</td><td>false</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1514236680324071428</td><td>Wed Apr 13 13:38:...</td><td>RT @PSarbabidya: ...</td><td>sanskrit : a day ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1514236291994456065</td><td>PSarbabidya</td><td>60937837</td><td>Swamy39</td><td>rajya sabha mp fo...</td><td>New Delhi</td><td>true</td><td>10675024</td><td>111</td><td>4712</td><td>301</td><td>101492</td><td>Tue Jul 28 15:48:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>true</td><td>false</td><td>false</td><td>true</td><td>false</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1513753162607636481</td><td>Tue Apr 12 05:37:...</td><td>@koustubhavachat ...</td><td>@koustubhavachat ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1513748694469808128</td><td>51358732</td><td>koustubhavachat</td><td>null</td><td>null</td><td>null</td><td>60937837</td><td>Swamy39</td><td>rajya sabha mp fo...</td><td>New Delhi</td><td>true</td><td>10673533</td><td>111</td><td>4709</td><td>301</td><td>101387</td><td>Tue Jul 28 15:48:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>true</td><td>false</td><td>false</td><td>true</td><td>false</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1564691170483064832</td><td>Tue Aug 30 19:07:...</td><td>Pakistan&#x27;s childr...</td><td>pakistan&#x27;s childr...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>33933259</td><td>UNICEF</td><td>as war rages in u...</td><td>null</td><td>true</td><td>9268603</td><td>814</td><td>26923</td><td>22941</td><td>55203</td><td>Tue Apr 21 15:16:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>true</td><td>true</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1560114263762472962</td><td>Thu Aug 18 04:00:...</td><td>“I want to become...</td><td>“i want to become...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>33933259</td><td>UNICEF</td><td>as war rages in u...</td><td>null</td><td>true</td><td>9256117</td><td>809</td><td>26918</td><td>22898</td><td>55093</td><td>Tue Apr 21 15:16:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>true</td><td>true</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1559217197440008192</td><td>Mon Aug 15 16:35:...</td><td>Over 3 million gi...</td><td>over 3 million gi...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>33933259</td><td>UNICEF</td><td>as war rages in u...</td><td>null</td><td>true</td><td>9255039</td><td>811</td><td>26911</td><td>22884</td><td>55069</td><td>Tue Apr 21 15:16:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>true</td><td>true</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1556852989767319552</td><td>Tue Aug 09 04:00:...</td><td>“The tip is to ha...</td><td>“the tip is to ha...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>33933259</td><td>UNICEF</td><td>as war rages in u...</td><td>null</td><td>true</td><td>9246970</td><td>810</td><td>26907</td><td>22845</td><td>55021</td><td>Tue Apr 21 15:16:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>true</td><td>true</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1552292955213496322</td><td>Wed Jul 27 14:00:...</td><td>RT @UNICEF_ECA: S...</td><td>schools give chil...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1552227465875046402</td><td>UNICEF_ECA</td><td>33933259</td><td>UNICEF</td><td>as war rages in u...</td><td>null</td><td>true</td><td>9231328</td><td>808</td><td>26888</td><td>22785</td><td>54925</td><td>Tue Apr 21 15:16:...</td><td>https://pbs.twimg...</td><td>[Ukrainian]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>true</td><td>true</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1551779522915274752</td><td>Tue Jul 26 04:00:...</td><td>&quot;Education means ...</td><td>&quot;education means ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>33933259</td><td>UNICEF</td><td>as war rages in u...</td><td>null</td><td>true</td><td>9229574</td><td>808</td><td>26888</td><td>22782</td><td>54915</td><td>Tue Apr 21 15:16:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>true</td><td>true</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1551477780923252736</td><td>Mon Jul 25 08:01:...</td><td>&quot;Without my bicyc...</td><td>&quot;without my bicyc...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>33933259</td><td>UNICEF</td><td>as war rages in u...</td><td>null</td><td>true</td><td>9229214</td><td>808</td><td>26891</td><td>22782</td><td>54911</td><td>Tue Apr 21 15:16:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>true</td><td>true</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1551215858785173504</td><td>Sun Jul 24 14:40:...</td><td>RT @UNICEFSudan: ...</td><td>in #sudan, more t...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1551092889727676416</td><td>UNICEFSudan</td><td>33933259</td><td>UNICEF</td><td>as war rages in u...</td><td>null</td><td>true</td><td>9228723</td><td>808</td><td>26893</td><td>22782</td><td>54906</td><td>Tue Apr 21 15:16:...</td><td>https://pbs.twimg...</td><td>[Sudan]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>true</td><td>true</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1550888208157884417</td><td>Sat Jul 23 16:58:...</td><td>RT @unicefchief: ...</td><td>from attacks on s...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1550887762945085440</td><td>unicefchief</td><td>33933259</td><td>UNICEF</td><td>as war rages in u...</td><td>null</td><td>true</td><td>9227980</td><td>807</td><td>26892</td><td>22782</td><td>54900</td><td>Tue Apr 21 15:16:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>true</td><td>true</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1546559945285550081</td><td>Mon Jul 11 18:19:...</td><td>RT @UNICEFIndia: ...</td><td>every girl has li...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1546335973142695937</td><td>UNICEFIndia</td><td>33933259</td><td>UNICEF</td><td>as war rages in u...</td><td>null</td><td>true</td><td>9217869</td><td>800</td><td>26890</td><td>22721</td><td>54811</td><td>Tue Apr 21 15:16:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>true</td><td>true</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+----------+----------------+--------------+-------------------+----------------+----------+--------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------------------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------------+\n",
       "|                 id|          created_at|                text|          tweet_text|tweet_coordinates|tweet_country|tweet_country_code|tweet_place_full_name|tweet_place_type|is_reply|is_quote|is_retweeted|reply_count|quote_count|retweet_count|favorite_count|     rp_original_id|rp_user_id|rp_original_user|qu_original_id|     rt_original_id|rt_original_user|account_id|  account_name| account_description|account_location|is_verified|total_followers|total_friends|total_listed|total_favourites|total_tweets|  account_created_at|account_profile_picture|            hashtags|    tweet_type|is_user_govt|is_user_news_outlet|is_user_news_journalist|is_user_edu|is_user_research|       is_influencer|       user_type|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+----------+----------------+--------------+-------------------+----------------+----------+--------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------------------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------------+\n",
       "|1583659775002189824|Sat Oct 22 03:21:...|RT @SehwagSchool:...|sehwag internatio...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|      null|            null|          null|1583651054012727296|    SehwagSchool|  92724677|virendersehwag|proud indian | fo...|           India|       true|       23048659|          140|        9028|            4803|       12303|Thu Nov 26 10:00:...|   https://pbs.twimg...|                  []|       retweet|       false|              false|                  false|       true|           false|social_media_infl...|Educational_Inst|\n",
       "|1538520914098364418|Sun Jun 19 13:55:...|Announcing: #AliP...|announcing: #alip...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|      null|            null|          null|               null|            null|  76294950|   AnupamPKher|actor/teacher/mot...|   Mumbai, India|       true|       19824900|          207|        8730|           34768|       41707|Tue Sep 22 09:53:...|   https://pbs.twimg...|[AliPeterJohnScho...|original_tweet|       false|              false|                   true|       true|           false|social_media_infl...|Educational_Inst|\n",
       "|1537294133102264320|Thu Jun 16 04:40:...|RT @Dharma4X: @Sw...|@swamy39 saudi ar...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|      null|            null|          null|1537287203940102145|        Dharma4X|  60937837|       Swamy39|president of vira...|       New Delhi|       true|       10727517|          112|        4747|             317|      104000|Tue Jul 28 15:48:...|   https://pbs.twimg...|                  []|       retweet|        true|              false|                  false|       true|           false|social_media_infl...|Educational_Inst|\n",
       "|1514236680324071428|Wed Apr 13 13:38:...|RT @PSarbabidya: ...|sanskrit : a day ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|      null|            null|          null|1514236291994456065|     PSarbabidya|  60937837|       Swamy39|rajya sabha mp fo...|       New Delhi|       true|       10675024|          111|        4712|             301|      101492|Tue Jul 28 15:48:...|   https://pbs.twimg...|                  []|       retweet|        true|              false|                  false|       true|           false|social_media_infl...|Educational_Inst|\n",
       "|1513753162607636481|Tue Apr 12 05:37:...|@koustubhavachat ...|@koustubhavachat ...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1513748694469808128|  51358732| koustubhavachat|          null|               null|            null|  60937837|       Swamy39|rajya sabha mp fo...|       New Delhi|       true|       10673533|          111|        4709|             301|      101387|Tue Jul 28 15:48:...|   https://pbs.twimg...|                  []|         reply|        true|              false|                  false|       true|           false|social_media_infl...|Educational_Inst|\n",
       "|1564691170483064832|Tue Aug 30 19:07:...|Pakistan's childr...|pakistan's childr...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|      null|            null|          null|               null|            null|  33933259|        UNICEF|as war rages in u...|            null|       true|        9268603|          814|       26923|           22941|       55203|Tue Apr 21 15:16:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|       true|            true|social_media_infl...|Educational_Inst|\n",
       "|1560114263762472962|Thu Aug 18 04:00:...|“I want to become...|“i want to become...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|      null|            null|          null|               null|            null|  33933259|        UNICEF|as war rages in u...|            null|       true|        9256117|          809|       26918|           22898|       55093|Tue Apr 21 15:16:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|       true|            true|social_media_infl...|Educational_Inst|\n",
       "|1559217197440008192|Mon Aug 15 16:35:...|Over 3 million gi...|over 3 million gi...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|      null|            null|          null|               null|            null|  33933259|        UNICEF|as war rages in u...|            null|       true|        9255039|          811|       26911|           22884|       55069|Tue Apr 21 15:16:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|       true|            true|social_media_infl...|Educational_Inst|\n",
       "|1556852989767319552|Tue Aug 09 04:00:...|“The tip is to ha...|“the tip is to ha...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|      null|            null|          null|               null|            null|  33933259|        UNICEF|as war rages in u...|            null|       true|        9246970|          810|       26907|           22845|       55021|Tue Apr 21 15:16:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|       true|            true|social_media_infl...|Educational_Inst|\n",
       "|1552292955213496322|Wed Jul 27 14:00:...|RT @UNICEF_ECA: S...|schools give chil...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|      null|            null|          null|1552227465875046402|      UNICEF_ECA|  33933259|        UNICEF|as war rages in u...|            null|       true|        9231328|          808|       26888|           22785|       54925|Tue Apr 21 15:16:...|   https://pbs.twimg...|         [Ukrainian]|       retweet|       false|              false|                  false|       true|            true|social_media_infl...|Educational_Inst|\n",
       "|1551779522915274752|Tue Jul 26 04:00:...|\"Education means ...|\"education means ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|      null|            null|          null|               null|            null|  33933259|        UNICEF|as war rages in u...|            null|       true|        9229574|          808|       26888|           22782|       54915|Tue Apr 21 15:16:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|       true|            true|social_media_infl...|Educational_Inst|\n",
       "|1551477780923252736|Mon Jul 25 08:01:...|\"Without my bicyc...|\"without my bicyc...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|      null|            null|          null|               null|            null|  33933259|        UNICEF|as war rages in u...|            null|       true|        9229214|          808|       26891|           22782|       54911|Tue Apr 21 15:16:...|   https://pbs.twimg...|                  []|original_tweet|       false|              false|                  false|       true|            true|social_media_infl...|Educational_Inst|\n",
       "|1551215858785173504|Sun Jul 24 14:40:...|RT @UNICEFSudan: ...|in #sudan, more t...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|      null|            null|          null|1551092889727676416|     UNICEFSudan|  33933259|        UNICEF|as war rages in u...|            null|       true|        9228723|          808|       26893|           22782|       54906|Tue Apr 21 15:16:...|   https://pbs.twimg...|             [Sudan]|       retweet|       false|              false|                  false|       true|            true|social_media_infl...|Educational_Inst|\n",
       "|1550888208157884417|Sat Jul 23 16:58:...|RT @unicefchief: ...|from attacks on s...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|      null|            null|          null|1550887762945085440|     unicefchief|  33933259|        UNICEF|as war rages in u...|            null|       true|        9227980|          807|       26892|           22782|       54900|Tue Apr 21 15:16:...|   https://pbs.twimg...|                  []|       retweet|       false|              false|                  false|       true|            true|social_media_infl...|Educational_Inst|\n",
       "|1546559945285550081|Mon Jul 11 18:19:...|RT @UNICEFIndia: ...|every girl has li...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|      null|            null|          null|1546335973142695937|     UNICEFIndia|  33933259|        UNICEF|as war rages in u...|            null|       true|        9217869|          800|       26890|           22721|       54811|Tue Apr 21 15:16:...|   https://pbs.twimg...|                  []|       retweet|       false|              false|                  false|       true|            true|social_media_infl...|Educational_Inst|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+----------+----------------+--------------+-------------------+----------------+----------+--------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------------------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------------+"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user_2.filter(col(\"user_type\") == 'Educational_Inst').orderBy(col('total_followers').desc()).limit(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "176b53be-e974-4f41-ab89-95d1b669c844",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
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       "<tr><td>1593734633585541120</td><td>Fri Nov 18 22:35:...</td><td>@wearewatcher thi...</td><td>@wearewatcher thi...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1593695408970240002</td><td>1195080495635345427</td><td>wearewatcher</td><td>null</td><td>null</td><td>null</td><td>10228272</td><td>YouTube</td><td>like and subscribe</td><td>San Bruno, CA</td><td>true</td><td>77655202</td><td>1196</td><td>80051</td><td>6087</td><td>48586</td><td>Tue Nov 13 21:43:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1584664173891522560</td><td>Mon Oct 24 21:52:...</td><td>Middle &amp;amp; high...</td><td>middle &amp;amp; high...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>11348282</td><td>NASA</td><td>there&#x27;s space for...</td><td>Pale Blue Dot</td><td>true</td><td>64878725</td><td>185</td><td>99895</td><td>14382</td><td>68880</td><td>Wed Dec 19 20:20:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1526643075417776128</td><td>Tue May 17 19:17:...</td><td>My car in high sc...</td><td>my car in high sc...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1526643073618419722</td><td>15485441</td><td>jimmyfallon</td><td>null</td><td>null</td><td>null</td><td>15485441</td><td>jimmyfallon</td><td>astrophysicist</td><td>New York, New York</td><td>true</td><td>51409661</td><td>10929</td><td>61869</td><td>6382</td><td>14125</td><td>Fri Jul 18 19:46:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1620213439523356672</td><td>Tue Jan 31 00:12:...</td><td>Catch Scoot (@the...</td><td>catch scoot (@the...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>19923144</td><td>NBA</td><td>the 2022-23 nba s...</td><td>null</td><td>true</td><td>42052619</td><td>1901</td><td>54676</td><td>4132</td><td>319378</td><td>Mon Feb 02 19:04:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
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       "<tr><td>1598364168746565637</td><td>Thu Dec 01 17:11:...</td><td>RT @NBAFoundation...</td><td>grantee spotlight...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1598361287167074304</td><td>NBAFoundation</td><td>19923144</td><td>NBA</td><td>the 2022-23 seaso...</td><td>null</td><td>true</td><td>40986180</td><td>1902</td><td>54294</td><td>4012</td><td>314369</td><td>Mon Feb 02 19:04:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1594994255075885057</td><td>Tue Nov 22 10:00:...</td><td>RT @MU_Foundation...</td><td>over the 2021/22 ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1594994097936269315</td><td>MU_Foundation</td><td>558797310</td><td>ManUtd</td><td>the home of manch...</td><td>Old Trafford, Man...</td><td>true</td><td>34023353</td><td>174</td><td>26330</td><td>5263</td><td>77746</td><td>Fri Apr 20 15:17:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1550138494793797635</td><td>Thu Jul 21 15:19:...</td><td>RT @AVFCOfficial:...</td><td>a beautiful momen...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1550137523036459014</td><td>AVFCOfficial</td><td>343627165</td><td>premierleague</td><td>the official twit...</td><td>null</td><td>true</td><td>33943891</td><td>80</td><td>31783</td><td>2088</td><td>140384</td><td>Wed Jul 27 21:09:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1600175578555899907</td><td>Tue Dec 06 17:09:...</td><td>.@Kurt13Warner is...</td><td>.@kurt13warner is...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>19426551</td><td>NFL</td><td>have you tweeted ...</td><td>null</td><td>true</td><td>31951994</td><td>2787</td><td>51543</td><td>3911</td><td>247505</td><td>Sat Jan 24 01:28:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1593273957691674625</td><td>Thu Nov 17 16:04:...</td><td>Britt, an Arkansa...</td><td>britt, an arkansa...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1593273952805199873</td><td>19426551</td><td>NFL</td><td>null</td><td>null</td><td>null</td><td>19426551</td><td>NFL</td><td>salutetoservice i...</td><td>null</td><td>true</td><td>31728921</td><td>2785</td><td>51618</td><td>3888</td><td>246073</td><td>Sat Jan 24 01:28:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1586453503743959040</td><td>Sat Oct 29 20:22:...</td><td>Shivan Abdullah i...</td><td>shivan abdullah i...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>19426551</td><td>NFL</td><td>wembley week 🇬🇧</td><td>null</td><td>true</td><td>31508194</td><td>2785</td><td>51728</td><td>3847</td><td>244649</td><td>Sat Jan 24 01:28:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1570496391574859778</td><td>Thu Sep 15 19:34:...</td><td>RT @Saints: Mr. @...</td><td>mr. @camjordan94 ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1569729979440664577</td><td>Saints</td><td>19426551</td><td>NFL</td><td>porlacultura</td><td>null</td><td>true</td><td>30983352</td><td>2775</td><td>51456</td><td>3733</td><td>241527</td><td>Sat Jan 24 01:28:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1569808265663447042</td><td>Tue Sep 13 22:00:...</td><td>We threw an epic ...</td><td>we threw an epic ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>19426551</td><td>NFL</td><td>left on read by g...</td><td>null</td><td>true</td><td>30969174</td><td>2775</td><td>51440</td><td>3725</td><td>241454</td><td>Sat Jan 24 01:28:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1568053576211070977</td><td>Fri Sep 09 01:48:...</td><td>Warren High Schoo...</td><td>warren high schoo...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>19426551</td><td>NFL</td><td>we’re baaaaaaaack...</td><td>null</td><td>true</td><td>30917513</td><td>2776</td><td>51301</td><td>3713</td><td>240892</td><td>Sat Jan 24 01:28:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+--------------+-------------------+----------------+----------+-------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+---------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------+\n",
       "|                 id|          created_at|                text|          tweet_text|tweet_coordinates|tweet_country|tweet_country_code|tweet_place_full_name|tweet_place_type|is_reply|is_quote|is_retweeted|reply_count|quote_count|retweet_count|favorite_count|     rp_original_id|         rp_user_id|rp_original_user|qu_original_id|     rt_original_id|rt_original_user|account_id| account_name| account_description|    account_location|is_verified|total_followers|total_friends|total_listed|total_favourites|total_tweets|  account_created_at|account_profile_picture| hashtags|    tweet_type|is_user_govt|is_user_news_outlet|is_user_news_journalist|is_user_edu|is_user_research|       is_influencer| user_type|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+--------------+-------------------+----------------+----------+-------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+---------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------+\n",
       "|1588619913182162944|Fri Nov 04 19:51:...|Vote #YesOn28 Art...|vote #yeson28 art...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1588619858543284224|           21447363|       katyperry|          null|               null|            null|  21447363|    katyperry|love is the key t...|                null|       true|      108899882|          245|      127383|            8256|       11774|Fri Feb 20 23:45:...|   https://pbs.twimg...|[YesOn28]|         reply|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1593734633585541120|Fri Nov 18 22:35:...|@wearewatcher thi...|@wearewatcher thi...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1593695408970240002|1195080495635345427|    wearewatcher|          null|               null|            null|  10228272|      YouTube|  like and subscribe|       San Bruno, CA|       true|       77655202|         1196|       80051|            6087|       48586|Tue Nov 13 21:43:...|   https://pbs.twimg...|       []|         reply|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1584664173891522560|Mon Oct 24 21:52:...|Middle &amp; high...|middle &amp; high...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|          null|               null|            null|  11348282|         NASA|there's space for...|       Pale Blue Dot|       true|       64878725|          185|       99895|           14382|       68880|Wed Dec 19 20:20:...|   https://pbs.twimg...|       []|original_tweet|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1526643075417776128|Tue May 17 19:17:...|My car in high sc...|my car in high sc...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1526643073618419722|           15485441|     jimmyfallon|          null|               null|            null|  15485441|  jimmyfallon|      astrophysicist|  New York, New York|       true|       51409661|        10929|       61869|            6382|       14125|Fri Jul 18 19:46:...|   https://pbs.twimg...|       []|         reply|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1620213439523356672|Tue Jan 31 00:12:...|Catch Scoot (@the...|catch scoot (@the...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|          null|               null|            null|  19923144|          NBA|the 2022-23 nba s...|                null|       true|       42052619|         1901|       54676|            4132|      319378|Mon Feb 02 19:04:...|   https://pbs.twimg...|       []|original_tweet|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1598399862332162095|Thu Dec 01 19:33:...|RT @BucksCommunit...|this morning, @kh...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|          null|1597709728452251653|  BucksCommunity|  19923144|          NBA|the 2022-23 seaso...|                null|       true|       40989878|         1901|       54280|            4012|      314371|Mon Feb 02 19:04:...|   https://pbs.twimg...|       []|       retweet|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1598364168746565637|Thu Dec 01 17:11:...|RT @NBAFoundation...|grantee spotlight...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|          null|1598361287167074304|   NBAFoundation|  19923144|          NBA|the 2022-23 seaso...|                null|       true|       40986180|         1902|       54294|            4012|      314369|Mon Feb 02 19:04:...|   https://pbs.twimg...|       []|       retweet|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1594994255075885057|Tue Nov 22 10:00:...|RT @MU_Foundation...|over the 2021/22 ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|          null|1594994097936269315|   MU_Foundation| 558797310|       ManUtd|the home of manch...|Old Trafford, Man...|       true|       34023353|          174|       26330|            5263|       77746|Fri Apr 20 15:17:...|   https://pbs.twimg...|       []|       retweet|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1550138494793797635|Thu Jul 21 15:19:...|RT @AVFCOfficial:...|a beautiful momen...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|          null|1550137523036459014|    AVFCOfficial| 343627165|premierleague|the official twit...|                null|       true|       33943891|           80|       31783|            2088|      140384|Wed Jul 27 21:09:...|   https://pbs.twimg...|       []|       retweet|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1600175578555899907|Tue Dec 06 17:09:...|.@Kurt13Warner is...|.@kurt13warner is...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|          null|               null|            null|  19426551|          NFL|have you tweeted ...|                null|       true|       31951994|         2787|       51543|            3911|      247505|Sat Jan 24 01:28:...|   https://pbs.twimg...|       []|original_tweet|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1593273957691674625|Thu Nov 17 16:04:...|Britt, an Arkansa...|britt, an arkansa...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1593273952805199873|           19426551|             NFL|          null|               null|            null|  19426551|          NFL|salutetoservice i...|                null|       true|       31728921|         2785|       51618|            3888|      246073|Sat Jan 24 01:28:...|   https://pbs.twimg...|       []|         reply|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1586453503743959040|Sat Oct 29 20:22:...|Shivan Abdullah i...|shivan abdullah i...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|          null|               null|            null|  19426551|          NFL|   wembley week 🇬🇧|                null|       true|       31508194|         2785|       51728|            3847|      244649|Sat Jan 24 01:28:...|   https://pbs.twimg...|       []|original_tweet|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1570496391574859778|Thu Sep 15 19:34:...|RT @Saints: Mr. @...|mr. @camjordan94 ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|          null|1569729979440664577|          Saints|  19426551|          NFL|        porlacultura|                null|       true|       30983352|         2775|       51456|            3733|      241527|Sat Jan 24 01:28:...|   https://pbs.twimg...|       []|       retweet|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1569808265663447042|Tue Sep 13 22:00:...|We threw an epic ...|we threw an epic ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|          null|               null|            null|  19426551|          NFL|left on read by g...|                null|       true|       30969174|         2775|       51440|            3725|      241454|Sat Jan 24 01:28:...|   https://pbs.twimg...|       []|original_tweet|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "|1568053576211070977|Fri Sep 09 01:48:...|Warren High Schoo...|warren high schoo...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|          null|               null|            null|  19426551|          NFL|we’re baaaaaaaack...|                null|       true|       30917513|         2776|       51301|            3713|      240892|Sat Jan 24 01:28:...|   https://pbs.twimg...|       []|original_tweet|       false|              false|                  false|      false|           false|social_media_infl...|Influencer|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+--------------+-------------------+----------------+----------+-------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+---------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------+"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user_2.filter(col(\"user_type\") == 'Influencer').orderBy(col('total_followers').desc()).limit(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "d53567f2-a78b-4a76-b0fb-9ab78196751f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border='1'>\n",
       "<tr><th>id</th><th>created_at</th><th>text</th><th>tweet_text</th><th>tweet_coordinates</th><th>tweet_country</th><th>tweet_country_code</th><th>tweet_place_full_name</th><th>tweet_place_type</th><th>is_reply</th><th>is_quote</th><th>is_retweeted</th><th>reply_count</th><th>quote_count</th><th>retweet_count</th><th>favorite_count</th><th>rp_original_id</th><th>rp_user_id</th><th>rp_original_user</th><th>qu_original_id</th><th>rt_original_id</th><th>rt_original_user</th><th>account_id</th><th>account_name</th><th>account_description</th><th>account_location</th><th>is_verified</th><th>total_followers</th><th>total_friends</th><th>total_listed</th><th>total_favourites</th><th>total_tweets</th><th>account_created_at</th><th>account_profile_picture</th><th>hashtags</th><th>tweet_type</th><th>is_user_govt</th><th>is_user_news_outlet</th><th>is_user_news_journalist</th><th>is_user_edu</th><th>is_user_research</th><th>is_influencer</th><th>user_type</th></tr>\n",
       "<tr><td>1608947301245980674</td><td>Fri Dec 30 22:05:...</td><td>The suspect arres...</td><td>the suspect arres...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>428333</td><td>cnnbrk</td><td>breaking news fro...</td><td>Everywhere</td><td>true</td><td>64132932</td><td>122</td><td>192206</td><td>27</td><td>78862</td><td>Tue Jan 02 01:48:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1584533516892643328</td><td>Mon Oct 24 13:13:...</td><td>A Michigan teen p...</td><td>a michigan teen p...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>428333</td><td>cnnbrk</td><td>breaking news fro...</td><td>Everywhere</td><td>true</td><td>64109872</td><td>122</td><td>194210</td><td>27</td><td>78556</td><td>Tue Jan 02 01:48:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1554914292746653696</td><td>Wed Aug 03 19:37:...</td><td>The CDC is expect...</td><td>the cdc is expect...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>428333</td><td>cnnbrk</td><td>breaking news fro...</td><td>Everywhere</td><td>true</td><td>63564116</td><td>121</td><td>193634</td><td>27</td><td>78153</td><td>Tue Jan 02 01:48:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1539256557439000580</td><td>Tue Jun 21 14:38:...</td><td>The Supreme Court...</td><td>the supreme court...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>428333</td><td>cnnbrk</td><td>breaking news fro...</td><td>Everywhere</td><td>true</td><td>63213884</td><td>121</td><td>193323</td><td>27</td><td>77947</td><td>Tue Jan 02 01:48:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1517590997043191809</td><td>Fri Apr 22 19:47:...</td><td>Florida Gov. Ron ...</td><td>florida gov. ron ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>428333</td><td>cnnbrk</td><td>breaking news fro...</td><td>Everywhere</td><td>true</td><td>62932983</td><td>121</td><td>193353</td><td>27</td><td>77704</td><td>Tue Jan 02 01:48:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1622777224649707520</td><td>Tue Feb 07 02:00:...</td><td>A middle school i...</td><td>a middle school i...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>759251</td><td>CNN</td><td>it’s our job to g...</td><td>null</td><td>true</td><td>61104555</td><td>1094</td><td>157175</td><td>1380</td><td>396755</td><td>Fri Feb 09 00:35:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1620029100843745281</td><td>Mon Jan 30 12:00:...</td><td>Richneck Elementa...</td><td>richneck elementa...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>759251</td><td>CNN</td><td>it’s our job to g...</td><td>null</td><td>true</td><td>61092864</td><td>1092</td><td>157024</td><td>1380</td><td>395984</td><td>Fri Feb 09 00:35:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1619961139978182656</td><td>Mon Jan 30 07:30:...</td><td>The principal of ...</td><td>the principal of ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>759251</td><td>CNN</td><td>it’s our job to g...</td><td>null</td><td>true</td><td>61091739</td><td>1092</td><td>157018</td><td>1380</td><td>395968</td><td>Fri Feb 09 00:35:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1622308621055819776</td><td>Sun Feb 05 18:58:...</td><td>He&#x27;s 9 years old....</td><td>he&#x27;s 9 years old....</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>759251</td><td>CNN</td><td>it’s our job to g...</td><td>null</td><td>true</td><td>61091106</td><td>1094</td><td>157116</td><td>1380</td><td>396623</td><td>Fri Feb 09 00:35:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1621451613876506624</td><td>Fri Feb 03 10:12:...</td><td>The Biden adminis...</td><td>the biden adminis...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>759251</td><td>CNN</td><td>it’s our job to g...</td><td>null</td><td>true</td><td>61076531</td><td>1093</td><td>157062</td><td>1380</td><td>396402</td><td>Fri Feb 09 00:35:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1621074721390448640</td><td>Thu Feb 02 09:15:...</td><td>The Ohio Departme...</td><td>the ohio departme...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>759251</td><td>CNN</td><td>it’s our job to g...</td><td>null</td><td>true</td><td>61072527</td><td>1093</td><td>157076</td><td>1380</td><td>396299</td><td>Fri Feb 09 00:35:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1621142674647695360</td><td>Thu Feb 02 13:45:...</td><td>The College Board...</td><td>the college board...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>759251</td><td>CNN</td><td>it’s our job to g...</td><td>null</td><td>true</td><td>61071714</td><td>1093</td><td>157088</td><td>1380</td><td>396318</td><td>Fri Feb 09 00:35:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1619278421669847040</td><td>Sat Jan 28 10:17:...</td><td>A 29-year-old New...</td><td>a 29-year-old new...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>759251</td><td>CNN</td><td>it’s our job to g...</td><td>null</td><td>true</td><td>61066069</td><td>1092</td><td>156981</td><td>1380</td><td>395838</td><td>Fri Feb 09 00:35:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1618577084292497410</td><td>Thu Jan 26 11:50:...</td><td>Frustration over ...</td><td>frustration over ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>759251</td><td>CNN</td><td>it’s our job to g...</td><td>null</td><td>true</td><td>61055084</td><td>1092</td><td>156972</td><td>1380</td><td>395653</td><td>Fri Feb 09 00:35:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1618273771063840771</td><td>Wed Jan 25 15:45:...</td><td>Virginia schools ...</td><td>virginia schools ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>759251</td><td>CNN</td><td>it’s our job to g...</td><td>null</td><td>true</td><td>61046412</td><td>1092</td><td>156946</td><td>1380</td><td>395578</td><td>Fri Feb 09 00:35:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+--------------+--------------+----------------+----------+------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+-----------+\n",
       "|                 id|          created_at|                text|          tweet_text|tweet_coordinates|tweet_country|tweet_country_code|tweet_place_full_name|tweet_place_type|is_reply|is_quote|is_retweeted|reply_count|quote_count|retweet_count|favorite_count|rp_original_id|rp_user_id|rp_original_user|qu_original_id|rt_original_id|rt_original_user|account_id|account_name| account_description|account_location|is_verified|total_followers|total_friends|total_listed|total_favourites|total_tweets|  account_created_at|account_profile_picture|hashtags|    tweet_type|is_user_govt|is_user_news_outlet|is_user_news_journalist|is_user_edu|is_user_research|       is_influencer|  user_type|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+--------------+--------------+----------------+----------+------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+-----------+\n",
       "|1608947301245980674|Fri Dec 30 22:05:...|The suspect arres...|the suspect arres...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    428333|      cnnbrk|breaking news fro...|      Everywhere|       true|       64132932|          122|      192206|              27|       78862|Tue Jan 02 01:48:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1584533516892643328|Mon Oct 24 13:13:...|A Michigan teen p...|a michigan teen p...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    428333|      cnnbrk|breaking news fro...|      Everywhere|       true|       64109872|          122|      194210|              27|       78556|Tue Jan 02 01:48:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1554914292746653696|Wed Aug 03 19:37:...|The CDC is expect...|the cdc is expect...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    428333|      cnnbrk|breaking news fro...|      Everywhere|       true|       63564116|          121|      193634|              27|       78153|Tue Jan 02 01:48:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1539256557439000580|Tue Jun 21 14:38:...|The Supreme Court...|the supreme court...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    428333|      cnnbrk|breaking news fro...|      Everywhere|       true|       63213884|          121|      193323|              27|       77947|Tue Jan 02 01:48:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1517590997043191809|Fri Apr 22 19:47:...|Florida Gov. Ron ...|florida gov. ron ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    428333|      cnnbrk|breaking news fro...|      Everywhere|       true|       62932983|          121|      193353|              27|       77704|Tue Jan 02 01:48:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1622777224649707520|Tue Feb 07 02:00:...|A middle school i...|a middle school i...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    759251|         CNN|it’s our job to g...|            null|       true|       61104555|         1094|      157175|            1380|      396755|Fri Feb 09 00:35:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1620029100843745281|Mon Jan 30 12:00:...|Richneck Elementa...|richneck elementa...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    759251|         CNN|it’s our job to g...|            null|       true|       61092864|         1092|      157024|            1380|      395984|Fri Feb 09 00:35:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1619961139978182656|Mon Jan 30 07:30:...|The principal of ...|the principal of ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    759251|         CNN|it’s our job to g...|            null|       true|       61091739|         1092|      157018|            1380|      395968|Fri Feb 09 00:35:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1622308621055819776|Sun Feb 05 18:58:...|He's 9 years old....|he's 9 years old....|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    759251|         CNN|it’s our job to g...|            null|       true|       61091106|         1094|      157116|            1380|      396623|Fri Feb 09 00:35:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1621451613876506624|Fri Feb 03 10:12:...|The Biden adminis...|the biden adminis...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    759251|         CNN|it’s our job to g...|            null|       true|       61076531|         1093|      157062|            1380|      396402|Fri Feb 09 00:35:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1621074721390448640|Thu Feb 02 09:15:...|The Ohio Departme...|the ohio departme...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    759251|         CNN|it’s our job to g...|            null|       true|       61072527|         1093|      157076|            1380|      396299|Fri Feb 09 00:35:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1621142674647695360|Thu Feb 02 13:45:...|The College Board...|the college board...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    759251|         CNN|it’s our job to g...|            null|       true|       61071714|         1093|      157088|            1380|      396318|Fri Feb 09 00:35:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1619278421669847040|Sat Jan 28 10:17:...|A 29-year-old New...|a 29-year-old new...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    759251|         CNN|it’s our job to g...|            null|       true|       61066069|         1092|      156981|            1380|      395838|Fri Feb 09 00:35:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1618577084292497410|Thu Jan 26 11:50:...|Frustration over ...|frustration over ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    759251|         CNN|it’s our job to g...|            null|       true|       61055084|         1092|      156972|            1380|      395653|Fri Feb 09 00:35:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "|1618273771063840771|Wed Jan 25 15:45:...|Virginia schools ...|virginia schools ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|    759251|         CNN|it’s our job to g...|            null|       true|       61046412|         1092|      156946|            1380|      395578|Fri Feb 09 00:35:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|News_Outlet|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+--------------+--------------+----------------+----------+------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+-----------+"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user_2.filter(col(\"user_type\") == 'News_Outlet').orderBy(col('total_followers').desc()).limit(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "aa7d0056-a64d-4f85-a5bf-6330aa7a031a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
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       "<tr><td>1567812575353573378</td><td>Thu Sep 08 09:50:...</td><td>Bodie would have ...</td><td>bodie would have ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>65648399</td><td>NHSOrganDonor</td><td>saving and improv...</td><td>Instagram/FB: @nh...</td><td>true</td><td>49996</td><td>4121</td><td>356</td><td>11931</td><td>28842</td><td>Fri Aug 14 14:35:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1566182422097678344</td><td>Sat Sep 03 21:52:...</td><td>North Branford Hi...</td><td>north branford hi...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16583845</td><td>StamAdvocate</td><td>serving the stamf...</td><td>Stamford, CT</td><td>true</td><td>49995</td><td>634</td><td>487</td><td>80</td><td>83119</td><td>Fri Oct 03 20:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1566192605599334400</td><td>Sat Sep 03 22:33:...</td><td>Prince Tech High ...</td><td>prince tech high ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16583845</td><td>StamAdvocate</td><td>serving the stamf...</td><td>Stamford, CT</td><td>true</td><td>49995</td><td>634</td><td>487</td><td>80</td><td>83120</td><td>Fri Oct 03 20:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1567647175609286657</td><td>Wed Sep 07 22:53:...</td><td>Stonington High S...</td><td>stonington high s...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16583845</td><td>StamAdvocate</td><td>serving the stamf...</td><td>Stamford, CT</td><td>true</td><td>49994</td><td>634</td><td>487</td><td>80</td><td>83206</td><td>Fri Oct 03 20:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1567365943495360513</td><td>Wed Sep 07 04:15:...</td><td>The Week 1 CT Hig...</td><td>the week 1 ct hig...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16583845</td><td>StamAdvocate</td><td>serving the stamf...</td><td>Stamford, CT</td><td>true</td><td>49993</td><td>634</td><td>487</td><td>80</td><td>83171</td><td>Fri Oct 03 20:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1564976046239371267</td><td>Wed Aug 31 13:58:...</td><td>Stamford’s Westhi...</td><td>stamford’s westhi...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16583845</td><td>StamAdvocate</td><td>serving the stamf...</td><td>Stamford, CT</td><td>true</td><td>49992</td><td>635</td><td>487</td><td>80</td><td>83036</td><td>Fri Oct 03 20:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1567572005917974530</td><td>Wed Sep 07 17:54:...</td><td>Petition with ove...</td><td>petition with ove...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16583845</td><td>StamAdvocate</td><td>serving the stamf...</td><td>Stamford, CT</td><td>true</td><td>49992</td><td>634</td><td>487</td><td>80</td><td>83195</td><td>Fri Oct 03 20:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1563174576749613056</td><td>Fri Aug 26 14:40:...</td><td>Stamford schools’...</td><td>stamford schools’...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16583845</td><td>StamAdvocate</td><td>serving the stamf...</td><td>Stamford, CT</td><td>true</td><td>49991</td><td>636</td><td>487</td><td>80</td><td>82926</td><td>Fri Oct 03 20:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1564388178076778497</td><td>Mon Aug 29 23:03:...</td><td>New Canaan High S...</td><td>new canaan high s...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16583845</td><td>StamAdvocate</td><td>serving the stamf...</td><td>Stamford, CT</td><td>true</td><td>49990</td><td>636</td><td>488</td><td>80</td><td>82998</td><td>Fri Oct 03 20:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1569657367385571331</td><td>Tue Sep 13 12:00:...</td><td>Schools and colle...</td><td>schools and colle...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15929531</td><td>DevonCC</td><td>working to make d...</td><td>Devon</td><td>true</td><td>49989</td><td>831</td><td>576</td><td>8394</td><td>39294</td><td>Thu Aug 21 09:25:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1622408420748828674</td><td>Mon Feb 06 01:34:...</td><td>@interpolated @Mm...</td><td>@interpolated @mm...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1622406334573596673</td><td>260404739</td><td>interpolated</td><td>null</td><td>null</td><td>null</td><td>28878347</td><td>sdbaral</td><td>🇨🇦🇸🇪mdmph\n",
       "frc...</td><td>I&#x27;m right here!</td><td>true</td><td>49988</td><td>3170</td><td>417</td><td>65976</td><td>16947</td><td>Sat Apr 04 21:51:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1610695189663735808</td><td>Wed Jan 04 17:50:...</td><td>@MotyMusic @elonm...</td><td>@motymusic @elonm...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1610675499214462977</td><td>911229907966902272</td><td>MotyMusic</td><td>null</td><td>null</td><td>null</td><td>530850623</td><td>MikieDaPoet</td><td>influencer humani...</td><td>Chicago, IL</td><td>true</td><td>49984</td><td>388</td><td>167</td><td>19529</td><td>40564</td><td>Tue Mar 20 02:39:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1559215993154666497</td><td>Mon Aug 15 16:30:...</td><td>Connecticut high ...</td><td>connecticut high ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16583845</td><td>StamAdvocate</td><td>serving the stamf...</td><td>Stamford, CT</td><td>true</td><td>49982</td><td>636</td><td>487</td><td>80</td><td>82666</td><td>Fri Oct 03 20:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1585568793635463168</td><td>Thu Oct 27 09:47:...</td><td>Stamford schools ...</td><td>stamford schools ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16583845</td><td>StamAdvocate</td><td>serving the stamf...</td><td>Stamford, CT</td><td>true</td><td>49981</td><td>634</td><td>486</td><td>80</td><td>84264</td><td>Fri Oct 03 20:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "<tr><td>1585584091717591041</td><td>Thu Oct 27 10:48:...</td><td>The U.S. regulate...</td><td>the u.s. regulate...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16583845</td><td>StamAdvocate</td><td>serving the stamf...</td><td>Stamford, CT</td><td>true</td><td>49980</td><td>634</td><td>486</td><td>80</td><td>84269</td><td>Fri Oct 03 20:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Micro_Influencer</td></tr>\n",
       "</table>\n"
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       "|1566182422097678344|Sat Sep 03 21:52:...|North Branford Hi...|north branford hi...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|              null|            null|          null|          null|            null|  16583845| StamAdvocate|serving the stamf...|        Stamford, CT|       true|          49995|          634|         487|              80|       83119|Fri Oct 03 20:44:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|micro_influencer|Micro_Influencer|\n",
       "|1566192605599334400|Sat Sep 03 22:33:...|Prince Tech High ...|prince tech high ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|              null|            null|          null|          null|            null|  16583845| StamAdvocate|serving the stamf...|        Stamford, CT|       true|          49995|          634|         487|              80|       83120|Fri Oct 03 20:44:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|micro_influencer|Micro_Influencer|\n",
       "|1567647175609286657|Wed Sep 07 22:53:...|Stonington High S...|stonington high s...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|              null|            null|          null|          null|            null|  16583845| StamAdvocate|serving the stamf...|        Stamford, CT|       true|          49994|          634|         487|              80|       83206|Fri Oct 03 20:44:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|micro_influencer|Micro_Influencer|\n",
       "|1567365943495360513|Wed Sep 07 04:15:...|The Week 1 CT Hig...|the week 1 ct hig...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|              null|            null|          null|          null|            null|  16583845| StamAdvocate|serving the stamf...|        Stamford, CT|       true|          49993|          634|         487|              80|       83171|Fri Oct 03 20:44:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|micro_influencer|Micro_Influencer|\n",
       "|1564976046239371267|Wed Aug 31 13:58:...|Stamford’s Westhi...|stamford’s westhi...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|              null|            null|          null|          null|            null|  16583845| StamAdvocate|serving the stamf...|        Stamford, CT|       true|          49992|          635|         487|              80|       83036|Fri Oct 03 20:44:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|micro_influencer|Micro_Influencer|\n",
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       "|1563174576749613056|Fri Aug 26 14:40:...|Stamford schools’...|stamford schools’...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|              null|            null|          null|          null|            null|  16583845| StamAdvocate|serving the stamf...|        Stamford, CT|       true|          49991|          636|         487|              80|       82926|Fri Oct 03 20:44:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|micro_influencer|Micro_Influencer|\n",
       "|1564388178076778497|Mon Aug 29 23:03:...|New Canaan High S...|new canaan high s...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|              null|            null|          null|          null|            null|  16583845| StamAdvocate|serving the stamf...|        Stamford, CT|       true|          49990|          636|         488|              80|       82998|Fri Oct 03 20:44:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|micro_influencer|Micro_Influencer|\n",
       "|1569657367385571331|Tue Sep 13 12:00:...|Schools and colle...|schools and colle...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|              null|            null|          null|          null|            null|  15929531|      DevonCC|working to make d...|               Devon|       true|          49989|          831|         576|            8394|       39294|Thu Aug 21 09:25:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|micro_influencer|Micro_Influencer|\n",
       "|1622408420748828674|Mon Feb 06 01:34:...|@interpolated @Mm...|@interpolated @mm...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1622406334573596673|         260404739|    interpolated|          null|          null|            null|  28878347|      sdbaral|🇨🇦🇸🇪mdmph\n",
       "frc...|     I'm right here!|       true|          49988|         3170|         417|           65976|       16947|Sat Apr 04 21:51:...|   https://pbs.twimg...|      []|         reply|       false|              false|                  false|      false|           false|micro_influencer|Micro_Influencer|\n",
       "|1610695189663735808|Wed Jan 04 17:50:...|@MotyMusic @elonm...|@motymusic @elonm...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1610675499214462977|911229907966902272|       MotyMusic|          null|          null|            null| 530850623|  MikieDaPoet|influencer humani...|         Chicago, IL|       true|          49984|          388|         167|           19529|       40564|Tue Mar 20 02:39:...|   https://pbs.twimg...|      []|         reply|       false|              false|                  false|      false|           false|micro_influencer|Micro_Influencer|\n",
       "|1559215993154666497|Mon Aug 15 16:30:...|Connecticut high ...|connecticut high ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|              null|            null|          null|          null|            null|  16583845| StamAdvocate|serving the stamf...|        Stamford, CT|       true|          49982|          636|         487|              80|       82666|Fri Oct 03 20:44:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|micro_influencer|Micro_Influencer|\n",
       "|1585568793635463168|Thu Oct 27 09:47:...|Stamford schools ...|stamford schools ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|              null|            null|          null|          null|            null|  16583845| StamAdvocate|serving the stamf...|        Stamford, CT|       true|          49981|          634|         486|              80|       84264|Fri Oct 03 20:44:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|micro_influencer|Micro_Influencer|\n",
       "|1585584091717591041|Thu Oct 27 10:48:...|The U.S. regulate...|the u.s. regulate...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|              null|            null|          null|          null|            null|  16583845| StamAdvocate|serving the stamf...|        Stamford, CT|       true|          49980|          634|         486|              80|       84269|Fri Oct 03 20:44:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|micro_influencer|Micro_Influencer|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+------------------+----------------+--------------+--------------+----------------+----------+-------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+--------------+------------+-------------------+-----------------------+-----------+----------------+----------------+----------------+"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user_2.filter(col(\"user_type\") == 'Micro_Influencer').orderBy(col('total_followers').desc()).limit(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "5cf4ff2d-ab1f-43f1-8da1-3c5acde9cf31",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "twitter_df4_ver_user_2.write.format(\"parquet\").\\\n",
    "mode('overwrite').\\\n",
    "save('gs://' + 'msca-bdp-students-bucket/shared_data/kshitijm' + '/Final_Project-FiltData4_Ver_Users_2')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d026f10f-d8ef-4dfd-b716-c5673550884d",
   "metadata": {},
   "source": [
    "-----"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d9035170-52aa-4754-967a-8da7c8ed7ea1",
   "metadata": {},
   "outputs": [],
   "source": [
    "twitter_df4_ver_user_2=spark.read.parquet('gs://msca-bdp-students-bucket/shared_data/kshitijm/Final_Project-FiltData4_Ver_Users_2')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7e10ea31-f208-427d-a3ca-7b0ceb4752c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border='1'>\n",
       "<tr><th>id</th><th>created_at</th><th>text</th><th>tweet_text</th><th>tweet_coordinates</th><th>tweet_country</th><th>tweet_country_code</th><th>tweet_place_full_name</th><th>tweet_place_type</th><th>is_reply</th><th>is_quote</th><th>is_retweeted</th><th>reply_count</th><th>quote_count</th><th>retweet_count</th><th>favorite_count</th><th>rp_original_id</th><th>rp_user_id</th><th>rp_original_user</th><th>qu_original_id</th><th>rt_original_id</th><th>rt_original_user</th><th>account_id</th><th>account_name</th><th>account_description</th><th>account_location</th><th>is_verified</th><th>total_followers</th><th>total_friends</th><th>total_listed</th><th>total_favourites</th><th>total_tweets</th><th>account_created_at</th><th>account_profile_picture</th><th>hashtags</th><th>tweet_type</th><th>is_user_govt</th><th>is_user_news_outlet</th><th>is_user_news_journalist</th><th>is_user_edu</th><th>is_user_research</th><th>is_influencer</th><th>user_type</th></tr>\n",
       "<tr><td>1539335995845402624</td><td>Tue Jun 21 19:54:...</td><td>RT @NSEAOnline: P...</td><td>public dollars sh...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>true</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>1539262288053833728</td><td>1539316518202138624</td><td>NSEAOnline</td><td>22789766</td><td>NEAToday</td><td>official account ...</td><td>Washington DC</td><td>true</td><td>247738</td><td>11834</td><td>4148</td><td>8048</td><td>27669</td><td>Wed Mar 04 15:51:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>true</td><td>false</td><td>social_media_infl...</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1539336083649048577</td><td>Tue Jun 21 19:54:...</td><td>RT @JasonBedrick:...</td><td>@wajahatali what ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1539289355449028608</td><td>JasonBedrick</td><td>640893</td><td>EWErickson</td><td>you can listen ev...</td><td>Atlanta, GA</td><td>true</td><td>205722</td><td>2700</td><td>4633</td><td>1384</td><td>14273</td><td>Mon Jan 15 22:54:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1539336297814319104</td><td>Tue Jun 21 19:55:...</td><td>RT @itsSpencerBro...</td><td>scotus handed a b...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1539328635613630464</td><td>itsSpencerBrown</td><td>48459553</td><td>KatiePavlich</td><td>proud american wo...</td><td>On Instagram/Off ...</td><td>true</td><td>947092</td><td>2009</td><td>4472</td><td>18188</td><td>55802</td><td>Thu Jun 18 19:29:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1539336371936051200</td><td>Tue Jun 21 19:56:...</td><td>One of Louisiana&#x27;...</td><td>one of louisiana&#x27;...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>44426926</td><td>FOX8NOLA</td><td>wvue - fox 8 is y...</td><td>New Orleans</td><td>true</td><td>217913</td><td>2853</td><td>1241</td><td>1350</td><td>207940</td><td>Wed Jun 03 18:57:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1539336396971859968</td><td>Tue Jun 21 19:56:...</td><td>@hales_ted But th...</td><td>@hales_ted but th...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1539335979336470528</td><td>1445063896725819398</td><td>hales_ted</td><td>null</td><td>null</td><td>null</td><td>738538436</td><td>AoDespair</td><td>author journalist...</td><td>Baltimore, MD</td><td>true</td><td>334054</td><td>610</td><td>2732</td><td>5818</td><td>97431</td><td>Sun Aug 05 12:53:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>true</td><td>true</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Journalist</td></tr>\n",
       "<tr><td>1539336533509132289</td><td>Tue Jun 21 19:56:...</td><td>Congratulations t...</td><td>congratulations t...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1539329196379541509</td><td>16240525</td><td>ASBMB</td><td>null</td><td>null</td><td>null</td><td>16240525</td><td>ASBMB</td><td>american society ...</td><td>Rockville, Maryland</td><td>true</td><td>24963</td><td>4259</td><td>0</td><td>14868</td><td>40004</td><td>Thu Sep 11 14:05:...</td><td>https://pbs.twimg...</td><td>[]</td><td>reply</td><td>false</td><td>false</td><td>false</td><td>false</td><td>true</td><td>micro_influencer</td><td>Research_Inst</td></tr>\n",
       "<tr><td>1539336550730842115</td><td>Tue Jun 21 19:56:...</td><td>.@JimGrossmanAHA ...</td><td>.@jimgrossmanaha ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>76944176</td><td>AHAhistorians</td><td>the american hist...</td><td>Washington, D.C.</td><td>true</td><td>55451</td><td>2362</td><td>1105</td><td>8000</td><td>32842</td><td>Thu Sep 24 13:54:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1539336562814623745</td><td>Tue Jun 21 19:56:...</td><td>RT @FOX8NOLA: One...</td><td>one of louisiana&#x27;...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1539336371936051200</td><td>FOX8NOLA</td><td>30950114</td><td>jessecbrooks</td><td>digital content p...</td><td>New Orleans, LA</td><td>true</td><td>3442</td><td>1741</td><td>71</td><td>46045</td><td>82432</td><td>Mon Apr 13 20:23:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>true</td><td>false</td><td>false</td><td>not_influencer</td><td>News_Journalist</td></tr>\n",
       "<tr><td>1539336614966599681</td><td>Tue Jun 21 19:57:...</td><td>Graduation 2022: ...</td><td>graduation 2022: ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16477702</td><td>syracusedotcom</td><td>syracuse and cent...</td><td>Syracuse, NY</td><td>true</td><td>102116</td><td>589</td><td>829</td><td>190</td><td>227817</td><td>Sat Sep 27 00:17:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1539336707958616068</td><td>Tue Jun 21 19:57:...</td><td>@UConnBSB Great n...</td><td>@uconnbsb great n...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1539332632739123200</td><td>491571741</td><td>UConnBSB</td><td>null</td><td>null</td><td>null</td><td>3836570273</td><td>jdesnoyersabc6</td><td>chief meteorologi...</td><td>Providence, RI</td><td>true</td><td>3743</td><td>1091</td><td>56</td><td>31024</td><td>26502</td><td>Thu Oct 01 20:26:...</td><td>https://pbs.twimg...</td><td>[Bitter, HookC]</td><td>reply</td><td>false</td><td>true</td><td>true</td><td>false</td><td>false</td><td>not_influencer</td><td>News_Journalist</td></tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+-------------------+-------------------+----------------+----------+--------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+---------------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------------+\n",
       "|                 id|          created_at|                text|          tweet_text|tweet_coordinates|tweet_country|tweet_country_code|tweet_place_full_name|tweet_place_type|is_reply|is_quote|is_retweeted|reply_count|quote_count|retweet_count|favorite_count|     rp_original_id|         rp_user_id|rp_original_user|     qu_original_id|     rt_original_id|rt_original_user|account_id|  account_name| account_description|    account_location|is_verified|total_followers|total_friends|total_listed|total_favourites|total_tweets|  account_created_at|account_profile_picture|       hashtags|    tweet_type|is_user_govt|is_user_news_outlet|is_user_news_journalist|is_user_edu|is_user_research|       is_influencer|       user_type|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+-------------------+-------------------+----------------+----------+--------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+---------------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------------+\n",
       "|1539335995845402624|Tue Jun 21 19:54:...|RT @NSEAOnline: P...|public dollars sh...|             null|         null|              null|                 null|            null|   false|    true|          RT|          0|          0|            0|             0|               null|               null|            null|1539262288053833728|1539316518202138624|      NSEAOnline|  22789766|      NEAToday|official account ...|       Washington DC|       true|         247738|        11834|        4148|            8048|       27669|Wed Mar 04 15:51:...|   https://pbs.twimg...|             []|       retweet|       false|              false|                  false|       true|           false|social_media_infl...|Educational_Inst|\n",
       "|1539336083649048577|Tue Jun 21 19:54:...|RT @JasonBedrick:...|@wajahatali what ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1539289355449028608|    JasonBedrick|    640893|    EWErickson|you can listen ev...|         Atlanta, GA|       true|         205722|         2700|        4633|            1384|       14273|Mon Jan 15 22:54:...|   https://pbs.twimg...|             []|       retweet|       false|              false|                  false|      false|           false|social_media_infl...|      Influencer|\n",
       "|1539336297814319104|Tue Jun 21 19:55:...|RT @itsSpencerBro...|scotus handed a b...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1539328635613630464| itsSpencerBrown|  48459553|  KatiePavlich|proud american wo...|On Instagram/Off ...|       true|         947092|         2009|        4472|           18188|       55802|Thu Jun 18 19:29:...|   https://pbs.twimg...|             []|       retweet|       false|              false|                  false|      false|           false|social_media_infl...|      Influencer|\n",
       "|1539336371936051200|Tue Jun 21 19:56:...|One of Louisiana'...|one of louisiana'...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|               null|               null|            null|  44426926|      FOX8NOLA|wvue - fox 8 is y...|         New Orleans|       true|         217913|         2853|        1241|            1350|      207940|Wed Jun 03 18:57:...|   https://pbs.twimg...|             []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|     News_Outlet|\n",
       "|1539336396971859968|Tue Jun 21 19:56:...|@hales_ted But th...|@hales_ted but th...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1539335979336470528|1445063896725819398|       hales_ted|               null|               null|            null| 738538436|     AoDespair|author journalist...|       Baltimore, MD|       true|         334054|          610|        2732|            5818|       97431|Sun Aug 05 12:53:...|   https://pbs.twimg...|             []|         reply|       false|               true|                   true|      false|           false|social_media_infl...| News_Journalist|\n",
       "|1539336533509132289|Tue Jun 21 19:56:...|Congratulations t...|congratulations t...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1539329196379541509|           16240525|           ASBMB|               null|               null|            null|  16240525|         ASBMB|american society ...| Rockville, Maryland|       true|          24963|         4259|           0|           14868|       40004|Thu Sep 11 14:05:...|   https://pbs.twimg...|             []|         reply|       false|              false|                  false|      false|            true|    micro_influencer|   Research_Inst|\n",
       "|1539336550730842115|Tue Jun 21 19:56:...|.@JimGrossmanAHA ...|.@jimgrossmanaha ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|               null|               null|            null|  76944176| AHAhistorians|the american hist...|    Washington, D.C.|       true|          55451|         2362|        1105|            8000|       32842|Thu Sep 24 13:54:...|   https://pbs.twimg...|             []|original_tweet|       false|              false|                  false|      false|           false|social_media_infl...|      Influencer|\n",
       "|1539336562814623745|Tue Jun 21 19:56:...|RT @FOX8NOLA: One...|one of louisiana'...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1539336371936051200|        FOX8NOLA|  30950114|  jessecbrooks|digital content p...|     New Orleans, LA|       true|           3442|         1741|          71|           46045|       82432|Mon Apr 13 20:23:...|   https://pbs.twimg...|             []|       retweet|       false|              false|                   true|      false|           false|      not_influencer| News_Journalist|\n",
       "|1539336614966599681|Tue Jun 21 19:57:...|Graduation 2022: ...|graduation 2022: ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|               null|               null|            null|  16477702|syracusedotcom|syracuse and cent...|        Syracuse, NY|       true|         102116|          589|         829|             190|      227817|Sat Sep 27 00:17:...|   https://pbs.twimg...|             []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|     News_Outlet|\n",
       "|1539336707958616068|Tue Jun 21 19:57:...|@UConnBSB Great n...|@uconnbsb great n...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1539332632739123200|          491571741|        UConnBSB|               null|               null|            null|3836570273|jdesnoyersabc6|chief meteorologi...|      Providence, RI|       true|           3743|         1091|          56|           31024|       26502|Thu Oct 01 20:26:...|   https://pbs.twimg...|[Bitter, HookC]|         reply|       false|               true|                   true|      false|           false|      not_influencer| News_Journalist|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+-------------------+-------------------+----------------+----------+--------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+---------------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------------+"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user_2.limit(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e7c923c-4f79-485b-a791-486507113f46",
   "metadata": {},
   "source": [
    "### Analyzing original tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "ce02078b-1949-4222-ab10-2a099c46829d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/plain": [
       "272498"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user_2_origt=twitter_df4_ver_user_2.filter(col('tweet_type')=='original_tweet')\n",
    "twitter_df4_ver_user_2_origt.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "690bebe3-4a01-4959-96bc-1169a0bdbea0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border='1'>\n",
       "<tr><th>id</th><th>created_at</th><th>text</th><th>tweet_text</th><th>tweet_coordinates</th><th>tweet_country</th><th>tweet_country_code</th><th>tweet_place_full_name</th><th>tweet_place_type</th><th>is_reply</th><th>is_quote</th><th>is_retweeted</th><th>reply_count</th><th>quote_count</th><th>retweet_count</th><th>favorite_count</th><th>rp_original_id</th><th>rp_user_id</th><th>rp_original_user</th><th>qu_original_id</th><th>rt_original_id</th><th>rt_original_user</th><th>account_id</th><th>account_name</th><th>account_description</th><th>account_location</th><th>is_verified</th><th>total_followers</th><th>total_friends</th><th>total_listed</th><th>total_favourites</th><th>total_tweets</th><th>account_created_at</th><th>account_profile_picture</th><th>hashtags</th><th>tweet_type</th><th>is_user_govt</th><th>is_user_news_outlet</th><th>is_user_news_journalist</th><th>is_user_edu</th><th>is_user_research</th><th>is_influencer</th><th>user_type</th></tr>\n",
       "<tr><td>1539336371936051200</td><td>Tue Jun 21 19:56:...</td><td>One of Louisiana&#x27;...</td><td>one of louisiana&#x27;...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>44426926</td><td>FOX8NOLA</td><td>wvue - fox 8 is y...</td><td>New Orleans</td><td>true</td><td>217913</td><td>2853</td><td>1241</td><td>1350</td><td>207940</td><td>Wed Jun 03 18:57:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1539336550730842115</td><td>Tue Jun 21 19:56:...</td><td>.@JimGrossmanAHA ...</td><td>.@jimgrossmanaha ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>76944176</td><td>AHAhistorians</td><td>the american hist...</td><td>Washington, D.C.</td><td>true</td><td>55451</td><td>2362</td><td>1105</td><td>8000</td><td>32842</td><td>Thu Sep 24 13:54:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
       "<tr><td>1539336614966599681</td><td>Tue Jun 21 19:57:...</td><td>Graduation 2022: ...</td><td>graduation 2022: ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16477702</td><td>syracusedotcom</td><td>syracuse and cent...</td><td>Syracuse, NY</td><td>true</td><td>102116</td><td>589</td><td>829</td><td>190</td><td>227817</td><td>Sat Sep 27 00:17:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1539336871049846784</td><td>Tue Jun 21 19:58:...</td><td>New York families...</td><td>new york families...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1668256296</td><td>wealth</td><td>helping you manag...</td><td>null</td><td>true</td><td>80526</td><td>1530</td><td>895</td><td>185</td><td>28156</td><td>Tue Aug 13 16:57:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1527065374851743745</td><td>Wed May 18 23:15:...</td><td>🎓 The @SamChampi...</td><td>🎓 the @samchampi...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>72585833</td><td>BoerneISD</td><td>award-winning sch...</td><td>Boerne, TX</td><td>true</td><td>6366</td><td>377</td><td>93</td><td>24375</td><td>20355</td><td>Tue Sep 08 15:52:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>true</td><td>false</td><td>true</td><td>false</td><td>micro_influencer</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1527065651810078720</td><td>Wed May 18 23:16:...</td><td>Day 1 of State Tr...</td><td>day 1 of state tr...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>743900947</td><td>NicoleWeavingTV</td><td>jersey girl | pro...</td><td>Lincoln, NE</td><td>true</td><td>1163</td><td>1108</td><td>12</td><td>20860</td><td>8022</td><td>Tue Aug 07 22:42:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>true</td><td>true</td><td>true</td><td>not_influencer</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1530319226434723840</td><td>Fri May 27 22:45:...</td><td>Texas School Shoo...</td><td>texas school shoo...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>22630309</td><td>InsideEdition</td><td>inside edition is...</td><td>null</td><td>true</td><td>89968</td><td>721</td><td>603</td><td>7446</td><td>59806</td><td>Tue Mar 03 14:49:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Outlet</td></tr>\n",
       "<tr><td>1530319227332317185</td><td>Fri May 27 22:45:...</td><td>After a gunman ki...</td><td>after a gunman ki...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8940342</td><td>HoustonChron</td><td>news headlines an...</td><td>Houston, TX</td><td>true</td><td>669193</td><td>156</td><td>5231</td><td>444</td><td>307465</td><td>Mon Sep 17 22:42:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>true</td><td>true</td><td>false</td><td>false</td><td>social_media_infl...</td><td>News_Journalist</td></tr>\n",
       "<tr><td>1530319424510513154</td><td>Fri May 27 22:45:...</td><td>Glorious. A press...</td><td>glorious. a press...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>108557666</td><td>ClaraDFMarques</td><td>columnist  editor...</td><td>Singapore</td><td>true</td><td>5637</td><td>781</td><td>138</td><td>5546</td><td>8119</td><td>Tue Jan 26 09:15:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>false</td><td>false</td><td>true</td><td>false</td><td>false</td><td>micro_influencer</td><td>News_Journalist</td></tr>\n",
       "<tr><td>1530319692539338752</td><td>Fri May 27 22:47:...</td><td>Live updates: Tex...</td><td>live updates: tex...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>24963237</td><td>Matt_Kiser</td><td>bespoke political...</td><td>Seattle, WA</td><td>true</td><td>13348</td><td>1637</td><td>428</td><td>9813</td><td>788</td><td>Tue Mar 17 21:52:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td><td>true</td><td>true</td><td>false</td><td>false</td><td>false</td><td>micro_influencer</td><td>Government</td></tr>\n",
       "</table>\n"
      ],
      "text/plain": [
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+--------------+--------------+----------------+----------+---------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------------+\n",
       "|                 id|          created_at|                text|          tweet_text|tweet_coordinates|tweet_country|tweet_country_code|tweet_place_full_name|tweet_place_type|is_reply|is_quote|is_retweeted|reply_count|quote_count|retweet_count|favorite_count|rp_original_id|rp_user_id|rp_original_user|qu_original_id|rt_original_id|rt_original_user|account_id|   account_name| account_description|account_location|is_verified|total_followers|total_friends|total_listed|total_favourites|total_tweets|  account_created_at|account_profile_picture|hashtags|    tweet_type|is_user_govt|is_user_news_outlet|is_user_news_journalist|is_user_edu|is_user_research|       is_influencer|       user_type|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+--------------+--------------+----------------+----------+---------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------------+\n",
       "|1539336371936051200|Tue Jun 21 19:56:...|One of Louisiana'...|one of louisiana'...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|  44426926|       FOX8NOLA|wvue - fox 8 is y...|     New Orleans|       true|         217913|         2853|        1241|            1350|      207940|Wed Jun 03 18:57:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|     News_Outlet|\n",
       "|1539336550730842115|Tue Jun 21 19:56:...|.@JimGrossmanAHA ...|.@jimgrossmanaha ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|  76944176|  AHAhistorians|the american hist...|Washington, D.C.|       true|          55451|         2362|        1105|            8000|       32842|Thu Sep 24 13:54:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                  false|      false|           false|social_media_infl...|      Influencer|\n",
       "|1539336614966599681|Tue Jun 21 19:57:...|Graduation 2022: ...|graduation 2022: ...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|  16477702| syracusedotcom|syracuse and cent...|    Syracuse, NY|       true|         102116|          589|         829|             190|      227817|Sat Sep 27 00:17:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|     News_Outlet|\n",
       "|1539336871049846784|Tue Jun 21 19:58:...|New York families...|new york families...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|1668256296|         wealth|helping you manag...|            null|       true|          80526|         1530|         895|             185|       28156|Tue Aug 13 16:57:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|     News_Outlet|\n",
       "|1527065374851743745|Wed May 18 23:15:...|🎓 The @SamChampi...|🎓 the @samchampi...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|  72585833|      BoerneISD|award-winning sch...|      Boerne, TX|       true|           6366|          377|          93|           24375|       20355|Tue Sep 08 15:52:...|   https://pbs.twimg...|      []|original_tweet|        true|               true|                  false|       true|           false|    micro_influencer|Educational_Inst|\n",
       "|1527065651810078720|Wed May 18 23:16:...|Day 1 of State Tr...|day 1 of state tr...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null| 743900947|NicoleWeavingTV|jersey girl | pro...|     Lincoln, NE|       true|           1163|         1108|          12|           20860|        8022|Tue Aug 07 22:42:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                   true|       true|            true|      not_influencer|Educational_Inst|\n",
       "|1530319226434723840|Fri May 27 22:45:...|Texas School Shoo...|texas school shoo...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|  22630309|  InsideEdition|inside edition is...|            null|       true|          89968|          721|         603|            7446|       59806|Tue Mar 03 14:49:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                  false|      false|           false|social_media_infl...|     News_Outlet|\n",
       "|1530319227332317185|Fri May 27 22:45:...|After a gunman ki...|after a gunman ki...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|   8940342|   HoustonChron|news headlines an...|     Houston, TX|       true|         669193|          156|        5231|             444|      307465|Mon Sep 17 22:42:...|   https://pbs.twimg...|      []|original_tweet|       false|               true|                   true|      false|           false|social_media_infl...| News_Journalist|\n",
       "|1530319424510513154|Fri May 27 22:45:...|Glorious. A press...|glorious. a press...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null| 108557666| ClaraDFMarques|columnist  editor...|       Singapore|       true|           5637|          781|         138|            5546|        8119|Tue Jan 26 09:15:...|   https://pbs.twimg...|      []|original_tweet|       false|              false|                   true|      false|           false|    micro_influencer| News_Journalist|\n",
       "|1530319692539338752|Fri May 27 22:47:...|Live updates: Tex...|live updates: tex...|             null|         null|              null|                 null|            null|   false|   false|            |          0|          0|            0|             0|          null|      null|            null|          null|          null|            null|  24963237|     Matt_Kiser|bespoke political...|     Seattle, WA|       true|          13348|         1637|         428|            9813|         788|Tue Mar 17 21:52:...|   https://pbs.twimg...|      []|original_tweet|        true|               true|                  false|      false|           false|    micro_influencer|      Government|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+--------------+--------------+----------------+----------+---------------+--------------------+----------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+--------------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------------+"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user_2_origt.limit(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "ed644129-4ec7-405c-87d1-3d28fdb4de69",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "type_tweets=twitter_df4_ver_user_2_origt.select('user_type').groupBy('user_type').count().orderBy(col('count').desc()).limit(10).toPandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "b4e08cf1-6c2b-4566-b943-f8be03375d51",
   "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>user_type</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>News_Outlet</td>\n",
       "      <td>109477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Educational_Inst</td>\n",
       "      <td>56283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Government</td>\n",
       "      <td>39593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>News_Journalist</td>\n",
       "      <td>26235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Influencer</td>\n",
       "      <td>15526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Micro_Influencer</td>\n",
       "      <td>15256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Research_Inst</td>\n",
       "      <td>6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Others</td>\n",
       "      <td>4128</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          user_type   count\n",
       "0       News_Outlet  109477\n",
       "1  Educational_Inst   56283\n",
       "2        Government   39593\n",
       "3   News_Journalist   26235\n",
       "4        Influencer   15526\n",
       "5  Micro_Influencer   15256\n",
       "6     Research_Inst    6000\n",
       "7            Others    4128"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type_tweets"
   ]
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   "source": [
    "sns.set_style(\"white\")\n",
    "pastel_blue = sns.light_palette(\"skyblue\", input=\"rgb\", n_colors=8,reverse=True)\n",
    "sns.set_palette(pastel_blue)\n",
    "\n",
    "_, axes = plt.subplots(nrows=1, ncols=1, figsize=(10, 4))\n",
    "#sns.barplot(x='tweet_type',data=num_tweets, ax=axes, palette='pastel',order=num_tweets['count'].value_counts().index)\n",
    "\n",
    "sns.barplot(x=\"user_type\", y=\"count\", data=type_tweets, palette=pastel_blue)\n",
    "\n",
    "x_labels=['News Outlets','Educational Institutes','Govt Institutes','News Journalists','Social Media Influencers','Micro Influencers','NPOs/Research','Others']\n",
    "axes.set_xticklabels(x_labels)\n",
    "\n",
    "for p in axes.patches:\n",
    "    axes.annotate(\"%.0f\" % p.get_height(), (p.get_x() + p.get_width() / 2., p.get_height()),\n",
    "                ha='center', va='center', fontsize=11, color='gray', xytext=(0, 10),\n",
    "                textcoords='offset points')\n",
    "\n",
    "plt.title('Most Active Verified User Types - Original tweets')\n",
    "plt.xlabel('User Types')\n",
    "plt.ylabel('No. of Original Tweets')\n",
    "\n",
    "sns.despine()\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6ed27bc0-6e57-4085-9481-1d939e342066",
   "metadata": {
    "tags": []
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   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "acc_tweet=twitter_df4_ver_user_2_origt.select('account_id','account_name','user_type').groupBy('account_id','account_name','user_type').count().orderBy(col('count').desc()).limit(10).toPandas()\n"
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   "cell_type": "code",
   "execution_count": 16,
   "id": "a23c4375-4a80-41e8-8722-6fb0d970e854",
   "metadata": {},
   "outputs": [],
   "source": [
    "acc_tweet.to_csv('acc_tweet.csv')"
   ]
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   "cell_type": "code",
   "execution_count": 18,
   "id": "17fe7e50-96bb-48fb-92c8-6a540db96671",
   "metadata": {},
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       "8     1367531          FoxNews       News_Outlet    358\n",
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      "text/plain": [
       "<Figure size 900x700 with 1 Axes>"
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     "metadata": {},
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   "source": [
    "sns.set_style(\"white\")\n",
    "\n",
    "_, axes = plt.subplots(nrows=1, ncols=1, figsize=(9, 7))\n",
    "#sns.barplot(x='tweet_type',data=num_tweets, ax=axes, palette='pastel',order=num_tweets['count'].value_counts().index)\n",
    "\n",
    "sns.barplot(x=\"account_name\", y=\"count\", data=acc_tweet, palette=\"pastel\",hue)\n",
    "\n",
    "#axes.set_xticklabels(x_labels)\n",
    "\n",
    "plt.title('Most Active Verified Users - New tTweets')\n",
    "plt.xlabel('Verified Users')\n",
    "plt.ylabel('No. of New Tweets')\n",
    "\n",
    "sns.despine()\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
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   "execution_count": 28,
   "id": "30eee34e-0cc2-468a-8457-fa00c7e27b0e",
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     "metadata": {},
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   ],
   "source": [
    "sns.set_style(\"white\")\n",
    "pastel_blue = sns.light_palette(\"skyblue\", input=\"rgb\", n_colors=10,reverse=True)\n",
    "sns.set_palette(pastel_blue)\n",
    "\n",
    "\n",
    "_, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 4))\n",
    "\n",
    "sns.barplot(y=\"account_name\", x=\"count\", data=acc_tweet, orient='h')\n",
    "\n",
    "# for p in axes.patches:\n",
    "#     axes.annotate(\"%.0f\" % p.get_height(), (p.get_x() + p.get_width() / 2., p.get_height()),\n",
    "#                 ha='center', va='center', fontsize=11, color='gray', xytext=(0, 10),\n",
    "#                 textcoords='offset points')\n",
    "\n",
    "for p in axes.patches:\n",
    "    width = p.get_width()\n",
    "    axes.annotate('{:.0f}'.format(width), xy=(width, p.get_y() + p.get_height() / 2),\n",
    "                xytext=(3, 0), textcoords='offset points', ha='left', va='center')\n",
    "\n",
    "\n",
    "plt.title('Most Active Verified Users - Original Tweets')\n",
    "\n",
    "plt.xlabel('No. of Tweets')\n",
    "plt.ylabel('Verified Users')\n",
    "\n",
    "\n",
    "sns.despine()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e120df91-ca73-499e-8646-067f6aa4b544",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "aef4c519-69e1-4878-b5ad-5cd393def9d6",
   "metadata": {},
   "source": [
    "### Analyzing Retweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "d07a57a1-a5a9-4e42-8d32-fb6ae7ec3646",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
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       "<tr><td>1530319200690098178</td><td>Fri May 27 22:45:...</td><td>RT @thenewsoncnbc...</td><td>coming up on the ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1530304006786097154</td><td>thenewsoncnbc</td><td>61539521</td><td>The_FineMan</td><td>tweeting news + i...</td><td>New York City</td><td>true</td><td>2391</td><td>2279</td><td>44</td><td>13981</td><td>27813</td><td>Thu Jul 30 17:06:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>true</td><td>false</td><td>true</td><td>false</td><td>not_influencer</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1530319602697351172</td><td>Fri May 27 22:46:...</td><td>RT @HoustonChron:...</td><td>after a gunman ki...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1530319227332317185</td><td>HoustonChron</td><td>2293485607</td><td>NRMoyle</td><td>texas longhorns b...</td><td>Austin, TX</td><td>true</td><td>2575</td><td>943</td><td>145</td><td>13636</td><td>46372</td><td>Wed Jan 15 22:39:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>true</td><td>false</td><td>true</td><td>false</td><td>not_influencer</td><td>Educational_Inst</td></tr>\n",
       "<tr><td>1530319711346511872</td><td>Fri May 27 22:47:...</td><td>RT @AkiresHenri: ...</td><td>@lowkeyuhtn as a ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1530111696781680642</td><td>AkiresHenri</td><td>15726053</td><td>LowKeyUHTN</td><td>http://dussepaloo...</td><td>White Tee Shopping</td><td>true</td><td>68805</td><td>4375</td><td>728</td><td>1338</td><td>415113</td><td>Mon Aug 04 18:51:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td><td>false</td><td>false</td><td>false</td><td>false</td><td>false</td><td>social_media_infl...</td><td>Influencer</td></tr>\n",
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      "text/plain": [
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+-------------------+-------------------+----------------+----------+------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+----------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------------+\n",
       "|                 id|          created_at|                text|          tweet_text|tweet_coordinates|tweet_country|tweet_country_code|tweet_place_full_name|tweet_place_type|is_reply|is_quote|is_retweeted|reply_count|quote_count|retweet_count|favorite_count|rp_original_id|rp_user_id|rp_original_user|     qu_original_id|     rt_original_id|rt_original_user|account_id|account_name| account_description|    account_location|is_verified|total_followers|total_friends|total_listed|total_favourites|total_tweets|  account_created_at|account_profile_picture|hashtags|tweet_type|is_user_govt|is_user_news_outlet|is_user_news_journalist|is_user_edu|is_user_research|       is_influencer|       user_type|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+-------------------+-------------------+----------------+----------+------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+----------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------------+\n",
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       "|1539336083649048577|Tue Jun 21 19:54:...|RT @JasonBedrick:...|@wajahatali what ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|               null|1539289355449028608|    JasonBedrick|    640893|  EWErickson|you can listen ev...|         Atlanta, GA|       true|         205722|         2700|        4633|            1384|       14273|Mon Jan 15 22:54:...|   https://pbs.twimg...|      []|   retweet|       false|              false|                  false|      false|           false|social_media_infl...|      Influencer|\n",
       "|1539336297814319104|Tue Jun 21 19:55:...|RT @itsSpencerBro...|scotus handed a b...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|               null|1539328635613630464| itsSpencerBrown|  48459553|KatiePavlich|proud american wo...|On Instagram/Off ...|       true|         947092|         2009|        4472|           18188|       55802|Thu Jun 18 19:29:...|   https://pbs.twimg...|      []|   retweet|       false|              false|                  false|      false|           false|social_media_infl...|      Influencer|\n",
       "|1539336562814623745|Tue Jun 21 19:56:...|RT @FOX8NOLA: One...|one of louisiana'...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|               null|1539336371936051200|        FOX8NOLA|  30950114|jessecbrooks|digital content p...|     New Orleans, LA|       true|           3442|         1741|          71|           46045|       82432|Mon Apr 13 20:23:...|   https://pbs.twimg...|      []|   retweet|       false|              false|                   true|      false|           false|      not_influencer| News_Journalist|\n",
       "|1527065287517937664|Wed May 18 23:15:...|RT @Tjonesonthenb...|played against gr...|             null|         null|              null|                 null|            null|   false|    true|          RT|          0|          0|            0|             0|          null|      null|            null|1526583312638259201|1527021749052657665|  Tjonesonthenba| 291227103|   Jacko2544|13 year pro baske...|    Philadelphia, PA|       true|           5893|          355|          74|            4754|        4001|Sun May 01 17:18:...|   https://pbs.twimg...|      []|   retweet|       false|               true|                   true|       true|           false|    micro_influencer|Educational_Inst|\n",
       "|1527065966894624774|Wed May 18 23:17:...|RT @ChalkbeatNY: ...|will expanding ‘g...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|               null|1527063750116790272|     ChalkbeatNY|  20079575|     the_zim|new york bureau c...|       New York City|       true|           4077|         1878|         189|            2735|       10165|Wed Feb 04 18:55:...|   https://pbs.twimg...|      []|   retweet|       false|               true|                   true|       true|           false|      not_influencer|Educational_Inst|\n",
       "|1527065971806150657|Wed May 18 23:17:...|RT @brownosaurusr...|how much trauma d...|             null|         null|              null|                 null|            null|   false|    true|          RT|          0|          0|            0|             0|          null|      null|            null|1526977426861039624|1527064314670206977| brownosaurusrex|1000899020|  nandelabra|writer | bylines ...|               Texas|       true|           7842|         1008|         110|          347060|      320553|Mon Dec 10 04:28:...|   https://pbs.twimg...|      []|   retweet|       false|               true|                   true|      false|           false|    micro_influencer| News_Journalist|\n",
       "|1530319200690098178|Fri May 27 22:45:...|RT @thenewsoncnbc...|coming up on the ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|               null|1530304006786097154|   thenewsoncnbc|  61539521| The_FineMan|tweeting news + i...|       New York City|       true|           2391|         2279|          44|           13981|       27813|Thu Jul 30 17:06:...|   https://pbs.twimg...|      []|   retweet|       false|               true|                  false|       true|           false|      not_influencer|Educational_Inst|\n",
       "|1530319602697351172|Fri May 27 22:46:...|RT @HoustonChron:...|after a gunman ki...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|               null|1530319227332317185|    HoustonChron|2293485607|     NRMoyle|texas longhorns b...|          Austin, TX|       true|           2575|          943|         145|           13636|       46372|Wed Jan 15 22:39:...|   https://pbs.twimg...|      []|   retweet|       false|               true|                  false|       true|           false|      not_influencer|Educational_Inst|\n",
       "|1530319711346511872|Fri May 27 22:47:...|RT @AkiresHenri: ...|@lowkeyuhtn as a ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|               null|1530111696781680642|     AkiresHenri|  15726053|  LowKeyUHTN|http://dussepaloo...|  White Tee Shopping|       true|          68805|         4375|         728|            1338|      415113|Mon Aug 04 18:51:...|   https://pbs.twimg...|      []|   retweet|       false|              false|                  false|      false|           false|social_media_infl...|      Influencer|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+-------------------+-------------------+----------------+----------+------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+----------+------------+-------------------+-----------------------+-----------+----------------+--------------------+----------------+"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_ver_user_2_retweet=twitter_df4_ver_user_2.filter(col('tweet_type')=='retweet')\n",
    "twitter_df4_ver_user_2_retweet.limit(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "1689a37d-2418-4c89-8b41-d500991de4fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "type_retweets=twitter_df4_ver_user_2_retweet.select('user_type').groupBy('user_type').count().orderBy(col('count').desc()).limit(10).toPandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "852fee45-6d1b-4ff0-97f2-b39a21b13c96",
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   "execution_count": 70,
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    "sns.set_style(\"white\")\n",
    "pastel_blue = sns.light_palette(\"skyblue\", input=\"rgb\", n_colors=8,reverse=True)\n",
    "sns.set_palette(pastel_blue)\n",
    "\n",
    "_, axes = plt.subplots(nrows=1, ncols=1, figsize=(10, 4))\n",
    "#sns.barplot(x='tweet_type',data=num_tweets, ax=axes, palette='pastel',order=num_tweets['count'].value_counts().index)\n",
    "\n",
    "sns.barplot(x=\"user_type\", y=\"count\", data=type_retweets, palette=pastel_blue)\n",
    "\n",
    "#axes.set_xticklabels(x_labels)\n",
    "\n",
    "x_labels=['Educational Institutes','News Journalists','News Outlets'\n",
    "          ,'Govt Institutes','Micro Influencers','Social Media Influencers','Others','NPOs/Research']\n",
    "\n",
    "axes.set_xticklabels(x_labels)\n",
    "\n",
    "for p in axes.patches:\n",
    "    axes.annotate(\"%.0f\" % p.get_height(), (p.get_x() + p.get_width() / 2., p.get_height()),\n",
    "                ha='center', va='center', fontsize=11, color='gray', xytext=(0, 10),\n",
    "                textcoords='offset points')\n",
    "\n",
    "\n",
    "plt.title('Most Active Verified User Types - Retweets')\n",
    "plt.xlabel('User Types')\n",
    "plt.ylabel('No. of Retweets')\n",
    "\n",
    "sns.despine()\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
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     "text": [
      "                                                                                \r"
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   "source": [
    "acc_retweets=twitter_df4_ver_user_2_retweet.select('account_id','account_name','user_type').groupBy('account_id','account_name','user_type').count().orderBy(col('count').desc()).limit(10).toPandas()"
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   "execution_count": 26,
   "id": "4dc10268-bc80-4beb-bcc5-e8d1fa580243",
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   "source": [
    "sns.set_style(\"white\")\n",
    "\n",
    "_, axes = plt.subplots(nrows=1, ncols=1, figsize=(9, 7))\n",
    "#sns.barplot(x='tweet_type',data=num_tweets, ax=axes, palette='pastel',order=num_tweets['count'].value_counts().index)\n",
    "\n",
    "sns.barplot(x=\"account_name\", y=\"count\", data=acc_retweets, palette=\"pastel\")\n",
    "\n",
    "#axes.set_xticklabels(x_labels)\n",
    "\n",
    "plt.title('Most Active Verified Users - Retweets')\n",
    "plt.xlabel('Verified Users')\n",
    "plt.ylabel('No. of Retweets')\n",
    "\n",
    "sns.despine()\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "plt.show()\n",
    "\n"
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  },
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   "cell_type": "code",
   "execution_count": 29,
   "id": "1a2937d9-07dc-4697-991d-40992e71abcf",
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      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"white\")\n",
    "pastel_blue = sns.light_palette(\"skyblue\", input=\"rgb\", n_colors=10,reverse=True)\n",
    "sns.set_palette(pastel_blue)\n",
    "\n",
    "\n",
    "_, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 4))\n",
    "\n",
    "sns.barplot(y=\"account_name\", x=\"count\", data=acc_retweets, orient='h')\n",
    "\n",
    "# for p in axes.patches:\n",
    "#     axes.annotate(\"%.0f\" % p.get_height(), (p.get_x() + p.get_width() / 2., p.get_height()),\n",
    "#                 ha='center', va='center', fontsize=11, color='gray', xytext=(0, 10),\n",
    "#                 textcoords='offset points')\n",
    "\n",
    "for p in axes.patches:\n",
    "    width = p.get_width()\n",
    "    axes.annotate('{:.0f}'.format(width), xy=(width, p.get_y() + p.get_height() / 2),\n",
    "                xytext=(3, 0), textcoords='offset points', ha='left', va='center')\n",
    "\n",
    "\n",
    "plt.title('Most Active Verified Users - Retweets')\n",
    "\n",
    "plt.xlabel('No. of Retweets')\n",
    "plt.ylabel('Verified Users')\n",
    "\n",
    "\n",
    "sns.despine()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dc26aba-9267-4e6c-960e-bb67f0f2426b",
   "metadata": {},
   "source": [
    "### Most Retweeted Accounts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "1b4fa07e-5c05-4850-b6b1-1d46014058a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
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       "<tr><td>1566378745539469312</td><td>Sun Sep 04 10:52:...</td><td>@jenqissante ! 🧚...</td><td>@jenqissante ! 🧚...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>true</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1566373182810234882</td><td>1547185772708909056</td><td>jenqissante</td><td>1496397166339932162</td><td>null</td><td>null</td><td>1307586299893702656</td><td>PaperupPh</td><td>more than 1k+ wor...</td><td>10AM-10PM</td><td>false</td><td>520</td><td>182</td><td>2</td><td>95</td><td>820</td><td>Sun Sep 20 07:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>quote</td></tr>\n",
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       "<tr><td>1566378775038029824</td><td>Sun Sep 04 10:52:...</td><td>@sachi04100 ! 🧚 ...</td><td>@sachi04100 ! 🧚 ...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>true</td><td>true</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>1566060522809675776</td><td>1555157163072712704</td><td>sachi04100</td><td>1496397166339932162</td><td>null</td><td>null</td><td>1307586299893702656</td><td>PaperupPh</td><td>more than 1k+ wor...</td><td>10AM-10PM</td><td>false</td><td>520</td><td>182</td><td>2</td><td>95</td><td>821</td><td>Sun Sep 20 07:44:...</td><td>https://pbs.twimg...</td><td>[]</td><td>quote</td></tr>\n",
       "<tr><td>1566378776396763136</td><td>Sun Sep 04 10:52:...</td><td>RT @Kimmie219: Gu...</td><td>guess what&#x27;s back...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>true</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>1566173018178609155</td><td>1566217351674171393</td><td>Kimmie219</td><td>1556987805678682112</td><td>MsGerner_3</td><td>✨3rd Grade teache...</td><td>NJ</td><td>false</td><td>259</td><td>387</td><td>1</td><td>2032</td><td>2362</td><td>Tue Aug 09 12:56:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1566378788845506560</td><td>Sun Sep 04 10:52:...</td><td>Today english edu...</td><td>today english edu...</td><td>null</td><td>Poland</td><td>PL</td><td>Wroclaw, Poland</td><td>city</td><td>false</td><td>false</td><td></td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1464093317965230080</td><td>BabichZarzycka</td><td>Aristocrat</td><td>Wrocław, Polska</td><td>false</td><td>43</td><td>168</td><td>0</td><td>359</td><td>2507</td><td>Fri Nov 26 04:47:...</td><td>https://pbs.twimg...</td><td>[]</td><td>original_tweet</td></tr>\n",
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      ],
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       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+-------------------+-------------------+----------------+-------------------+---------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------------------+--------------+\n",
       "|                 id|          created_at|                text|          tweet_text|tweet_coordinates|tweet_country|tweet_country_code|tweet_place_full_name|tweet_place_type|is_reply|is_quote|is_retweeted|reply_count|quote_count|retweet_count|favorite_count|     rp_original_id|         rp_user_id|rp_original_user|     qu_original_id|     rt_original_id|rt_original_user|         account_id|   account_name| account_description|    account_location|is_verified|total_followers|total_friends|total_listed|total_favourites|total_tweets|  account_created_at|account_profile_picture|            hashtags|    tweet_type|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+-------------------+-------------------+----------------+-------------------+---------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------------------+--------------+\n",
       "|1566378682318462976|Sun Sep 04 10:52:...|RT @C_A_Graham: H...|had another conve...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566034383559065601|      C_A_Graham|          483864332|    erin_gilbey|Storyteller and 1...| Birmingham, England|      false|            442|          601|           8|           15433|        8431|Sun Feb 05 13:37:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378688698097664|Sun Sep 04 10:52:...|RT @Oludeewon: I ...|i hope you have s...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566165377796771840|       Oludeewon| 984182548791164928|       Odeshiye|♎\n",
       "...So A Child M...|               Ghana|      false|           4902|         4613|           3|          149571|       92052|Wed Apr 11 21:32:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378715709427719|Sun Sep 04 10:52:...|RT @JackPosobiec:...|breaking: @trinit...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1565431877460189189|    JackPosobiec|1558859689789644800| EuroAmerican87|American by birth...|Anywhere but here...|      false|              6|           34|           1|              50|          89|Sun Aug 14 16:54:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378716887916546|Sun Sep 04 10:52:...|RT @amishra77: Th...|the appalling con...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566378309520596993|       amishra77|1279643153474224130|Bharath12450842|One of the 900 mi...|                null|      false|            193|          502|           0|            6244|        9146|Sun Jul 05 05:09:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378724135555072|Sun Sep 04 10:52:...|RT @imzarvinnn: S...|senior high schoo...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566034947831660545|      imzarvinnn|1530893925803622401|       lvchdvmp|I'm counting on y...|      archen's heart|      false|            341|          458|           0|           11632|        5624|Sun May 29 12:49:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378734529101824|Sun Sep 04 10:52:...|RT @imzarvinnn: S...|senior high schoo...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566034947831660545|      imzarvinnn|1398282464854827012|        doyiea_|she/her          ...|                null|      false|              1|           91|           0|              59|         621|Fri May 28 14:18:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378741508734976|Sun Sep 04 10:52:...|You can also tag ...|you can also tag ...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1566378738438533120|1299666479344807937|      thxteacher|               null|               null|            null|1299666479344807937|     thxteacher|Our Teachers are ...|                null|      false|            902|           69|           1|             325|        1257|Sat Aug 29 11:13:...|   https://pbs.twimg...|[TeachersDay, Tha...|         reply|\n",
       "|1566378743710744576|Sun Sep 04 10:52:...|RT @cutedevil5934...|\"teachers play a ...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566366649912938498|   cutedevil5934| 769516988335067137|   shoaibAlam28|http://Instagram....|        Jamui, India|      false|             85|          146|           0|            1434|        5245|Sat Aug 27 12:48:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378745539469312|Sun Sep 04 10:52:...|@jenqissante ! 🧚...|@jenqissante ! 🧚...|             null|         null|              null|                 null|            null|    true|    true|            |          0|          0|            0|             0|1566373182810234882|1547185772708909056|     jenqissante|1496397166339932162|               null|            null|1307586299893702656|      PaperupPh|more than 1k+ wor...|           10AM-10PM|      false|            520|          182|           2|              95|         820|Sun Sep 20 07:44:...|   https://pbs.twimg...|                  []|         quote|\n",
       "|1566378750090027008|Sun Sep 04 10:52:...|RT @SethAbramson:...|like... one of hi...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566236400785264640|    SethAbramson|1269070500082450437|   ResisterNell|Activist, #Resist...|           Kentucky |      false|           9745|        10379|          16|          463255|      333552|Sat Jun 06 00:57:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378757585248257|Sun Sep 04 10:52:...|@MayraFlores2022 ...|@mayraflores2022 ...|             null|         null|              null|                 null|            null|    true|   false|            |          0|          0|            0|             0|1566050202410164224|           89469296| MayraFlores2022|               null|               null|            null|          190656345|     bmhochberg|Retired from IT. ...|        Marlboro, NJ|      false|            274|          147|           2|            2279|       13104|Tue Sep 14 14:24:...|   https://pbs.twimg...|                  []|         reply|\n",
       "|1566378766691188736|Sun Sep 04 10:52:...|RT @divbyzero: My...|my son, a first-y...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|               null|               null|            null|               null|1566198145897451521|       divbyzero|         2656346922|     FraserProf|academic economis...|Birmingham/Leicester|      false|            454|          433|           2|           15686|       10789|Fri Jul 18 09:49:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378775038029824|Sun Sep 04 10:52:...|@sachi04100 ! 🧚 ...|@sachi04100 ! 🧚 ...|             null|         null|              null|                 null|            null|    true|    true|            |          0|          0|            0|             0|1566060522809675776|1555157163072712704|      sachi04100|1496397166339932162|               null|            null|1307586299893702656|      PaperupPh|more than 1k+ wor...|           10AM-10PM|      false|            520|          182|           2|              95|         821|Sun Sep 20 07:44:...|   https://pbs.twimg...|                  []|         quote|\n",
       "|1566378776396763136|Sun Sep 04 10:52:...|RT @Kimmie219: Gu...|guess what's back...|             null|         null|              null|                 null|            null|   false|    true|          RT|          0|          0|            0|             0|               null|               null|            null|1566173018178609155|1566217351674171393|       Kimmie219|1556987805678682112|     MsGerner_3|✨3rd Grade teache...|                  NJ|      false|            259|          387|           1|            2032|        2362|Tue Aug 09 12:56:...|   https://pbs.twimg...|                  []|       retweet|\n",
       "|1566378788845506560|Sun Sep 04 10:52:...|Today english edu...|today english edu...|             null|       Poland|                PL|      Wroclaw, Poland|            city|   false|   false|            |          0|          0|            0|             0|               null|               null|            null|               null|               null|            null|1464093317965230080| BabichZarzycka|          Aristocrat|     Wrocław, Polska|      false|             43|          168|           0|             359|        2507|Fri Nov 26 04:47:...|   https://pbs.twimg...|                  []|original_tweet|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+-------------------+-------------------+----------------+-------------------+-------------------+----------------+-------------------+---------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------------------+--------------+"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4.limit(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "50c194fd-b6eb-4563-91e3-96f4be4aa556",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
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       "<tr><td>1566378716887916546</td><td>Sun Sep 04 10:52:...</td><td>RT @amishra77: Th...</td><td>the appalling con...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1566378309520596993</td><td>amishra77</td><td>1279643153474224130</td><td>Bharath12450842</td><td>One of the 900 mi...</td><td>null</td><td>false</td><td>193</td><td>502</td><td>0</td><td>6244</td><td>9146</td><td>Sun Jul 05 05:09:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
       "<tr><td>1566378724135555072</td><td>Sun Sep 04 10:52:...</td><td>RT @imzarvinnn: S...</td><td>senior high schoo...</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>false</td><td>false</td><td>RT</td><td>0</td><td>0</td><td>0</td><td>0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1566034947831660545</td><td>imzarvinnn</td><td>1530893925803622401</td><td>lvchdvmp</td><td>I&#x27;m counting on y...</td><td>archen&#x27;s heart</td><td>false</td><td>341</td><td>458</td><td>0</td><td>11632</td><td>5624</td><td>Sun May 29 12:49:...</td><td>https://pbs.twimg...</td><td>[]</td><td>retweet</td></tr>\n",
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       "|                 id|          created_at|                text|          tweet_text|tweet_coordinates|tweet_country|tweet_country_code|tweet_place_full_name|tweet_place_type|is_reply|is_quote|is_retweeted|reply_count|quote_count|retweet_count|favorite_count|rp_original_id|rp_user_id|rp_original_user|qu_original_id|     rt_original_id|rt_original_user|         account_id|   account_name| account_description|    account_location|is_verified|total_followers|total_friends|total_listed|total_favourites|total_tweets|  account_created_at|account_profile_picture|hashtags|tweet_type|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+--------------+-------------------+----------------+-------------------+---------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+----------+\n",
       "|1566378682318462976|Sun Sep 04 10:52:...|RT @C_A_Graham: H...|had another conve...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|          null|1566034383559065601|      C_A_Graham|          483864332|    erin_gilbey|Storyteller and 1...| Birmingham, England|      false|            442|          601|           8|           15433|        8431|Sun Feb 05 13:37:...|   https://pbs.twimg...|      []|   retweet|\n",
       "|1566378688698097664|Sun Sep 04 10:52:...|RT @Oludeewon: I ...|i hope you have s...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|          null|1566165377796771840|       Oludeewon| 984182548791164928|       Odeshiye|♎\n",
       "...So A Child M...|               Ghana|      false|           4902|         4613|           3|          149571|       92052|Wed Apr 11 21:32:...|   https://pbs.twimg...|      []|   retweet|\n",
       "|1566378715709427719|Sun Sep 04 10:52:...|RT @JackPosobiec:...|breaking: @trinit...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|          null|1565431877460189189|    JackPosobiec|1558859689789644800| EuroAmerican87|American by birth...|Anywhere but here...|      false|              6|           34|           1|              50|          89|Sun Aug 14 16:54:...|   https://pbs.twimg...|      []|   retweet|\n",
       "|1566378716887916546|Sun Sep 04 10:52:...|RT @amishra77: Th...|the appalling con...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|          null|1566378309520596993|       amishra77|1279643153474224130|Bharath12450842|One of the 900 mi...|                null|      false|            193|          502|           0|            6244|        9146|Sun Jul 05 05:09:...|   https://pbs.twimg...|      []|   retweet|\n",
       "|1566378724135555072|Sun Sep 04 10:52:...|RT @imzarvinnn: S...|senior high schoo...|             null|         null|              null|                 null|            null|   false|   false|          RT|          0|          0|            0|             0|          null|      null|            null|          null|1566034947831660545|      imzarvinnn|1530893925803622401|       lvchdvmp|I'm counting on y...|      archen's heart|      false|            341|          458|           0|           11632|        5624|Sun May 29 12:49:...|   https://pbs.twimg...|      []|   retweet|\n",
       "+-------------------+--------------------+--------------------+--------------------+-----------------+-------------+------------------+---------------------+----------------+--------+--------+------------+-----------+-----------+-------------+--------------+--------------+----------+----------------+--------------+-------------------+----------------+-------------------+---------------+--------------------+--------------------+-----------+---------------+-------------+------------+----------------+------------+--------------------+-----------------------+--------+----------+"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twitter_df4_rt_all=twitter_df4.filter(col('is_retweeted')=='RT')\n",
    "twitter_df4_rt_all.limit(5)"
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  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "58265a8a-a1ab-45f6-9e88-2a439630c731",
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     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "acc_retweets_all=twitter_df4_rt_all\\\n",
    ".select('rt_original_id','rt_original_user','is_verified')\\\n",
    ".groupBy('rt_original_id','rt_original_user','is_verified').count().orderBy(col('count').desc()).limit(10).toPandas()"
   ]
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   "cell_type": "code",
   "execution_count": 38,
   "id": "50473b63-09f5-414d-8289-8c73ff00151c",
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       "        rt_original_id rt_original_user  is_verified  count\n",
       "0  1540348043328999424         thenyjew        False  26661\n",
       "1  1530236616777900034   JessMcMasterKC        False  20642\n",
       "2  1530026277373100033   davenewworld_2        False  19967\n",
       "3  1529217542153199616      MoneyMiaaaa        False  19306\n",
       "4  1613670054859804672           Travon        False  17380\n",
       "5  1540338968490819584     LBJs_Johnson        False  16584\n",
       "6  1524559937942212608           brndxq        False  15924\n",
       "7  1531625547104673794           Mr_JCE        False  15362\n",
       "8  1517225234578948102          javroar        False  14355\n",
       "9  1529228352523059203   ChrChristensen        False  13841"
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    "sns.set_style(\"white\")\n",
    "pastel_blue = sns.light_palette(\"skyblue\", input=\"rgb\", n_colors=10,reverse=True)\n",
    "sns.set_palette(pastel_blue)\n",
    "\n",
    "_, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 4))\n",
    "\n",
    "sns.barplot(y=\"rt_original_user\", x=\"count\", data=acc_retweets_all, orient='h')\n",
    "\n",
    "# for p in axes.patches:\n",
    "#     axes.annotate(\"%.0f\" % p.get_height(), (p.get_x() + p.get_width() / 2., p.get_height()),\n",
    "#                 ha='center', va='center', fontsize=11, color='gray', xytext=(0, 10),\n",
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    "\n",
    "for p in axes.patches:\n",
    "    width = p.get_width()\n",
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    "                xytext=(3, 0), textcoords='offset points', ha='left', va='center')\n",
    "\n",
    "\n",
    "plt.title('Number of Retweets - All Accounts')\n",
    "\n",
    "plt.xlabel('No. of Retweets')\n",
    "plt.ylabel('Verified Users')\n",
    "\n",
    "\n",
    "sns.despine()\n",
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    {
     "data": {
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       "Columns: [rt_original_id, rt_original_user, is_verified, count]\n",
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   "execution_count": 45,
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   "source": [
    "acc_retweets_all_2=twitter_df4_rt_all\\\n",
    ".select('rt_original_id','rt_original_user','is_verified')\\\n",
    ".groupBy('rt_original_id','rt_original_user','is_verified').count().orderBy(col('count').desc())"
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   "execution_count": 46,
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Stage 55:========================>                                 (3 + 4) / 7]\r"
     ]
    },
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     "text": [
      "+-------------------+----------------+-----------+-----+\n",
      "|     rt_original_id|rt_original_user|is_verified|count|\n",
      "+-------------------+----------------+-----------+-----+\n",
      "|1540348043328999424|        thenyjew|      false|26661|\n",
      "|1530236616777900034|  JessMcMasterKC|      false|20642|\n",
      "|1530026277373100033|  davenewworld_2|      false|19967|\n",
      "|1529217542153199616|     MoneyMiaaaa|      false|19306|\n",
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      "|1524559937942212608|          brndxq|      false|15924|\n",
      "|1531625547104673794|          Mr_JCE|      false|15362|\n",
      "|1517225234578948102|         javroar|      false|14355|\n",
      "|1529228352523059203|  ChrChristensen|      false|13841|\n",
      "+-------------------+----------------+-----------+-----+\n",
      "only showing top 10 rows\n",
      "\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
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   "source": [
    "acc_retweets_all_2.show(10)"
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