diff --git a/01_Billboard.ipynb b/01_Billboard.ipynb
index 779a38c..ce5ea35 100644
--- a/01_Billboard.ipynb
+++ b/01_Billboard.ipynb
@@ -2,7 +2,6 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "adequate-aurora",
    "metadata": {
     "toc": true
    },
@@ -13,7 +12,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "together-terminology",
    "metadata": {},
    "source": [
     "## Import libraries"
@@ -22,7 +20,6 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "little-prophet",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -33,7 +30,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "political-wright",
    "metadata": {},
    "source": [
     "## Store the hot-100 songs list from billboard url in a variable"
@@ -41,8 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "promotional-algorithm",
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -51,7 +46,6 @@
   },
   {
    "cell_type": "markdown",
-   "id": "indian-fossil",
    "metadata": {},
    "source": [
     "## Download html with a get request"
@@ -59,17 +53,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "civic-broad",
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "200"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
+    "get = requests.get(url)\n",
+    "get.status_code\n",
+    "\n",
     "# 200 status code means OK!"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "arbitrary-patrick",
    "metadata": {},
    "source": [
     "## Parse html (create the 'soup')"
@@ -77,15 +83,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "revised-digest",
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "soup = BeautifulSoup(get.content, \"html.parser\")"
+   ]
   },
   {
    "cell_type": "markdown",
-   "id": "damaged-watts",
    "metadata": {},
    "source": [
     "## Retrieve/extract the desired info"
@@ -93,25 +99,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "falling-chambers",
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
     "# song titles\n",
+    "song_titles = soup.find_all(\"span\", class_=\"chart-element__information__song text--truncate color--primary\")\n",
     "\n",
     "# artists\n",
+    "artists = soup.find_all(\"span\", class_=\"chart-element__information__artist text--truncate color--secondary\")\n",
     "\n",
     "# last week\n",
+    "last_week_ranks = soup.find_all(\"span\", class_= \"chart-element__meta text--center color--secondary text--last\")\n",
     "\n",
     "# peak rank\n",
+    "peak_ranks = soup.find_all(\"span\", class_= \"chart-element__meta text--center color--secondary text--peak\")\n",
     "\n",
-    "# weeks on chart\n"
+    "# weeks on chart\n",
+    "weeks_on_chart = soup.find_all(\"span\", class_= \"chart-element__meta text--center color--secondary text--week\")\n"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "employed-chemistry",
    "metadata": {},
    "source": [
     "## Get the text"
@@ -119,15 +128,794 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "amateur-protocol",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# function to return just the text from each of the html variables from above\n",
+    "# also takes a list of the html variables so I don't have to apply the function to each one individually\n",
+    "\n",
+    "def text_getter(list_of_html_elements):\n",
+    "    for element in list_of_html_elements:\n",
+    "        for datapoint in range(len(element)):\n",
+    "            element[datapoint] = element[datapoint].get_text()\n",
+    "    return(list_of_html_elements)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "# list of the above variables \n",
+    "\n",
+    "lsts = [song_titles, artists, last_week_ranks, peak_ranks, weeks_on_chart]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[['My Universe',\n",
+       "  'Stay',\n",
+       "  'Industry Baby',\n",
+       "  'Way 2 Sexy',\n",
+       "  'Fancy Like',\n",
+       "  'Bad Habits',\n",
+       "  'Good 4 U',\n",
+       "  'Kiss Me More',\n",
+       "  'Knife Talk',\n",
+       "  'Levitating',\n",
+       "  'Essence',\n",
+       "  'Save Your Tears',\n",
+       "  'Montero (Call Me By Your Name)',\n",
+       "  'Shivers',\n",
+       "  'Heat Waves',\n",
+       "  'Need To Know',\n",
+       "  'Girls Want Girls',\n",
+       "  'You Right',\n",
+       "  \"Beggin'\",\n",
+       "  'Wockesha',\n",
+       "  \"If I Didn't Love You\",\n",
+       "  'Take My Breath',\n",
+       "  'Fair Trade',\n",
+       "  'Thats What I Want',\n",
+       "  'Traitor',\n",
+       "  'Cold Beer Calling My Name',\n",
+       "  'Chasing After You',\n",
+       "  'Bad Morning',\n",
+       "  'Pepas',\n",
+       "  'Deja Vu',\n",
+       "  'Happier Than Ever',\n",
+       "  'Your Heart',\n",
+       "  'Leave The Door Open',\n",
+       "  'Hurricane',\n",
+       "  'A-O-K',\n",
+       "  'Butter',\n",
+       "  'On My Side',\n",
+       "  'Too Easy',\n",
+       "  'Leave Before You Love Me',\n",
+       "  'No Where',\n",
+       "  'Peaches',\n",
+       "  'Family Ties',\n",
+       "  \"Memory I Don't Mess With\",\n",
+       "  'Late At Night',\n",
+       "  'Things A Man Oughta Know',\n",
+       "  'Cold Heart (PNAU Remix)',\n",
+       "  'Meet Me At Our Spot',\n",
+       "  'Life Support',\n",
+       "  'I Was On A Boat That Day',\n",
+       "  'Love Nwantiti (Ah Ah Ah)',\n",
+       "  'Wild Side',\n",
+       "  'Whole Lotta Money',\n",
+       "  'Hold Me Down',\n",
+       "  'Champagne Poetry',\n",
+       "  'Buy Dirt',\n",
+       "  'Have Mercy',\n",
+       "  'Love Again',\n",
+       "  'Nevada',\n",
+       "  '50 Shots',\n",
+       "  'No Friends In The Industry',\n",
+       "  'Smoke Strong',\n",
+       "  'Break Or Make Me',\n",
+       "  'You Time',\n",
+       "  'Gyalis',\n",
+       "  'Cold As You',\n",
+       "  'My Boy',\n",
+       "  'Sincerely',\n",
+       "  \"Drunk (And I Don't Wanna Go Home)\",\n",
+       "  \"I Can't Take It Back\",\n",
+       "  'Waves',\n",
+       "  'Sharing Locations',\n",
+       "  'In The Bible',\n",
+       "  'Thot Shit',\n",
+       "  'Rumors',\n",
+       "  'Woman',\n",
+       "  \"Thinking 'Bout You\",\n",
+       "  'Baddest',\n",
+       "  '2055',\n",
+       "  'Memory',\n",
+       "  'Forgiato',\n",
+       "  'You Should Probably Leave',\n",
+       "  \"Drinkin' Beer. Talkin' God. Amen.\",\n",
+       "  'Rich Shit',\n",
+       "  'TSU',\n",
+       "  'Volvi',\n",
+       "  'Todo de Ti',\n",
+       "  'Love All',\n",
+       "  'N 2 Deep',\n",
+       "  'Yonaguni',\n",
+       "  'Knowing You',\n",
+       "  'For Tonight',\n",
+       "  'Baddest Thing',\n",
+       "  'Summer Of Love',\n",
+       "  'Get Into It (Yuh)',\n",
+       "  'Same Boat',\n",
+       "  'Pipe Down',\n",
+       "  \"Papi's Home\",\n",
+       "  'Chosen',\n",
+       "  'Toxic Punk',\n",
+       "  'Moon'],\n",
+       " ['Coldplay x BTS',\n",
+       "  'The Kid LAROI & Justin Bieber',\n",
+       "  'Lil Nas X & Jack Harlow',\n",
+       "  'Drake Featuring Future & Young Thug',\n",
+       "  'Walker Hayes',\n",
+       "  'Ed Sheeran',\n",
+       "  'Olivia Rodrigo',\n",
+       "  'Doja Cat Featuring SZA',\n",
+       "  'Drake Featuring 21 Savage & Project Pat',\n",
+       "  'Dua Lipa',\n",
+       "  'Wizkid Featuring Justin Bieber & Tems',\n",
+       "  'The Weeknd & Ariana Grande',\n",
+       "  'Lil Nas X',\n",
+       "  'Ed Sheeran',\n",
+       "  'Glass Animals',\n",
+       "  'Doja Cat',\n",
+       "  'Drake Featuring Lil Baby',\n",
+       "  'Doja Cat & The Weeknd',\n",
+       "  'Maneskin',\n",
+       "  'Moneybagg Yo',\n",
+       "  'Jason Aldean & Carrie Underwood',\n",
+       "  'The Weeknd',\n",
+       "  'Drake Featuring Travis Scott',\n",
+       "  'Lil Nas X',\n",
+       "  'Olivia Rodrigo',\n",
+       "  'Jameson Rodgers Featuring Luke Combs',\n",
+       "  'Ryan Hurd With Maren Morris',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'Farruko',\n",
+       "  'Olivia Rodrigo',\n",
+       "  'Billie Eilish',\n",
+       "  'Joyner Lucas & J. Cole',\n",
+       "  'Silk Sonic (Bruno Mars & Anderson .Paak)',\n",
+       "  'Kanye West',\n",
+       "  'Tai Verdes',\n",
+       "  'BTS',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'Gunna & Future',\n",
+       "  'Marshmello X Jonas Brothers',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'Justin Bieber Featuring Daniel Caesar & Giveon',\n",
+       "  'Baby Keem & Kendrick Lamar',\n",
+       "  'Lee Brice',\n",
+       "  'Roddy Ricch',\n",
+       "  'Lainey Wilson',\n",
+       "  'Elton John & Dua Lipa',\n",
+       "  'THE ANXIETY: WILLOW & Tyler Cole',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'Old Dominion',\n",
+       "  'CKay',\n",
+       "  'Normani Featuring Cardi B',\n",
+       "  'BIA Featuring Nicki Minaj',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'Drake',\n",
+       "  'Jordan Davis Featuring Luke Bryan',\n",
+       "  'Chloe',\n",
+       "  'Dua Lipa',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'Drake',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'Scotty McCreery',\n",
+       "  'Capella Grey',\n",
+       "  'Luke Combs',\n",
+       "  'Elvie Shane',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'Elle King & Miranda Lambert',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'Luke Bryan',\n",
+       "  'Meek Mill Featuring Lil Baby & Lil Durk',\n",
+       "  'Drake Featuring Lil Durk & Giveon',\n",
+       "  'Megan Thee Stallion',\n",
+       "  'Lizzo Featuring Cardi B',\n",
+       "  'Doja Cat',\n",
+       "  'Dustin Lynch Featuring Lauren Alaina Or MacKenzie Porter',\n",
+       "  'Yung Bleu, Chris Brown & 2 Chainz',\n",
+       "  'Sleepy Hallow',\n",
+       "  'Kane Brown X blackbear',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'Chris Stapleton',\n",
+       "  'Chase Rice Featuring Florida Georgia Line',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'Drake',\n",
+       "  'Aventura x Bad Bunny',\n",
+       "  'Rauw Alejandro',\n",
+       "  'Drake Featuring JAY-Z',\n",
+       "  'Drake Featuring Future',\n",
+       "  'Bad Bunny',\n",
+       "  'Kenny Chesney',\n",
+       "  'Giveon',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'Shawn Mendes & Tainy',\n",
+       "  'Doja Cat',\n",
+       "  'Zac Brown Band',\n",
+       "  'Drake',\n",
+       "  'Drake',\n",
+       "  'Blxst & Tyga Featuring Ty Dolla $ign',\n",
+       "  'YoungBoy Never Broke Again',\n",
+       "  'Kanye West'],\n",
+       " ['-',\n",
+       "  '1',\n",
+       "  '2',\n",
+       "  '3',\n",
+       "  '5',\n",
+       "  '4',\n",
+       "  '6',\n",
+       "  '7',\n",
+       "  '8',\n",
+       "  '11',\n",
+       "  '14',\n",
+       "  '12',\n",
+       "  '9',\n",
+       "  '17',\n",
+       "  '16',\n",
+       "  '18',\n",
+       "  '13',\n",
+       "  '19',\n",
+       "  '20',\n",
+       "  '35',\n",
+       "  '22',\n",
+       "  '21',\n",
+       "  '15',\n",
+       "  '10',\n",
+       "  '25',\n",
+       "  '29',\n",
+       "  '32',\n",
+       "  '-',\n",
+       "  '27',\n",
+       "  '23',\n",
+       "  '28',\n",
+       "  '-',\n",
+       "  '33',\n",
+       "  '31',\n",
+       "  '39',\n",
+       "  '24',\n",
+       "  '71',\n",
+       "  '-',\n",
+       "  '26',\n",
+       "  '-',\n",
+       "  '36',\n",
+       "  '38',\n",
+       "  '54',\n",
+       "  '45',\n",
+       "  '34',\n",
+       "  '74',\n",
+       "  '44',\n",
+       "  '79',\n",
+       "  '53',\n",
+       "  '80',\n",
+       "  '52',\n",
+       "  '58',\n",
+       "  '-',\n",
+       "  '30',\n",
+       "  '55',\n",
+       "  '56',\n",
+       "  '51',\n",
+       "  '-',\n",
+       "  '-',\n",
+       "  '40',\n",
+       "  '-',\n",
+       "  '-',\n",
+       "  '50',\n",
+       "  '64',\n",
+       "  '69',\n",
+       "  '67',\n",
+       "  '-',\n",
+       "  '70',\n",
+       "  '-',\n",
+       "  '60',\n",
+       "  '61',\n",
+       "  '43',\n",
+       "  '49',\n",
+       "  '46',\n",
+       "  '62',\n",
+       "  '81',\n",
+       "  '78',\n",
+       "  '65',\n",
+       "  '73',\n",
+       "  '-',\n",
+       "  '83',\n",
+       "  '77',\n",
+       "  '-',\n",
+       "  '48',\n",
+       "  '75',\n",
+       "  '82',\n",
+       "  '57',\n",
+       "  '59',\n",
+       "  '85',\n",
+       "  '96',\n",
+       "  '-',\n",
+       "  '-',\n",
+       "  '87',\n",
+       "  '84',\n",
+       "  '98',\n",
+       "  '68',\n",
+       "  '66',\n",
+       "  '-',\n",
+       "  '-',\n",
+       "  '76'],\n",
+       " ['1',\n",
+       "  '1',\n",
+       "  '2',\n",
+       "  '1',\n",
+       "  '5',\n",
+       "  '2',\n",
+       "  '1',\n",
+       "  '3',\n",
+       "  '4',\n",
+       "  '2',\n",
+       "  '11',\n",
+       "  '1',\n",
+       "  '1',\n",
+       "  '14',\n",
+       "  '15',\n",
+       "  '14',\n",
+       "  '2',\n",
+       "  '11',\n",
+       "  '19',\n",
+       "  '20',\n",
+       "  '15',\n",
+       "  '6',\n",
+       "  '3',\n",
+       "  '10',\n",
+       "  '9',\n",
+       "  '26',\n",
+       "  '27',\n",
+       "  '28',\n",
+       "  '26',\n",
+       "  '3',\n",
+       "  '11',\n",
+       "  '32',\n",
+       "  '1',\n",
+       "  '6',\n",
+       "  '35',\n",
+       "  '1',\n",
+       "  '37',\n",
+       "  '38',\n",
+       "  '19',\n",
+       "  '40',\n",
+       "  '1',\n",
+       "  '18',\n",
+       "  '43',\n",
+       "  '20',\n",
+       "  '32',\n",
+       "  '46',\n",
+       "  '44',\n",
+       "  '48',\n",
+       "  '49',\n",
+       "  '50',\n",
+       "  '14',\n",
+       "  '16',\n",
+       "  '53',\n",
+       "  '4',\n",
+       "  '51',\n",
+       "  '28',\n",
+       "  '51',\n",
+       "  '58',\n",
+       "  '59',\n",
+       "  '11',\n",
+       "  '61',\n",
+       "  '62',\n",
+       "  '50',\n",
+       "  '64',\n",
+       "  '65',\n",
+       "  '66',\n",
+       "  '67',\n",
+       "  '53',\n",
+       "  '69',\n",
+       "  '24',\n",
+       "  '22',\n",
+       "  '7',\n",
+       "  '16',\n",
+       "  '4',\n",
+       "  '62',\n",
+       "  '76',\n",
+       "  '77',\n",
+       "  '51',\n",
+       "  '50',\n",
+       "  '80',\n",
+       "  '63',\n",
+       "  '24',\n",
+       "  '83',\n",
+       "  '9',\n",
+       "  '22',\n",
+       "  '32',\n",
+       "  '10',\n",
+       "  '12',\n",
+       "  '10',\n",
+       "  '87',\n",
+       "  '91',\n",
+       "  '92',\n",
+       "  '48',\n",
+       "  '68',\n",
+       "  '95',\n",
+       "  '14',\n",
+       "  '8',\n",
+       "  '98',\n",
+       "  '99',\n",
+       "  '17'],\n",
+       " ['1',\n",
+       "  '12',\n",
+       "  '10',\n",
+       "  '4',\n",
+       "  '15',\n",
+       "  '14',\n",
+       "  '20',\n",
+       "  '25',\n",
+       "  '4',\n",
+       "  '52',\n",
+       "  '13',\n",
+       "  '42',\n",
+       "  '27',\n",
+       "  '3',\n",
+       "  '37',\n",
+       "  '16',\n",
+       "  '4',\n",
+       "  '14',\n",
+       "  '14',\n",
+       "  '23',\n",
+       "  '10',\n",
+       "  '8',\n",
+       "  '4',\n",
+       "  '2',\n",
+       "  '19',\n",
+       "  '13',\n",
+       "  '22',\n",
+       "  '1',\n",
+       "  '10',\n",
+       "  '26',\n",
+       "  '9',\n",
+       "  '1',\n",
+       "  '30',\n",
+       "  '5',\n",
+       "  '13',\n",
+       "  '19',\n",
+       "  '2',\n",
+       "  '1',\n",
+       "  '19',\n",
+       "  '1',\n",
+       "  '28',\n",
+       "  '5',\n",
+       "  '10',\n",
+       "  '17',\n",
+       "  '20',\n",
+       "  '4',\n",
+       "  '3',\n",
+       "  '3',\n",
+       "  '13',\n",
+       "  '2',\n",
+       "  '11',\n",
+       "  '12',\n",
+       "  '1',\n",
+       "  '4',\n",
+       "  '8',\n",
+       "  '3',\n",
+       "  '11',\n",
+       "  '1',\n",
+       "  '1',\n",
+       "  '4',\n",
+       "  '1',\n",
+       "  '1',\n",
+       "  '9',\n",
+       "  '9',\n",
+       "  '9',\n",
+       "  '14',\n",
+       "  '1',\n",
+       "  '23',\n",
+       "  '1',\n",
+       "  '15',\n",
+       "  '5',\n",
+       "  '4',\n",
+       "  '16',\n",
+       "  '7',\n",
+       "  '9',\n",
+       "  '7',\n",
+       "  '9',\n",
+       "  '11',\n",
+       "  '12',\n",
+       "  '1',\n",
+       "  '13',\n",
+       "  '18',\n",
+       "  '1',\n",
+       "  '4',\n",
+       "  '9',\n",
+       "  '18',\n",
+       "  '4',\n",
+       "  '4',\n",
+       "  '17',\n",
+       "  '7',\n",
+       "  '1',\n",
+       "  '1',\n",
+       "  '6',\n",
+       "  '8',\n",
+       "  '2',\n",
+       "  '4',\n",
+       "  '4',\n",
+       "  '1',\n",
+       "  '1',\n",
+       "  '5']]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "text_getter(lsts)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['1',\n",
+       " '1',\n",
+       " '2',\n",
+       " '1',\n",
+       " '5',\n",
+       " '2',\n",
+       " '1',\n",
+       " '3',\n",
+       " '4',\n",
+       " '2',\n",
+       " '11',\n",
+       " '1',\n",
+       " '1',\n",
+       " '14',\n",
+       " '15',\n",
+       " '14',\n",
+       " '2',\n",
+       " '11',\n",
+       " '19',\n",
+       " '20',\n",
+       " '15',\n",
+       " '6',\n",
+       " '3',\n",
+       " '10',\n",
+       " '9',\n",
+       " '26',\n",
+       " '27',\n",
+       " '28',\n",
+       " '26',\n",
+       " '3',\n",
+       " '11',\n",
+       " '32',\n",
+       " '1',\n",
+       " '6',\n",
+       " '35',\n",
+       " '1',\n",
+       " '37',\n",
+       " '38',\n",
+       " '19',\n",
+       " '40',\n",
+       " '1',\n",
+       " '18',\n",
+       " '43',\n",
+       " '20',\n",
+       " '32',\n",
+       " '46',\n",
+       " '44',\n",
+       " '48',\n",
+       " '49',\n",
+       " '50',\n",
+       " '14',\n",
+       " '16',\n",
+       " '53',\n",
+       " '4',\n",
+       " '51',\n",
+       " '28',\n",
+       " '51',\n",
+       " '58',\n",
+       " '59',\n",
+       " '11',\n",
+       " '61',\n",
+       " '62',\n",
+       " '50',\n",
+       " '64',\n",
+       " '65',\n",
+       " '66',\n",
+       " '67',\n",
+       " '53',\n",
+       " '69',\n",
+       " '24',\n",
+       " '22',\n",
+       " '7',\n",
+       " '16',\n",
+       " '4',\n",
+       " '62',\n",
+       " '76',\n",
+       " '77',\n",
+       " '51',\n",
+       " '50',\n",
+       " '80',\n",
+       " '63',\n",
+       " '24',\n",
+       " '83',\n",
+       " '9',\n",
+       " '22',\n",
+       " '32',\n",
+       " '10',\n",
+       " '12',\n",
+       " '10',\n",
+       " '87',\n",
+       " '91',\n",
+       " '92',\n",
+       " '48',\n",
+       " '68',\n",
+       " '95',\n",
+       " '14',\n",
+       " '8',\n",
+       " '98',\n",
+       " '99',\n",
+       " '17']"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# testing a variable to see if the function worked\n",
+    "\n",
+    "peak_ranks"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Coldplay x BTS',\n",
+       " 'The Kid LAROI & Justin Bieber',\n",
+       " 'Lil Nas X & Jack Harlow',\n",
+       " 'Drake Featuring Future & Young Thug',\n",
+       " 'Walker Hayes',\n",
+       " 'Ed Sheeran',\n",
+       " 'Olivia Rodrigo',\n",
+       " 'Doja Cat Featuring SZA',\n",
+       " 'Drake Featuring 21 Savage & Project Pat',\n",
+       " 'Dua Lipa',\n",
+       " 'Wizkid Featuring Justin Bieber & Tems',\n",
+       " 'The Weeknd & Ariana Grande',\n",
+       " 'Lil Nas X',\n",
+       " 'Ed Sheeran',\n",
+       " 'Glass Animals',\n",
+       " 'Doja Cat',\n",
+       " 'Drake Featuring Lil Baby',\n",
+       " 'Doja Cat & The Weeknd',\n",
+       " 'Maneskin',\n",
+       " 'Moneybagg Yo',\n",
+       " 'Jason Aldean & Carrie Underwood',\n",
+       " 'The Weeknd',\n",
+       " 'Drake Featuring Travis Scott',\n",
+       " 'Lil Nas X',\n",
+       " 'Olivia Rodrigo',\n",
+       " 'Jameson Rodgers Featuring Luke Combs',\n",
+       " 'Ryan Hurd With Maren Morris',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'Farruko',\n",
+       " 'Olivia Rodrigo',\n",
+       " 'Billie Eilish',\n",
+       " 'Joyner Lucas & J. Cole',\n",
+       " 'Silk Sonic (Bruno Mars & Anderson .Paak)',\n",
+       " 'Kanye West',\n",
+       " 'Tai Verdes',\n",
+       " 'BTS',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'Gunna & Future',\n",
+       " 'Marshmello X Jonas Brothers',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'Justin Bieber Featuring Daniel Caesar & Giveon',\n",
+       " 'Baby Keem & Kendrick Lamar',\n",
+       " 'Lee Brice',\n",
+       " 'Roddy Ricch',\n",
+       " 'Lainey Wilson',\n",
+       " 'Elton John & Dua Lipa',\n",
+       " 'THE ANXIETY: WILLOW & Tyler Cole',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'Old Dominion',\n",
+       " 'CKay',\n",
+       " 'Normani Featuring Cardi B',\n",
+       " 'BIA Featuring Nicki Minaj',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'Drake',\n",
+       " 'Jordan Davis Featuring Luke Bryan',\n",
+       " 'Chloe',\n",
+       " 'Dua Lipa',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'Drake',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'Scotty McCreery',\n",
+       " 'Capella Grey',\n",
+       " 'Luke Combs',\n",
+       " 'Elvie Shane',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'Elle King & Miranda Lambert',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'Luke Bryan',\n",
+       " 'Meek Mill Featuring Lil Baby & Lil Durk',\n",
+       " 'Drake Featuring Lil Durk & Giveon',\n",
+       " 'Megan Thee Stallion',\n",
+       " 'Lizzo Featuring Cardi B',\n",
+       " 'Doja Cat',\n",
+       " 'Dustin Lynch Featuring Lauren Alaina Or MacKenzie Porter',\n",
+       " 'Yung Bleu, Chris Brown & 2 Chainz',\n",
+       " 'Sleepy Hallow',\n",
+       " 'Kane Brown X blackbear',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'Chris Stapleton',\n",
+       " 'Chase Rice Featuring Florida Georgia Line',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'Drake',\n",
+       " 'Aventura x Bad Bunny',\n",
+       " 'Rauw Alejandro',\n",
+       " 'Drake Featuring JAY-Z',\n",
+       " 'Drake Featuring Future',\n",
+       " 'Bad Bunny',\n",
+       " 'Kenny Chesney',\n",
+       " 'Giveon',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'Shawn Mendes & Tainy',\n",
+       " 'Doja Cat',\n",
+       " 'Zac Brown Band',\n",
+       " 'Drake',\n",
+       " 'Drake',\n",
+       " 'Blxst & Tyga Featuring Ty Dolla $ign',\n",
+       " 'YoungBoy Never Broke Again',\n",
+       " 'Kanye West']"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# testing a variable to see if the function worked\n",
+    "\n",
+    "artists"
+   ]
   },
   {
    "cell_type": "markdown",
-   "id": "every-degree",
    "metadata": {},
    "source": [
     "## Build a dataframe"
@@ -135,17 +923,192 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "external-instrumentation",
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "charts = pd.DataFrame(\n",
+    "    {\"song_titles\": song_titles,\n",
+    "     \"artist\": artists,\n",
+    "     \"last_week_rank\": last_week_ranks,\n",
+    "     \"peak_rank\": peak_ranks,\n",
+    "     \"weeks_on_chart\": weeks_on_chart}\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "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>song_titles</th>\n",
+       "      <th>artist</th>\n",
+       "      <th>last_week_rank</th>\n",
+       "      <th>peak_rank</th>\n",
+       "      <th>weeks_on_chart</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>My Universe</td>\n",
+       "      <td>Coldplay x BTS</td>\n",
+       "      <td>-</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Stay</td>\n",
+       "      <td>The Kid LAROI &amp; Justin Bieber</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Industry Baby</td>\n",
+       "      <td>Lil Nas X &amp; Jack Harlow</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Way 2 Sexy</td>\n",
+       "      <td>Drake Featuring Future &amp; Young Thug</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Fancy Like</td>\n",
+       "      <td>Walker Hayes</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>Pipe Down</td>\n",
+       "      <td>Drake</td>\n",
+       "      <td>68</td>\n",
+       "      <td>14</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>Papi's Home</td>\n",
+       "      <td>Drake</td>\n",
+       "      <td>66</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>Chosen</td>\n",
+       "      <td>Blxst &amp; Tyga Featuring Ty Dolla $ign</td>\n",
+       "      <td>-</td>\n",
+       "      <td>98</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>Toxic Punk</td>\n",
+       "      <td>YoungBoy Never Broke Again</td>\n",
+       "      <td>-</td>\n",
+       "      <td>99</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>Moon</td>\n",
+       "      <td>Kanye West</td>\n",
+       "      <td>76</td>\n",
+       "      <td>17</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      song_titles                                artist last_week_rank  \\\n",
+       "0     My Universe                        Coldplay x BTS              -   \n",
+       "1            Stay         The Kid LAROI & Justin Bieber              1   \n",
+       "2   Industry Baby               Lil Nas X & Jack Harlow              2   \n",
+       "3      Way 2 Sexy   Drake Featuring Future & Young Thug              3   \n",
+       "4      Fancy Like                          Walker Hayes              5   \n",
+       "..            ...                                   ...            ...   \n",
+       "95      Pipe Down                                 Drake             68   \n",
+       "96    Papi's Home                                 Drake             66   \n",
+       "97         Chosen  Blxst & Tyga Featuring Ty Dolla $ign              -   \n",
+       "98     Toxic Punk            YoungBoy Never Broke Again              -   \n",
+       "99           Moon                            Kanye West             76   \n",
+       "\n",
+       "   peak_rank weeks_on_chart  \n",
+       "0          1              1  \n",
+       "1          1             12  \n",
+       "2          2             10  \n",
+       "3          1              4  \n",
+       "4          5             15  \n",
+       "..       ...            ...  \n",
+       "95        14              4  \n",
+       "96         8              4  \n",
+       "97        98              1  \n",
+       "98        99              1  \n",
+       "99        17              5  \n",
+       "\n",
+       "[100 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "charts"
+   ]
   }
  ],
  "metadata": {
+  "interpreter": {
+   "hash": "576841b4f7799d251ae57aad53f0bddb5c298a2c04b91f5151e4f2b208165af8"
+  },
   "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
+   "display_name": "Python 3.8.8 64-bit ('base': conda)",
    "name": "python3"
   },
   "language_info": {
@@ -158,7 +1121,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5"
+   "version": "3.8.8"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/02_Further_questions.ipynb b/02_Further_questions.ipynb
index 66fb224..779d211 100644
--- a/02_Further_questions.ipynb
+++ b/02_Further_questions.ipynb
@@ -2,7 +2,6 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "classified-start",
    "metadata": {
     "toc": true
    },
@@ -13,15 +12,24 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cellular-poster",
    "metadata": {},
    "source": [
     "As you've seen, scraping the internet is a skill that can get you all sorts of information. Here are some little challenges to gain more experience in the field"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from bs4 import BeautifulSoup\n",
+    "import requests\n",
+    "import pandas as pd"
+   ]
+  },
   {
    "cell_type": "markdown",
-   "id": "express-introduction",
    "metadata": {},
    "source": [
     "### Retrieve an arbitrary Wikipedia page of \"Python\" and create a list of links on that page"
@@ -29,17 +37,346 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "appreciated-bubble",
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
     "url ='https://en.wikipedia.org/wiki/Python'"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "200"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get = requests.get(url)\n",
+    "get.status_code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "soup = BeautifulSoup(get.content, \"html.parser\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<a class=\"mw-jump-link\" href=\"#mw-head\">Jump to navigation</a>,\n",
+       " <a class=\"mw-jump-link\" href=\"#searchInput\">Jump to search</a>,\n",
+       " <a class=\"extiw\" href=\"https://en.wiktionary.org/wiki/Python\" title=\"wiktionary:Python\">Python</a>,\n",
+       " <a class=\"extiw\" href=\"https://en.wiktionary.org/wiki/python\" title=\"wiktionary:python\">python</a>,\n",
+       " <a href=\"/wiki/Pythonidae\" title=\"Pythonidae\">Pythonidae</a>,\n",
+       " <a href=\"/w/index.php?title=Python&amp;action=edit&amp;section=1\" title=\"Edit section: Computing\">edit</a>,\n",
+       " <a href=\"/wiki/Python_(programming_language)\" title=\"Python (programming language)\">Python (programming language)</a>,\n",
+       " <a href=\"/wiki/CMU_Common_Lisp\" title=\"CMU Common Lisp\">CMU Common Lisp</a>,\n",
+       " <a href=\"/wiki/PERQ#PERQ_3\" title=\"PERQ\">PERQ 3</a>,\n",
+       " <a href=\"/w/index.php?title=Python&amp;action=edit&amp;section=2\" title=\"Edit section: People\">edit</a>,\n",
+       " <a href=\"/wiki/Python_of_Aenus\" title=\"Python of Aenus\">Python of Aenus</a>,\n",
+       " <a href=\"/wiki/Python_(painter)\" title=\"Python (painter)\">Python (painter)</a>,\n",
+       " <a href=\"/wiki/Python_of_Byzantium\" title=\"Python of Byzantium\">Python of Byzantium</a>,\n",
+       " <a href=\"/wiki/Python_of_Catana\" title=\"Python of Catana\">Python of Catana</a>,\n",
+       " <a href=\"/wiki/Python_Anghelo\" title=\"Python Anghelo\">Python Anghelo</a>,\n",
+       " <a href=\"/w/index.php?title=Python&amp;action=edit&amp;section=3\" title=\"Edit section: Roller coasters\">edit</a>,\n",
+       " <a href=\"/wiki/Python_(Efteling)\" title=\"Python (Efteling)\">Python (Efteling)</a>,\n",
+       " <a href=\"/wiki/Python_(Busch_Gardens_Tampa_Bay)\" title=\"Python (Busch Gardens Tampa Bay)\">Python (Busch Gardens Tampa Bay)</a>,\n",
+       " <a href=\"/wiki/Python_(Coney_Island,_Cincinnati,_Ohio)\" title=\"Python (Coney Island, Cincinnati, Ohio)\">Python (Coney Island, Cincinnati, Ohio)</a>,\n",
+       " <a href=\"/w/index.php?title=Python&amp;action=edit&amp;section=4\" title=\"Edit section: Vehicles\">edit</a>,\n",
+       " <a href=\"/wiki/Python_(automobile_maker)\" title=\"Python (automobile maker)\">Python (automobile maker)</a>,\n",
+       " <a href=\"/wiki/Python_(Ford_prototype)\" title=\"Python (Ford prototype)\">Python (Ford prototype)</a>,\n",
+       " <a href=\"/w/index.php?title=Python&amp;action=edit&amp;section=5\" title=\"Edit section: Weaponry\">edit</a>,\n",
+       " <a href=\"/wiki/Python_(missile)\" title=\"Python (missile)\">Python (missile)</a>,\n",
+       " <a href=\"/wiki/Python_(nuclear_primary)\" title=\"Python (nuclear primary)\">Python (nuclear primary)</a>,\n",
+       " <a href=\"/wiki/Colt_Python\" title=\"Colt Python\">Colt Python</a>,\n",
+       " <a href=\"/w/index.php?title=Python&amp;action=edit&amp;section=6\" title=\"Edit section: Other uses\">edit</a>,\n",
+       " <a href=\"/wiki/PYTHON\" title=\"PYTHON\">PYTHON</a>,\n",
+       " <a href=\"/wiki/Python_(mythology)\" title=\"Python (mythology)\">Python (mythology)</a>,\n",
+       " <a href=\"/wiki/Monty_Python\" title=\"Monty Python\">Monty Python</a>,\n",
+       " <a href=\"/wiki/Python_(Monty)_Pictures\" title=\"Python (Monty) Pictures\">Python (Monty) Pictures</a>,\n",
+       " <a href=\"/w/index.php?title=Python&amp;action=edit&amp;section=7\" title=\"Edit section: See also\">edit</a>,\n",
+       " <a href=\"/wiki/Cython\" title=\"Cython\">Cython</a>,\n",
+       " <a href=\"/wiki/Pyton\" title=\"Pyton\">Pyton</a>,\n",
+       " <a href=\"/wiki/Pithon\" title=\"Pithon\">Pithon</a>,\n",
+       " <a href=\"/wiki/Help:Disambiguation\" title=\"Help:Disambiguation\">disambiguation</a>,\n",
+       " <a class=\"external text\" href=\"https://en.wikipedia.org/w/index.php?title=Special:WhatLinksHere/Python&amp;namespace=0\">internal link</a>,\n",
+       " <a dir=\"ltr\" href=\"https://en.wikipedia.org/w/index.php?title=Python&amp;oldid=1048703433\">https://en.wikipedia.org/w/index.php?title=Python&amp;oldid=1048703433</a>,\n",
+       " <a href=\"/wiki/Help:Category\" title=\"Help:Category\">Categories</a>,\n",
+       " <a href=\"/wiki/Category:Disambiguation_pages\" title=\"Category:Disambiguation pages\">Disambiguation pages</a>,\n",
+       " <a href=\"/wiki/Category:Human_name_disambiguation_pages\" title=\"Category:Human name disambiguation pages\">Human name disambiguation pages</a>,\n",
+       " <a href=\"/wiki/Category:Disambiguation_pages_with_given-name-holder_lists\" title=\"Category:Disambiguation pages with given-name-holder lists\">Disambiguation pages with given-name-holder lists</a>,\n",
+       " <a href=\"/wiki/Category:Disambiguation_pages_with_short_descriptions\" title=\"Category:Disambiguation pages with short descriptions\">Disambiguation pages with short descriptions</a>,\n",
+       " <a href=\"/wiki/Category:Short_description_is_different_from_Wikidata\" title=\"Category:Short description is different from Wikidata\">Short description is different from Wikidata</a>,\n",
+       " <a href=\"/wiki/Category:All_article_disambiguation_pages\" title=\"Category:All article disambiguation pages\">All article disambiguation pages</a>,\n",
+       " <a href=\"/wiki/Category:All_disambiguation_pages\" title=\"Category:All disambiguation pages\">All disambiguation pages</a>,\n",
+       " <a href=\"/wiki/Category:Animal_common_name_disambiguation_pages\" title=\"Category:Animal common name disambiguation pages\">Animal common name disambiguation pages</a>,\n",
+       " <a accesskey=\"n\" href=\"/wiki/Special:MyTalk\" title=\"Discussion about edits from this IP address [n]\"><span>Talk</span></a>,\n",
+       " <a accesskey=\"y\" href=\"/wiki/Special:MyContributions\" title=\"A list of edits made from this IP address [y]\"><span>Contributions</span></a>,\n",
+       " <a href=\"/w/index.php?title=Special:CreateAccount&amp;returnto=Python\" title=\"You are encouraged to create an account and log in; however, it is not mandatory\"><span>Create account</span></a>,\n",
+       " <a accesskey=\"o\" href=\"/w/index.php?title=Special:UserLogin&amp;returnto=Python\" title=\"You're encouraged to log in; however, it's not mandatory. [o]\"><span>Log in</span></a>,\n",
+       " <a accesskey=\"c\" href=\"/wiki/Python\" title=\"View the content page [c]\"><span>Article</span></a>,\n",
+       " <a accesskey=\"t\" href=\"/wiki/Talk:Python\" rel=\"discussion\" title=\"Discuss improvements to the content page [t]\"><span>Talk</span></a>,\n",
+       " <a href=\"/wiki/Python\"><span>Read</span></a>,\n",
+       " <a accesskey=\"e\" href=\"/w/index.php?title=Python&amp;action=edit\" title=\"Edit this page [e]\"><span>Edit</span></a>,\n",
+       " <a accesskey=\"h\" href=\"/w/index.php?title=Python&amp;action=history\" title=\"Past revisions of this page [h]\"><span>View history</span></a>,\n",
+       " <a accesskey=\"z\" href=\"/wiki/Main_Page\" title=\"Visit the main page [z]\"><span>Main page</span></a>,\n",
+       " <a href=\"/wiki/Wikipedia:Contents\" title=\"Guides to browsing Wikipedia\"><span>Contents</span></a>,\n",
+       " <a href=\"/wiki/Portal:Current_events\" title=\"Articles related to current events\"><span>Current events</span></a>,\n",
+       " <a accesskey=\"x\" href=\"/wiki/Special:Random\" title=\"Visit a randomly selected article [x]\"><span>Random article</span></a>,\n",
+       " <a href=\"/wiki/Wikipedia:About\" title=\"Learn about Wikipedia and how it works\"><span>About Wikipedia</span></a>,\n",
+       " <a href=\"//en.wikipedia.org/wiki/Wikipedia:Contact_us\" title=\"How to contact Wikipedia\"><span>Contact us</span></a>,\n",
+       " <a href=\"https://donate.wikimedia.org/wiki/Special:FundraiserRedirector?utm_source=donate&amp;utm_medium=sidebar&amp;utm_campaign=C13_en.wikipedia.org&amp;uselang=en\" title=\"Support us by donating to the Wikimedia Foundation\"><span>Donate</span></a>,\n",
+       " <a href=\"/wiki/Help:Contents\" title=\"Guidance on how to use and edit Wikipedia\"><span>Help</span></a>,\n",
+       " <a href=\"/wiki/Help:Introduction\" title=\"Learn how to edit Wikipedia\"><span>Learn to edit</span></a>,\n",
+       " <a href=\"/wiki/Wikipedia:Community_portal\" title=\"The hub for editors\"><span>Community portal</span></a>,\n",
+       " <a accesskey=\"r\" href=\"/wiki/Special:RecentChanges\" title=\"A list of recent changes to Wikipedia [r]\"><span>Recent changes</span></a>,\n",
+       " <a href=\"/wiki/Wikipedia:File_Upload_Wizard\" title=\"Add images or other media for use on Wikipedia\"><span>Upload file</span></a>,\n",
+       " <a accesskey=\"j\" href=\"/wiki/Special:WhatLinksHere/Python\" title=\"List of all English Wikipedia pages containing links to this page [j]\"><span>What links here</span></a>,\n",
+       " <a accesskey=\"k\" href=\"/wiki/Special:RecentChangesLinked/Python\" rel=\"nofollow\" title=\"Recent changes in pages linked from this page [k]\"><span>Related changes</span></a>,\n",
+       " <a accesskey=\"u\" href=\"/wiki/Wikipedia:File_Upload_Wizard\" title=\"Upload files [u]\"><span>Upload file</span></a>,\n",
+       " <a accesskey=\"q\" href=\"/wiki/Special:SpecialPages\" title=\"A list of all special pages [q]\"><span>Special pages</span></a>,\n",
+       " <a href=\"/w/index.php?title=Python&amp;oldid=1048703433\" title=\"Permanent link to this revision of this page\"><span>Permanent link</span></a>,\n",
+       " <a href=\"/w/index.php?title=Python&amp;action=info\" title=\"More information about this page\"><span>Page information</span></a>,\n",
+       " <a href=\"/w/index.php?title=Special:CiteThisPage&amp;page=Python&amp;id=1048703433&amp;wpFormIdentifier=titleform\" title=\"Information on how to cite this page\"><span>Cite this page</span></a>,\n",
+       " <a accesskey=\"g\" href=\"https://www.wikidata.org/wiki/Special:EntityPage/Q747452\" title=\"Structured data on this page hosted by Wikidata [g]\"><span>Wikidata item</span></a>,\n",
+       " <a href=\"/w/index.php?title=Special:DownloadAsPdf&amp;page=Python&amp;action=show-download-screen\" title=\"Download this page as a PDF file\"><span>Download as PDF</span></a>,\n",
+       " <a accesskey=\"p\" href=\"/w/index.php?title=Python&amp;printable=yes\" title=\"Printable version of this page [p]\"><span>Printable version</span></a>,\n",
+       " <a href=\"https://commons.wikimedia.org/wiki/Category:Python\" hreflang=\"en\"><span>Wikimedia Commons</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://af.wikipedia.org/wiki/Python\" hreflang=\"af\" lang=\"af\" title=\"Python – Afrikaans\"><span>Afrikaans</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://als.wikipedia.org/wiki/Python\" hreflang=\"gsw\" lang=\"gsw\" title=\"Python – Alemannisch\"><span>Alemannisch</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://ar.wikipedia.org/wiki/%D8%A8%D8%A7%D9%8A%D8%AB%D9%88%D9%86_(%D8%AA%D9%88%D8%B6%D9%8A%D8%AD)\" hreflang=\"ar\" lang=\"ar\" title=\"بايثون (توضيح) – Arabic\"><span>العربية</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://az.wikipedia.org/wiki/Python\" hreflang=\"az\" lang=\"az\" title=\"Python – Azerbaijani\"><span>Azərbaycanca</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://bn.wikipedia.org/wiki/%E0%A6%AA%E0%A6%BE%E0%A6%87%E0%A6%A5%E0%A6%A8_(%E0%A6%A6%E0%A7%8D%E0%A6%AC%E0%A7%8D%E0%A6%AF%E0%A6%B0%E0%A7%8D%E0%A6%A5%E0%A6%A4%E0%A6%BE_%E0%A6%A8%E0%A6%BF%E0%A6%B0%E0%A6%B8%E0%A6%A8)\" hreflang=\"bn\" lang=\"bn\" title=\"পাইথন (দ্ব্যর্থতা নিরসন) – Bangla\"><span>বাংলা</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://be.wikipedia.org/wiki/Python\" hreflang=\"be\" lang=\"be\" title=\"Python – Belarusian\"><span>Беларуская</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://bg.wikipedia.org/wiki/%D0%9F%D0%B8%D1%82%D0%BE%D0%BD_(%D0%BF%D0%BE%D1%8F%D1%81%D0%BD%D0%B5%D0%BD%D0%B8%D0%B5)\" hreflang=\"bg\" lang=\"bg\" title=\"Питон (пояснение) – Bulgarian\"><span>Български</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://cs.wikipedia.org/wiki/Python_(rozcestn%C3%ADk)\" hreflang=\"cs\" lang=\"cs\" title=\"Python (rozcestník) – Czech\"><span>Čeština</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://da.wikipedia.org/wiki/Python\" hreflang=\"da\" lang=\"da\" title=\"Python – Danish\"><span>Dansk</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://de.wikipedia.org/wiki/Python\" hreflang=\"de\" lang=\"de\" title=\"Python – German\"><span>Deutsch</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://eo.wikipedia.org/wiki/Pitono_(apartigilo)\" hreflang=\"eo\" lang=\"eo\" title=\"Pitono (apartigilo) – Esperanto\"><span>Esperanto</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://eu.wikipedia.org/wiki/Python_(argipena)\" hreflang=\"eu\" lang=\"eu\" title=\"Python (argipena) – Basque\"><span>Euskara</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://fa.wikipedia.org/wiki/%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86\" hreflang=\"fa\" lang=\"fa\" title=\"پایتون – Persian\"><span>فارسی</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://fr.wikipedia.org/wiki/Python\" hreflang=\"fr\" lang=\"fr\" title=\"Python – French\"><span>Français</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://ko.wikipedia.org/wiki/%ED%8C%8C%EC%9D%B4%EC%84%A0\" hreflang=\"ko\" lang=\"ko\" title=\"파이선 – Korean\"><span>한국어</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://hr.wikipedia.org/wiki/Python_(razdvojba)\" hreflang=\"hr\" lang=\"hr\" title=\"Python (razdvojba) – Croatian\"><span>Hrvatski</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://io.wikipedia.org/wiki/Pitono\" hreflang=\"io\" lang=\"io\" title=\"Pitono – Ido\"><span>Ido</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://id.wikipedia.org/wiki/Python\" hreflang=\"id\" lang=\"id\" title=\"Python – Indonesian\"><span>Bahasa Indonesia</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://ia.wikipedia.org/wiki/Python_(disambiguation)\" hreflang=\"ia\" lang=\"ia\" title=\"Python (disambiguation) – Interlingua\"><span>Interlingua</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://is.wikipedia.org/wiki/Python_(a%C3%B0greining)\" hreflang=\"is\" lang=\"is\" title=\"Python (aðgreining) – Icelandic\"><span>Íslenska</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://it.wikipedia.org/wiki/Python_(disambigua)\" hreflang=\"it\" lang=\"it\" title=\"Python (disambigua) – Italian\"><span>Italiano</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://he.wikipedia.org/wiki/%D7%A4%D7%99%D7%AA%D7%95%D7%9F\" hreflang=\"he\" lang=\"he\" title=\"פיתון – Hebrew\"><span>עברית</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://ka.wikipedia.org/wiki/%E1%83%9E%E1%83%98%E1%83%97%E1%83%9D%E1%83%9C%E1%83%98_(%E1%83%9B%E1%83%A0%E1%83%90%E1%83%95%E1%83%90%E1%83%9A%E1%83%9B%E1%83%9C%E1%83%98%E1%83%A8%E1%83%95%E1%83%9C%E1%83%94%E1%83%9A%E1%83%9D%E1%83%95%E1%83%90%E1%83%9C%E1%83%98)\" hreflang=\"ka\" lang=\"ka\" title=\"პითონი (მრავალმნიშვნელოვანი) – Georgian\"><span>ქართული</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://kg.wikipedia.org/wiki/Mboma_(nyoka)\" hreflang=\"kg\" lang=\"kg\" title=\"Mboma (nyoka) – Kongo\"><span>Kongo</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://la.wikipedia.org/wiki/Python_(discretiva)\" hreflang=\"la\" lang=\"la\" title=\"Python (discretiva) – Latin\"><span>Latina</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://lb.wikipedia.org/wiki/Python\" hreflang=\"lb\" lang=\"lb\" title=\"Python – Luxembourgish\"><span>Lëtzebuergesch</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://hu.wikipedia.org/wiki/Python_(egy%C3%A9rtelm%C5%B1s%C3%ADt%C5%91_lap)\" hreflang=\"hu\" lang=\"hu\" title=\"Python (egyértelműsítő lap) – Hungarian\"><span>Magyar</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://mr.wikipedia.org/wiki/%E0%A4%AA%E0%A4%BE%E0%A4%AF%E0%A4%A5%E0%A5%89%E0%A4%A8_(%E0%A4%86%E0%A4%9C%E0%A5%8D%E0%A4%9E%E0%A4%BE%E0%A4%B5%E0%A4%B2%E0%A5%80_%E0%A4%AD%E0%A4%BE%E0%A4%B7%E0%A4%BE)\" hreflang=\"mr\" lang=\"mr\" title=\"पायथॉन (आज्ञावली भाषा) – Marathi\"><span>मराठी</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://nl.wikipedia.org/wiki/Python\" hreflang=\"nl\" lang=\"nl\" title=\"Python – Dutch\"><span>Nederlands</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://ja.wikipedia.org/wiki/%E3%83%91%E3%82%A4%E3%82%BD%E3%83%B3\" hreflang=\"ja\" lang=\"ja\" title=\"パイソン – Japanese\"><span>日本語</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://no.wikipedia.org/wiki/Pyton\" hreflang=\"nb\" lang=\"nb\" title=\"Pyton – Norwegian Bokmål\"><span>Norsk bokmål</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://pl.wikipedia.org/wiki/Pyton\" hreflang=\"pl\" lang=\"pl\" title=\"Pyton – Polish\"><span>Polski</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://pt.wikipedia.org/wiki/Python_(desambigua%C3%A7%C3%A3o)\" hreflang=\"pt\" lang=\"pt\" title=\"Python (desambiguação) – Portuguese\"><span>Português</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://ru.wikipedia.org/wiki/Python_(%D0%B7%D0%BD%D0%B0%D1%87%D0%B5%D0%BD%D0%B8%D1%8F)\" hreflang=\"ru\" lang=\"ru\" title=\"Python (значения) – Russian\"><span>Русский</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://sk.wikipedia.org/wiki/Python\" hreflang=\"sk\" lang=\"sk\" title=\"Python – Slovak\"><span>Slovenčina</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://sr.wikipedia.org/wiki/%D0%9F%D0%B8%D1%82%D0%BE%D0%BD_(%D0%B2%D0%B8%D1%88%D0%B5%D0%B7%D0%BD%D0%B0%D1%87%D0%BD%D0%B0_%D0%BE%D0%B4%D1%80%D0%B5%D0%B4%D0%BD%D0%B8%D1%86%D0%B0)\" hreflang=\"sr\" lang=\"sr\" title=\"Питон (вишезначна одредница) – Serbian\"><span>Српски / srpski</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://sh.wikipedia.org/wiki/Python\" hreflang=\"sh\" lang=\"sh\" title=\"Python – Serbo-Croatian\"><span>Srpskohrvatski / српскохрватски</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://fi.wikipedia.org/wiki/Python\" hreflang=\"fi\" lang=\"fi\" title=\"Python – Finnish\"><span>Suomi</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://sv.wikipedia.org/wiki/Pyton\" hreflang=\"sv\" lang=\"sv\" title=\"Pyton – Swedish\"><span>Svenska</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://th.wikipedia.org/wiki/%E0%B9%84%E0%B8%9E%E0%B8%97%E0%B8%AD%E0%B8%99\" hreflang=\"th\" lang=\"th\" title=\"ไพทอน – Thai\"><span>ไทย</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://tr.wikipedia.org/wiki/Python\" hreflang=\"tr\" lang=\"tr\" title=\"Python – Turkish\"><span>Türkçe</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://uk.wikipedia.org/wiki/%D0%9F%D1%96%D1%84%D0%BE%D0%BD\" hreflang=\"uk\" lang=\"uk\" title=\"Піфон – Ukrainian\"><span>Українська</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://ur.wikipedia.org/wiki/%D9%BE%D8%A7%D8%A6%DB%8C%D8%AA%DA%BE%D9%88%D9%86\" hreflang=\"ur\" lang=\"ur\" title=\"پائیتھون – Urdu\"><span>اردو</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://vi.wikipedia.org/wiki/Python\" hreflang=\"vi\" lang=\"vi\" title=\"Python – Vietnamese\"><span>Tiếng Việt</span></a>,\n",
+       " <a class=\"interlanguage-link-target\" href=\"https://zh.wikipedia.org/wiki/Python_(%E6%B6%88%E6%AD%A7%E4%B9%89)\" hreflang=\"zh\" lang=\"zh\" title=\"Python (消歧义) – Chinese\"><span>中文</span></a>,\n",
+       " <a class=\"wbc-editpage\" href=\"https://www.wikidata.org/wiki/Special:EntityPage/Q747452#sitelinks-wikipedia\" title=\"Edit interlanguage links\">Edit links</a>,\n",
+       " <a href=\"//en.wikipedia.org/wiki/Wikipedia:Text_of_Creative_Commons_Attribution-ShareAlike_3.0_Unported_License\" rel=\"license\">Creative Commons Attribution-ShareAlike License</a>,\n",
+       " <a href=\"//foundation.wikimedia.org/wiki/Terms_of_Use\">Terms of Use</a>,\n",
+       " <a href=\"//foundation.wikimedia.org/wiki/Privacy_policy\">Privacy Policy</a>,\n",
+       " <a href=\"//www.wikimediafoundation.org/\">Wikimedia Foundation, Inc.</a>,\n",
+       " <a class=\"extiw\" href=\"https://foundation.wikimedia.org/wiki/Privacy_policy\" title=\"wmf:Privacy policy\">Privacy policy</a>,\n",
+       " <a href=\"/wiki/Wikipedia:About\" title=\"Wikipedia:About\">About Wikipedia</a>,\n",
+       " <a href=\"/wiki/Wikipedia:General_disclaimer\" title=\"Wikipedia:General disclaimer\">Disclaimers</a>,\n",
+       " <a href=\"//en.wikipedia.org/wiki/Wikipedia:Contact_us\">Contact Wikipedia</a>,\n",
+       " <a class=\"noprint stopMobileRedirectToggle\" href=\"//en.m.wikipedia.org/w/index.php?title=Python&amp;mobileaction=toggle_view_mobile\">Mobile view</a>,\n",
+       " <a href=\"https://www.mediawiki.org/wiki/Special:MyLanguage/How_to_contribute\">Developers</a>,\n",
+       " <a href=\"https://stats.wikimedia.org/#/en.wikipedia.org\">Statistics</a>,\n",
+       " <a href=\"https://foundation.wikimedia.org/wiki/Cookie_statement\">Cookie statement</a>]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "wiki_data = soup.find_all(\"a\", href=True, text=True)\n",
+    "wiki_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "names = []\n",
+    "urls = []\n",
+    "\n",
+    "for x in soup.find_all('a', href=True):\n",
+    "    urls.append(x['href'])\n",
+    "    names.append(x.text)    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "wiki_df = pd.DataFrame(\n",
+    "    {\"names\": names,\n",
+    "     \"links\": urls,\n",
+    "    }\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "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>names</th>\n",
+       "      <th>links</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Jump to navigation</td>\n",
+       "      <td>#mw-head</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jump to search</td>\n",
+       "      <td>#searchInput</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Python</td>\n",
+       "      <td>https://en.wiktionary.org/wiki/Python</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>python</td>\n",
+       "      <td>https://en.wiktionary.org/wiki/python</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Pythonidae</td>\n",
+       "      <td>/wiki/Pythonidae</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>146</th>\n",
+       "      <td>Developers</td>\n",
+       "      <td>https://www.mediawiki.org/wiki/Special:MyLangu...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>147</th>\n",
+       "      <td>Statistics</td>\n",
+       "      <td>https://stats.wikimedia.org/#/en.wikipedia.org</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>148</th>\n",
+       "      <td>Cookie statement</td>\n",
+       "      <td>https://foundation.wikimedia.org/wiki/Cookie_s...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>149</th>\n",
+       "      <td></td>\n",
+       "      <td>https://wikimediafoundation.org/</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>150</th>\n",
+       "      <td></td>\n",
+       "      <td>https://www.mediawiki.org/</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>151 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  names                                              links\n",
+       "0    Jump to navigation                                           #mw-head\n",
+       "1        Jump to search                                       #searchInput\n",
+       "2                Python              https://en.wiktionary.org/wiki/Python\n",
+       "3                python              https://en.wiktionary.org/wiki/python\n",
+       "4            Pythonidae                                   /wiki/Pythonidae\n",
+       "..                  ...                                                ...\n",
+       "146          Developers  https://www.mediawiki.org/wiki/Special:MyLangu...\n",
+       "147          Statistics     https://stats.wikimedia.org/#/en.wikipedia.org\n",
+       "148    Cookie statement  https://foundation.wikimedia.org/wiki/Cookie_s...\n",
+       "149                                       https://wikimediafoundation.org/\n",
+       "150                                             https://www.mediawiki.org/\n",
+       "\n",
+       "[151 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "wiki_df"
+   ]
+  },
   {
    "cell_type": "markdown",
-   "id": "relevant-performer",
    "metadata": {},
    "source": [
     "### Find the number of titles that have changed in the United States Code since its last release point"
@@ -47,17 +384,71 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "scenic-surgeon",
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
     "url = 'http://uscode.house.gov/download/download.shtml'"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "200"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get = requests.get(url)\n",
+    "get.status_code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "soup = BeautifulSoup(get.content, \"html.parser\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "changes_in_law = soup.find_all(\"div\", class_=\"usctitlechanged\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "8\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(len(changes_in_law))"
+   ]
+  },
   {
    "cell_type": "markdown",
-   "id": "acute-necessity",
    "metadata": {},
    "source": [
     "### Create a Python list with the top ten FBI's Most Wanted names"
@@ -65,17 +456,155 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "starting-blackberry",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "url = 'https://www.fbi.gov/wanted/topten'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "200"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get = requests.get(url)\n",
+    "get.status_code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
-    "url = 'https://www.fbi.gov/wanted/topten"
+    "soup = BeautifulSoup(get.content, \"html.parser\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<h3 class=\"title\">\n",
+       " <a href=\"https://www.fbi.gov/wanted/topten/jason-derek-brown\">JASON DEREK BROWN</a>\n",
+       " </h3>,\n",
+       " <h3 class=\"title\">\n",
+       " <a href=\"https://www.fbi.gov/wanted/topten/alexis-flores\">ALEXIS FLORES</a>\n",
+       " </h3>,\n",
+       " <h3 class=\"title\">\n",
+       " <a href=\"https://www.fbi.gov/wanted/topten/jose-rodolfo-villarreal-hernandez\">JOSE RODOLFO VILLARREAL-HERNANDEZ</a>\n",
+       " </h3>,\n",
+       " <h3 class=\"title\">\n",
+       " <a href=\"https://www.fbi.gov/wanted/topten/octaviano-juarez-corro\">OCTAVIANO JUAREZ-CORRO</a>\n",
+       " </h3>,\n",
+       " <h3 class=\"title\">\n",
+       " <a href=\"https://www.fbi.gov/wanted/topten/eugene-palmer\">EUGENE PALMER</a>\n",
+       " </h3>,\n",
+       " <h3 class=\"title\">\n",
+       " <a href=\"https://www.fbi.gov/wanted/topten/rafael-caro-quintero\">RAFAEL CARO-QUINTERO</a>\n",
+       " </h3>,\n",
+       " <h3 class=\"title\">\n",
+       " <a href=\"https://www.fbi.gov/wanted/topten/bhadreshkumar-chetanbhai-patel\">BHADRESHKUMAR CHETANBHAI PATEL</a>\n",
+       " </h3>,\n",
+       " <h3 class=\"title\">\n",
+       " <a href=\"https://www.fbi.gov/wanted/topten/alejandro-castillo\">ALEJANDRO ROSALES CASTILLO</a>\n",
+       " </h3>,\n",
+       " <h3 class=\"title\">\n",
+       " <a href=\"https://www.fbi.gov/wanted/topten/robert-william-fisher\">ROBERT WILLIAM FISHER</a>\n",
+       " </h3>,\n",
+       " <h3 class=\"title\">\n",
+       " <a href=\"https://www.fbi.gov/wanted/topten/arnoldo-jimenez\">ARNOLDO JIMENEZ</a>\n",
+       " </h3>]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "most_wanted = soup.find_all(\"h3\", class_='title')\n",
+    "most_wanted"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['\\nJASON DEREK BROWN\\n',\n",
+       " '\\nALEXIS FLORES\\n',\n",
+       " '\\nJOSE RODOLFO VILLARREAL-HERNANDEZ\\n',\n",
+       " '\\nOCTAVIANO JUAREZ-CORRO\\n',\n",
+       " '\\nEUGENE PALMER\\n',\n",
+       " '\\nRAFAEL CARO-QUINTERO\\n',\n",
+       " '\\nBHADRESHKUMAR CHETANBHAI PATEL\\n',\n",
+       " '\\nALEJANDRO ROSALES CASTILLO\\n',\n",
+       " '\\nROBERT WILLIAM FISHER\\n',\n",
+       " '\\nARNOLDO JIMENEZ\\n']"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lst = [name.get_text() for name in most_wanted]\n",
+    "lst"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['JASON DEREK BROWN',\n",
+       " 'ALEXIS FLORES',\n",
+       " 'JOSE RODOLFO VILLARREAL-HERNANDEZ',\n",
+       " 'OCTAVIANO JUAREZ-CORRO',\n",
+       " 'EUGENE PALMER',\n",
+       " 'RAFAEL CARO-QUINTERO',\n",
+       " 'BHADRESHKUMAR CHETANBHAI PATEL',\n",
+       " 'ALEJANDRO ROSALES CASTILLO',\n",
+       " 'ROBERT WILLIAM FISHER',\n",
+       " 'ARNOLDO JIMENEZ']"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "most_wanted_names = [element.strip() for element in lst]\n",
+    "most_wanted_names\n"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "joined-induction",
    "metadata": {},
    "source": [
     "### Display the 20 latest earthquakes info (date, time, latitude, longitude and region name) by the EMSC as a pandas dataframe"
@@ -83,17 +612,1407 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "copyrighted-taiwan",
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
     "url = 'https://www.emsc-csem.org/Earthquake/'"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "200"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get = requests.get(url)\n",
+    "get.status_code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "soup = BeautifulSoup(get.content, \"html.parser\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['2021-10-08   10:44:08.8',\n",
+       " '2021-10-08   10:34:32.0',\n",
+       " '2021-10-08   10:26:26.6',\n",
+       " '2021-10-08   10:22:05.6',\n",
+       " '2021-10-08   10:05:03.3',\n",
+       " '2021-10-08   10:04:53.2',\n",
+       " '2021-10-08   09:59:29.0',\n",
+       " '2021-10-08   09:58:56.0',\n",
+       " '2021-10-08   09:57:59.9',\n",
+       " '2021-10-08   09:52:26.4',\n",
+       " '2021-10-08   09:43:41.8',\n",
+       " '2021-10-08   09:41:48.0',\n",
+       " '2021-10-08   09:31:20.3',\n",
+       " '2021-10-08   09:30:00.4',\n",
+       " '2021-10-08   09:27:58.6',\n",
+       " '2021-10-08   09:27:56.0',\n",
+       " '2021-10-08   09:26:38.8',\n",
+       " '2021-10-08   09:24:35.1',\n",
+       " '2021-10-08   09:23:56.6',\n",
+       " '2021-10-08   09:15:40.1',\n",
+       " '2021-10-08   09:09:40.3',\n",
+       " '2021-10-08   09:08:49.8',\n",
+       " '2021-10-08   08:53:08.0',\n",
+       " '2021-10-08   08:42:56.1',\n",
+       " '2021-10-08   08:41:42.0',\n",
+       " '2021-10-08   08:41:38.2',\n",
+       " '2021-10-08   08:35:14.6',\n",
+       " '2021-10-08   08:11:04.8',\n",
+       " '2021-10-08   07:54:07.2',\n",
+       " '2021-10-08   07:42:11.0',\n",
+       " '2021-10-08   07:22:57.0',\n",
+       " '2021-10-08   07:19:53.8',\n",
+       " '2021-10-08   07:11:07.3',\n",
+       " '2021-10-08   07:03:22.8',\n",
+       " '2021-10-08   06:57:38.0',\n",
+       " '2021-10-08   06:56:23.0',\n",
+       " '2021-10-08   06:49:01.6',\n",
+       " '2021-10-08   06:47:22.0',\n",
+       " '2021-10-08   06:43:07.6',\n",
+       " '2021-10-08   06:37:33.7',\n",
+       " '2021-10-08   06:36:19.0',\n",
+       " '2021-10-08   06:32:54.0',\n",
+       " '2021-10-08   06:29:26.4',\n",
+       " '2021-10-08   06:26:50.5',\n",
+       " '2021-10-08   06:25:28.4',\n",
+       " '2021-10-08   06:25:04.3',\n",
+       " '2021-10-08   06:17:54.8',\n",
+       " '2021-10-08   06:17:08.4',\n",
+       " '2021-10-08   06:05:06.5',\n",
+       " '2021-10-08   06:02:09.0']"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# date & time have the same tag in html so first i will make a list of all the dates & times\n",
+    "# in the original text there are some symbols (\\xa0) which i replaced with the .replace() function\n",
+    "date_time = [x.a.get_text().replace('\\xa0', ' ') for x in soup.find_all(\"td\", class_='tabev6')]\n",
+    "date_time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['28.58',\n",
+       " '17.83',\n",
+       " '1.39',\n",
+       " '122.54',\n",
+       " '28.56',\n",
+       " '17.85',\n",
+       " '19.16',\n",
+       " '155.47',\n",
+       " '28.55',\n",
+       " '17.82',\n",
+       " '4.47',\n",
+       " '95.33',\n",
+       " '15.65',\n",
+       " '71.91',\n",
+       " '5.83',\n",
+       " '124.54',\n",
+       " '35.40',\n",
+       " '3.69',\n",
+       " '19.16',\n",
+       " '155.47',\n",
+       " '42.41',\n",
+       " '2.32',\n",
+       " '14.10',\n",
+       " '74.49',\n",
+       " '34.88',\n",
+       " '97.67',\n",
+       " '62.92',\n",
+       " '150.89',\n",
+       " '49.15',\n",
+       " '124.84',\n",
+       " '15.64',\n",
+       " '71.92',\n",
+       " '28.56',\n",
+       " '17.83',\n",
+       " '43.17',\n",
+       " '0.71',\n",
+       " '28.58',\n",
+       " '17.86',\n",
+       " '37.82',\n",
+       " '27.01',\n",
+       " '28.55',\n",
+       " '17.84',\n",
+       " '44.13',\n",
+       " '12.15',\n",
+       " '15.88',\n",
+       " '95.20',\n",
+       " '28.55',\n",
+       " '17.86',\n",
+       " '0.11',\n",
+       " '122.35',\n",
+       " '37.63',\n",
+       " '1.71',\n",
+       " '19.12',\n",
+       " '67.63',\n",
+       " '38.06',\n",
+       " '42.82',\n",
+       " '17.89',\n",
+       " '66.96',\n",
+       " '13.86',\n",
+       " '120.49',\n",
+       " '16.15',\n",
+       " '73.75',\n",
+       " '28.36',\n",
+       " '13.98',\n",
+       " '31.66',\n",
+       " '104.39',\n",
+       " '28.56',\n",
+       " '17.84',\n",
+       " '19.18',\n",
+       " '155.49',\n",
+       " '14.47',\n",
+       " '83.09',\n",
+       " '28.56',\n",
+       " '17.84',\n",
+       " '38.97',\n",
+       " '26.03',\n",
+       " '23.92',\n",
+       " '66.77',\n",
+       " '28.56',\n",
+       " '17.85',\n",
+       " '19.19',\n",
+       " '155.47',\n",
+       " '19.22',\n",
+       " '155.43',\n",
+       " '28.56',\n",
+       " '17.84',\n",
+       " '35.20',\n",
+       " '25.22',\n",
+       " '28.56',\n",
+       " '17.85',\n",
+       " '19.21',\n",
+       " '155.48',\n",
+       " '37.26',\n",
+       " '179.79',\n",
+       " '28.58',\n",
+       " '17.84',\n",
+       " '28.57',\n",
+       " '17.83',\n",
+       " '3.97',\n",
+       " '96.71']"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# the latitude and longtitude are saved in the same tag in html (tabev2) so first save both to one list\n",
+    "\n",
+    "latitude_longtitude = [x.get_text().replace('\\xa0', '') for x in soup.find_all(\"td\", class_='tabev1')] \n",
+    "latitude_longtitude"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['N',\n",
+       " 'W',\n",
+       " '2.5',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " '3.1',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.8',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.4',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.7',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " '5.2',\n",
+       " 'S',\n",
+       " 'W',\n",
+       " '3.6',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " '3.0',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.5',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.4',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " '3.9',\n",
+       " 'S',\n",
+       " 'W',\n",
+       " '4.1',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.2',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.6',\n",
+       " 'S',\n",
+       " 'E',\n",
+       " '4.6',\n",
+       " 'S',\n",
+       " 'W',\n",
+       " '4.0',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.9',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '1.5',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.4',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " '2.2',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.4',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " '2.1',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '4.1',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.9',\n",
+       " 'S',\n",
+       " 'E',\n",
+       " '3.0',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '1.7',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '3.4',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " '2.1',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.6',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " '3.1',\n",
+       " 'S',\n",
+       " 'W',\n",
+       " '4.0',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.6',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.6',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '3.3',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.0',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '4.6',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '3.8',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " '3.0',\n",
+       " 'S',\n",
+       " 'W',\n",
+       " '4.5',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.7',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.0',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.2',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '3.3',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " '3.6',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.9',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '3.7',\n",
+       " 'S',\n",
+       " 'E',\n",
+       " '3.1',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.8',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " '2.2',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " '2.7']"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# this gets the direction (north, south etc) for the latitude and longtitude\n",
+    "direction = [x.get_text().replace('\\xa0', '') for x in soup.find_all(\"td\", class_='tabev2')] \n",
+    "direction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " 'S',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " 'S',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'S',\n",
+       " 'E',\n",
+       " 'S',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'S',\n",
+       " 'E',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " 'S',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " 'S',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'E',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'S',\n",
+       " 'E',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'W',\n",
+       " 'N',\n",
+       " 'E']"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# removing the float digits from the list because we only need the direction\n",
+    "\n",
+    "import re\n",
+    "\n",
+    "pattern = \"(\\d+\\.\\d+)\"\n",
+    "\n",
+    "direction_new = [re.sub(pattern,\"\", x) for x in direction]\n",
+    "\n",
+    "while(\"\" in direction_new):\n",
+    "    direction_new.remove(\"\")\n",
+    "\n",
+    "direction_new"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['CANARY ISLANDS, SPAIN REGION',\n",
+       " 'MINAHASA, SULAWESI, INDONESIA',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'ISLAND OF HAWAII, HAWAII',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'NORTHERN SUMATRA, INDONESIA',\n",
+       " 'SOUTHERN PERU',\n",
+       " 'MINDANAO, PHILIPPINES',\n",
+       " 'STRAIT OF GIBRALTAR',\n",
+       " 'ISLAND OF HAWAII, HAWAII',\n",
+       " 'PYRENEES',\n",
+       " 'CENTRAL PERU',\n",
+       " 'OKLAHOMA',\n",
+       " 'CENTRAL ALASKA',\n",
+       " 'WESTERN INDIAN-ANTARCTIC RIDGE',\n",
+       " 'SOUTHERN PERU',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'PYRENEES',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'WESTERN TURKEY',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'NORTHERN ITALY',\n",
+       " 'OFFSHORE OAXACA, MEXICO',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'SULAWESI, INDONESIA',\n",
+       " 'SPAIN',\n",
+       " 'PUERTO RICO REGION',\n",
+       " 'EASTERN TURKEY',\n",
+       " 'PUERTO RICO REGION',\n",
+       " 'MINDORO, PHILIPPINES',\n",
+       " 'NEAR COAST OF SOUTHERN PERU',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'WESTERN TEXAS',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'ISLAND OF HAWAII, HAWAII',\n",
+       " 'NICARAGUA',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'NEAR THE COAST OF WESTERN TURKEY',\n",
+       " 'JUJUY, ARGENTINA',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'ISLAND OF HAWAII, HAWAII',\n",
+       " 'ISLAND OF HAWAII, HAWAII',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'CRETE, GREECE',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'ISLAND OF HAWAII, HAWAII',\n",
+       " 'OFF E. COAST OF N. ISLAND, N.Z.',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'CANARY ISLANDS, SPAIN REGION',\n",
+       " 'NORTHERN SUMATRA, INDONESIA']"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "region_name =  [x.get_text().replace('\\xa0', '') for x in soup.find_all(\"td\", class_='tb_region')] \n",
+    "region_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# this function splits a list into 2 lists with every other element going into 1 of the new lists\n",
+    "\n",
+    "def every_second_element(values):\n",
+    "\n",
+    "    first_values = []\n",
+    "    second_values = []\n",
+    "\n",
+    "    for index in range(0, len(values), 2):\n",
+    "        first_values.append(values[index])\n",
+    "\n",
+    "    for index in range(1, len(values), 2):\n",
+    "        second_values.append(values[index])\n",
+    "\n",
+    "    return first_values, second_values "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# apply function to latitude and longtitude so we have 2 seperate lists\n",
+    "\n",
+    "latitude, longtitude = every_second_element(latitude_longtitude)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# apply function to latitude and longtitude direction list so we have 2 seperate lists\n",
+    "\n",
+    "latitude_direction, longtitude_direction = every_second_element(direction_new)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['10:44:08.8',\n",
+       " '10:34:32.0',\n",
+       " '10:26:26.6',\n",
+       " '10:22:05.6',\n",
+       " '10:05:03.3',\n",
+       " '10:04:53.2',\n",
+       " '09:59:29.0',\n",
+       " '09:58:56.0',\n",
+       " '09:57:59.9',\n",
+       " '09:52:26.4',\n",
+       " '09:43:41.8',\n",
+       " '09:41:48.0',\n",
+       " '09:31:20.3',\n",
+       " '09:30:00.4',\n",
+       " '09:27:58.6',\n",
+       " '09:27:56.0',\n",
+       " '09:26:38.8',\n",
+       " '09:24:35.1',\n",
+       " '09:23:56.6',\n",
+       " '09:15:40.1',\n",
+       " '09:09:40.3',\n",
+       " '09:08:49.8',\n",
+       " '08:53:08.0',\n",
+       " '08:42:56.1',\n",
+       " '08:41:42.0',\n",
+       " '08:41:38.2',\n",
+       " '08:35:14.6',\n",
+       " '08:11:04.8',\n",
+       " '07:54:07.2',\n",
+       " '07:42:11.0',\n",
+       " '07:22:57.0',\n",
+       " '07:19:53.8',\n",
+       " '07:11:07.3',\n",
+       " '07:03:22.8',\n",
+       " '06:57:38.0',\n",
+       " '06:56:23.0',\n",
+       " '06:49:01.6',\n",
+       " '06:47:22.0',\n",
+       " '06:43:07.6',\n",
+       " '06:37:33.7',\n",
+       " '06:36:19.0',\n",
+       " '06:32:54.0',\n",
+       " '06:29:26.4',\n",
+       " '06:26:50.5',\n",
+       " '06:25:28.4',\n",
+       " '06:25:04.3',\n",
+       " '06:17:54.8',\n",
+       " '06:17:08.4',\n",
+       " '06:05:06.5',\n",
+       " '06:02:09.0']"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# date & time is one list so this just splits the date/time and appends the date to a new date list and time to a new time list\n",
+    "\n",
+    "date = []\n",
+    "time = []\n",
+    "\n",
+    "for x in date_time:\n",
+    "    x = x.split()\n",
+    "    date.append(x[0])\n",
+    "    time.append(x[1])\n",
+    "time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# dataframe\n",
+    "\n",
+    "earthquakes = pd.DataFrame(\n",
+    "    {\"date\": date,\n",
+    "    \"time\": time,\n",
+    "    \"latitude\": latitude,\n",
+    "    \"latitude_direction\": latitude_direction,\n",
+    "    \"longtitude\": longtitude,\n",
+    "    \"longtitude_direction\": longtitude_direction,\n",
+    "    \"region\": region_name\n",
+    "    }\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "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>date</th>\n",
+       "      <th>time</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>latitude_direction</th>\n",
+       "      <th>longtitude</th>\n",
+       "      <th>longtitude_direction</th>\n",
+       "      <th>region</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>10:44:08.8</td>\n",
+       "      <td>28.58</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.83</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>10:34:32.0</td>\n",
+       "      <td>1.39</td>\n",
+       "      <td>N</td>\n",
+       "      <td>122.54</td>\n",
+       "      <td>E</td>\n",
+       "      <td>MINAHASA, SULAWESI, INDONESIA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>10:26:26.6</td>\n",
+       "      <td>28.56</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.85</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>10:22:05.6</td>\n",
+       "      <td>19.16</td>\n",
+       "      <td>N</td>\n",
+       "      <td>155.47</td>\n",
+       "      <td>W</td>\n",
+       "      <td>ISLAND OF HAWAII, HAWAII</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>10:05:03.3</td>\n",
+       "      <td>28.55</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.82</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>10:04:53.2</td>\n",
+       "      <td>4.47</td>\n",
+       "      <td>N</td>\n",
+       "      <td>95.33</td>\n",
+       "      <td>E</td>\n",
+       "      <td>NORTHERN SUMATRA, INDONESIA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:59:29.0</td>\n",
+       "      <td>15.65</td>\n",
+       "      <td>S</td>\n",
+       "      <td>71.91</td>\n",
+       "      <td>W</td>\n",
+       "      <td>SOUTHERN PERU</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:58:56.0</td>\n",
+       "      <td>5.83</td>\n",
+       "      <td>N</td>\n",
+       "      <td>124.54</td>\n",
+       "      <td>E</td>\n",
+       "      <td>MINDANAO, PHILIPPINES</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:57:59.9</td>\n",
+       "      <td>35.40</td>\n",
+       "      <td>N</td>\n",
+       "      <td>3.69</td>\n",
+       "      <td>W</td>\n",
+       "      <td>STRAIT OF GIBRALTAR</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:52:26.4</td>\n",
+       "      <td>19.16</td>\n",
+       "      <td>N</td>\n",
+       "      <td>155.47</td>\n",
+       "      <td>W</td>\n",
+       "      <td>ISLAND OF HAWAII, HAWAII</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:43:41.8</td>\n",
+       "      <td>42.41</td>\n",
+       "      <td>N</td>\n",
+       "      <td>2.32</td>\n",
+       "      <td>E</td>\n",
+       "      <td>PYRENEES</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:41:48.0</td>\n",
+       "      <td>14.10</td>\n",
+       "      <td>S</td>\n",
+       "      <td>74.49</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CENTRAL PERU</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:31:20.3</td>\n",
+       "      <td>34.88</td>\n",
+       "      <td>N</td>\n",
+       "      <td>97.67</td>\n",
+       "      <td>W</td>\n",
+       "      <td>OKLAHOMA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:30:00.4</td>\n",
+       "      <td>62.92</td>\n",
+       "      <td>N</td>\n",
+       "      <td>150.89</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CENTRAL ALASKA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:27:58.6</td>\n",
+       "      <td>49.15</td>\n",
+       "      <td>S</td>\n",
+       "      <td>124.84</td>\n",
+       "      <td>E</td>\n",
+       "      <td>WESTERN INDIAN-ANTARCTIC RIDGE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:27:56.0</td>\n",
+       "      <td>15.64</td>\n",
+       "      <td>S</td>\n",
+       "      <td>71.92</td>\n",
+       "      <td>W</td>\n",
+       "      <td>SOUTHERN PERU</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:26:38.8</td>\n",
+       "      <td>28.56</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.83</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:24:35.1</td>\n",
+       "      <td>43.17</td>\n",
+       "      <td>N</td>\n",
+       "      <td>0.71</td>\n",
+       "      <td>W</td>\n",
+       "      <td>PYRENEES</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:23:56.6</td>\n",
+       "      <td>28.58</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.86</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:15:40.1</td>\n",
+       "      <td>37.82</td>\n",
+       "      <td>N</td>\n",
+       "      <td>27.01</td>\n",
+       "      <td>E</td>\n",
+       "      <td>WESTERN TURKEY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:09:40.3</td>\n",
+       "      <td>28.55</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.84</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>09:08:49.8</td>\n",
+       "      <td>44.13</td>\n",
+       "      <td>N</td>\n",
+       "      <td>12.15</td>\n",
+       "      <td>E</td>\n",
+       "      <td>NORTHERN ITALY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>08:53:08.0</td>\n",
+       "      <td>15.88</td>\n",
+       "      <td>N</td>\n",
+       "      <td>95.20</td>\n",
+       "      <td>W</td>\n",
+       "      <td>OFFSHORE OAXACA, MEXICO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>08:42:56.1</td>\n",
+       "      <td>28.55</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.86</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>08:41:42.0</td>\n",
+       "      <td>0.11</td>\n",
+       "      <td>S</td>\n",
+       "      <td>122.35</td>\n",
+       "      <td>E</td>\n",
+       "      <td>SULAWESI, INDONESIA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>08:41:38.2</td>\n",
+       "      <td>37.63</td>\n",
+       "      <td>N</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>W</td>\n",
+       "      <td>SPAIN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>08:35:14.6</td>\n",
+       "      <td>19.12</td>\n",
+       "      <td>N</td>\n",
+       "      <td>67.63</td>\n",
+       "      <td>W</td>\n",
+       "      <td>PUERTO RICO REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>08:11:04.8</td>\n",
+       "      <td>38.06</td>\n",
+       "      <td>N</td>\n",
+       "      <td>42.82</td>\n",
+       "      <td>E</td>\n",
+       "      <td>EASTERN TURKEY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>07:54:07.2</td>\n",
+       "      <td>17.89</td>\n",
+       "      <td>N</td>\n",
+       "      <td>66.96</td>\n",
+       "      <td>W</td>\n",
+       "      <td>PUERTO RICO REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>07:42:11.0</td>\n",
+       "      <td>13.86</td>\n",
+       "      <td>N</td>\n",
+       "      <td>120.49</td>\n",
+       "      <td>E</td>\n",
+       "      <td>MINDORO, PHILIPPINES</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>07:22:57.0</td>\n",
+       "      <td>16.15</td>\n",
+       "      <td>S</td>\n",
+       "      <td>73.75</td>\n",
+       "      <td>W</td>\n",
+       "      <td>NEAR COAST OF SOUTHERN PERU</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>07:19:53.8</td>\n",
+       "      <td>28.36</td>\n",
+       "      <td>N</td>\n",
+       "      <td>13.98</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>07:11:07.3</td>\n",
+       "      <td>31.66</td>\n",
+       "      <td>N</td>\n",
+       "      <td>104.39</td>\n",
+       "      <td>W</td>\n",
+       "      <td>WESTERN TEXAS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>07:03:22.8</td>\n",
+       "      <td>28.56</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.84</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:57:38.0</td>\n",
+       "      <td>19.18</td>\n",
+       "      <td>N</td>\n",
+       "      <td>155.49</td>\n",
+       "      <td>W</td>\n",
+       "      <td>ISLAND OF HAWAII, HAWAII</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:56:23.0</td>\n",
+       "      <td>14.47</td>\n",
+       "      <td>N</td>\n",
+       "      <td>83.09</td>\n",
+       "      <td>W</td>\n",
+       "      <td>NICARAGUA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:49:01.6</td>\n",
+       "      <td>28.56</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.84</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:47:22.0</td>\n",
+       "      <td>38.97</td>\n",
+       "      <td>N</td>\n",
+       "      <td>26.03</td>\n",
+       "      <td>E</td>\n",
+       "      <td>NEAR THE COAST OF WESTERN TURKEY</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:43:07.6</td>\n",
+       "      <td>23.92</td>\n",
+       "      <td>S</td>\n",
+       "      <td>66.77</td>\n",
+       "      <td>W</td>\n",
+       "      <td>JUJUY, ARGENTINA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:37:33.7</td>\n",
+       "      <td>28.56</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.85</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:36:19.0</td>\n",
+       "      <td>19.19</td>\n",
+       "      <td>N</td>\n",
+       "      <td>155.47</td>\n",
+       "      <td>W</td>\n",
+       "      <td>ISLAND OF HAWAII, HAWAII</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:32:54.0</td>\n",
+       "      <td>19.22</td>\n",
+       "      <td>N</td>\n",
+       "      <td>155.43</td>\n",
+       "      <td>W</td>\n",
+       "      <td>ISLAND OF HAWAII, HAWAII</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:29:26.4</td>\n",
+       "      <td>28.56</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.84</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:26:50.5</td>\n",
+       "      <td>35.20</td>\n",
+       "      <td>N</td>\n",
+       "      <td>25.22</td>\n",
+       "      <td>E</td>\n",
+       "      <td>CRETE, GREECE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:25:28.4</td>\n",
+       "      <td>28.56</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.85</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:25:04.3</td>\n",
+       "      <td>19.21</td>\n",
+       "      <td>N</td>\n",
+       "      <td>155.48</td>\n",
+       "      <td>W</td>\n",
+       "      <td>ISLAND OF HAWAII, HAWAII</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:17:54.8</td>\n",
+       "      <td>37.26</td>\n",
+       "      <td>S</td>\n",
+       "      <td>179.79</td>\n",
+       "      <td>E</td>\n",
+       "      <td>OFF E. COAST OF N. ISLAND, N.Z.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:17:08.4</td>\n",
+       "      <td>28.58</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.84</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:05:06.5</td>\n",
+       "      <td>28.57</td>\n",
+       "      <td>N</td>\n",
+       "      <td>17.83</td>\n",
+       "      <td>W</td>\n",
+       "      <td>CANARY ISLANDS, SPAIN REGION</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>2021-10-08</td>\n",
+       "      <td>06:02:09.0</td>\n",
+       "      <td>3.97</td>\n",
+       "      <td>N</td>\n",
+       "      <td>96.71</td>\n",
+       "      <td>E</td>\n",
+       "      <td>NORTHERN SUMATRA, INDONESIA</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          date        time latitude latitude_direction longtitude  \\\n",
+       "0   2021-10-08  10:44:08.8    28.58                  N      17.83   \n",
+       "1   2021-10-08  10:34:32.0     1.39                  N     122.54   \n",
+       "2   2021-10-08  10:26:26.6    28.56                  N      17.85   \n",
+       "3   2021-10-08  10:22:05.6    19.16                  N     155.47   \n",
+       "4   2021-10-08  10:05:03.3    28.55                  N      17.82   \n",
+       "5   2021-10-08  10:04:53.2     4.47                  N      95.33   \n",
+       "6   2021-10-08  09:59:29.0    15.65                  S      71.91   \n",
+       "7   2021-10-08  09:58:56.0     5.83                  N     124.54   \n",
+       "8   2021-10-08  09:57:59.9    35.40                  N       3.69   \n",
+       "9   2021-10-08  09:52:26.4    19.16                  N     155.47   \n",
+       "10  2021-10-08  09:43:41.8    42.41                  N       2.32   \n",
+       "11  2021-10-08  09:41:48.0    14.10                  S      74.49   \n",
+       "12  2021-10-08  09:31:20.3    34.88                  N      97.67   \n",
+       "13  2021-10-08  09:30:00.4    62.92                  N     150.89   \n",
+       "14  2021-10-08  09:27:58.6    49.15                  S     124.84   \n",
+       "15  2021-10-08  09:27:56.0    15.64                  S      71.92   \n",
+       "16  2021-10-08  09:26:38.8    28.56                  N      17.83   \n",
+       "17  2021-10-08  09:24:35.1    43.17                  N       0.71   \n",
+       "18  2021-10-08  09:23:56.6    28.58                  N      17.86   \n",
+       "19  2021-10-08  09:15:40.1    37.82                  N      27.01   \n",
+       "20  2021-10-08  09:09:40.3    28.55                  N      17.84   \n",
+       "21  2021-10-08  09:08:49.8    44.13                  N      12.15   \n",
+       "22  2021-10-08  08:53:08.0    15.88                  N      95.20   \n",
+       "23  2021-10-08  08:42:56.1    28.55                  N      17.86   \n",
+       "24  2021-10-08  08:41:42.0     0.11                  S     122.35   \n",
+       "25  2021-10-08  08:41:38.2    37.63                  N       1.71   \n",
+       "26  2021-10-08  08:35:14.6    19.12                  N      67.63   \n",
+       "27  2021-10-08  08:11:04.8    38.06                  N      42.82   \n",
+       "28  2021-10-08  07:54:07.2    17.89                  N      66.96   \n",
+       "29  2021-10-08  07:42:11.0    13.86                  N     120.49   \n",
+       "30  2021-10-08  07:22:57.0    16.15                  S      73.75   \n",
+       "31  2021-10-08  07:19:53.8    28.36                  N      13.98   \n",
+       "32  2021-10-08  07:11:07.3    31.66                  N     104.39   \n",
+       "33  2021-10-08  07:03:22.8    28.56                  N      17.84   \n",
+       "34  2021-10-08  06:57:38.0    19.18                  N     155.49   \n",
+       "35  2021-10-08  06:56:23.0    14.47                  N      83.09   \n",
+       "36  2021-10-08  06:49:01.6    28.56                  N      17.84   \n",
+       "37  2021-10-08  06:47:22.0    38.97                  N      26.03   \n",
+       "38  2021-10-08  06:43:07.6    23.92                  S      66.77   \n",
+       "39  2021-10-08  06:37:33.7    28.56                  N      17.85   \n",
+       "40  2021-10-08  06:36:19.0    19.19                  N     155.47   \n",
+       "41  2021-10-08  06:32:54.0    19.22                  N     155.43   \n",
+       "42  2021-10-08  06:29:26.4    28.56                  N      17.84   \n",
+       "43  2021-10-08  06:26:50.5    35.20                  N      25.22   \n",
+       "44  2021-10-08  06:25:28.4    28.56                  N      17.85   \n",
+       "45  2021-10-08  06:25:04.3    19.21                  N     155.48   \n",
+       "46  2021-10-08  06:17:54.8    37.26                  S     179.79   \n",
+       "47  2021-10-08  06:17:08.4    28.58                  N      17.84   \n",
+       "48  2021-10-08  06:05:06.5    28.57                  N      17.83   \n",
+       "49  2021-10-08  06:02:09.0     3.97                  N      96.71   \n",
+       "\n",
+       "   longtitude_direction                            region  \n",
+       "0                     W      CANARY ISLANDS, SPAIN REGION  \n",
+       "1                     E     MINAHASA, SULAWESI, INDONESIA  \n",
+       "2                     W      CANARY ISLANDS, SPAIN REGION  \n",
+       "3                     W          ISLAND OF HAWAII, HAWAII  \n",
+       "4                     W      CANARY ISLANDS, SPAIN REGION  \n",
+       "5                     E       NORTHERN SUMATRA, INDONESIA  \n",
+       "6                     W                     SOUTHERN PERU  \n",
+       "7                     E             MINDANAO, PHILIPPINES  \n",
+       "8                     W               STRAIT OF GIBRALTAR  \n",
+       "9                     W          ISLAND OF HAWAII, HAWAII  \n",
+       "10                    E                          PYRENEES  \n",
+       "11                    W                      CENTRAL PERU  \n",
+       "12                    W                          OKLAHOMA  \n",
+       "13                    W                    CENTRAL ALASKA  \n",
+       "14                    E    WESTERN INDIAN-ANTARCTIC RIDGE  \n",
+       "15                    W                     SOUTHERN PERU  \n",
+       "16                    W      CANARY ISLANDS, SPAIN REGION  \n",
+       "17                    W                          PYRENEES  \n",
+       "18                    W      CANARY ISLANDS, SPAIN REGION  \n",
+       "19                    E                    WESTERN TURKEY  \n",
+       "20                    W      CANARY ISLANDS, SPAIN REGION  \n",
+       "21                    E                    NORTHERN ITALY  \n",
+       "22                    W           OFFSHORE OAXACA, MEXICO  \n",
+       "23                    W      CANARY ISLANDS, SPAIN REGION  \n",
+       "24                    E               SULAWESI, INDONESIA  \n",
+       "25                    W                             SPAIN  \n",
+       "26                    W                PUERTO RICO REGION  \n",
+       "27                    E                    EASTERN TURKEY  \n",
+       "28                    W                PUERTO RICO REGION  \n",
+       "29                    E              MINDORO, PHILIPPINES  \n",
+       "30                    W       NEAR COAST OF SOUTHERN PERU  \n",
+       "31                    W      CANARY ISLANDS, SPAIN REGION  \n",
+       "32                    W                     WESTERN TEXAS  \n",
+       "33                    W      CANARY ISLANDS, SPAIN REGION  \n",
+       "34                    W          ISLAND OF HAWAII, HAWAII  \n",
+       "35                    W                         NICARAGUA  \n",
+       "36                    W      CANARY ISLANDS, SPAIN REGION  \n",
+       "37                    E  NEAR THE COAST OF WESTERN TURKEY  \n",
+       "38                    W                  JUJUY, ARGENTINA  \n",
+       "39                    W      CANARY ISLANDS, SPAIN REGION  \n",
+       "40                    W          ISLAND OF HAWAII, HAWAII  \n",
+       "41                    W          ISLAND OF HAWAII, HAWAII  \n",
+       "42                    W      CANARY ISLANDS, SPAIN REGION  \n",
+       "43                    E                     CRETE, GREECE  \n",
+       "44                    W      CANARY ISLANDS, SPAIN REGION  \n",
+       "45                    W          ISLAND OF HAWAII, HAWAII  \n",
+       "46                    E   OFF E. COAST OF N. ISLAND, N.Z.  \n",
+       "47                    W      CANARY ISLANDS, SPAIN REGION  \n",
+       "48                    W      CANARY ISLANDS, SPAIN REGION  \n",
+       "49                    E       NORTHERN SUMATRA, INDONESIA  "
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "earthquakes"
+   ]
+  },
   {
    "cell_type": "markdown",
-   "id": "dominican-defeat",
    "metadata": {},
    "source": [
     "### List all language names and number of related articles in the order they appear in [wikipedia.org](wikipedia.org)"
@@ -101,17 +2020,289 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "metric-vertex",
+   "execution_count": 34,
    "metadata": {},
    "outputs": [],
    "source": [
     "url = 'https://www.wikipedia.org/'"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "200"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get = requests.get(url)\n",
+    "get.status_code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "soup = BeautifulSoup(get.content, \"html.parser\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<strong>English</strong>,\n",
+       " <strong>日本語</strong>,\n",
+       " <strong>Español</strong>,\n",
+       " <strong>Deutsch</strong>,\n",
+       " <strong>Русский</strong>,\n",
+       " <strong>Français</strong>,\n",
+       " <strong>中文</strong>,\n",
+       " <strong>Italiano</strong>,\n",
+       " <strong>Português</strong>,\n",
+       " <strong>Polski</strong>]"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# this gets us all the languages from the main wikipedia page\n",
+    "\n",
+    "language_info = soup.find_all(\"strong\", class_=False)\n",
+    "language_info\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['English',\n",
+       " '日本語',\n",
+       " 'Español',\n",
+       " 'Deutsch',\n",
+       " 'Русский',\n",
+       " 'Français',\n",
+       " '中文',\n",
+       " 'Italiano',\n",
+       " 'Português',\n",
+       " 'Polski']"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# remove strong tag and just get the text\n",
+    "\n",
+    "languages = []\n",
+    "for item in language_info:\n",
+    "    languages.append(item.get_text())\n",
+    "\n",
+    "languages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<small><bdi dir=\"ltr\">6 383 000+</bdi> <span>articles</span></small>,\n",
+       " <small><bdi dir=\"ltr\">1 292 000+</bdi> <span>記事</span></small>,\n",
+       " <small><bdi dir=\"ltr\">1 717 000+</bdi> <span>artículos</span></small>,\n",
+       " <small><bdi dir=\"ltr\">2 617 000+</bdi> <span>Artikel</span></small>,\n",
+       " <small><bdi dir=\"ltr\">1 756 000+</bdi> <span>статей</span></small>,\n",
+       " <small><bdi dir=\"ltr\">2 362 000+</bdi> <span>articles</span></small>,\n",
+       " <small><bdi dir=\"ltr\">1 231 000+</bdi> <span data-convert-hans=\"条目\" id=\"zh_art\">條目</span></small>,\n",
+       " <small><bdi dir=\"ltr\">1 718 000+</bdi> <span>voci</span></small>,\n",
+       " <small><bdi dir=\"ltr\">1 074 000+</bdi> <span>artigos</span></small>,\n",
+       " <small><bdi dir=\"ltr\">1 490 000+</bdi> <span>haseł</span></small>]"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "number_of_articles = soup.find_all(\"small\", class_=False)\n",
+    "number_of_articles\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['6383000+ articles',\n",
+       " '1292000+ 記事',\n",
+       " '1717000+ artículos',\n",
+       " '2617000+ Artikel',\n",
+       " '1756000+ статей',\n",
+       " '2362000+ articles',\n",
+       " '1231000+ 條目',\n",
+       " '1718000+ voci',\n",
+       " '1074000+ artigos',\n",
+       " '1490000+ haseł']"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "article_count = []\n",
+    "for item in number_of_articles:\n",
+    "    article_count.append(item.get_text().replace('\\xa0', ''))\n",
+    "\n",
+    "article_count"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "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>language</th>\n",
+       "      <th>number_of_articles</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>English</td>\n",
+       "      <td>6383000+ articles</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>日本語</td>\n",
+       "      <td>1292000+ 記事</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Español</td>\n",
+       "      <td>1717000+ artículos</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Deutsch</td>\n",
+       "      <td>2617000+ Artikel</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Русский</td>\n",
+       "      <td>1756000+ статей</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Français</td>\n",
+       "      <td>2362000+ articles</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>中文</td>\n",
+       "      <td>1231000+ 條目</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Italiano</td>\n",
+       "      <td>1718000+ voci</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Português</td>\n",
+       "      <td>1074000+ artigos</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Polski</td>\n",
+       "      <td>1490000+ haseł</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    language  number_of_articles\n",
+       "0    English   6383000+ articles\n",
+       "1        日本語         1292000+ 記事\n",
+       "2    Español  1717000+ artículos\n",
+       "3    Deutsch    2617000+ Artikel\n",
+       "4    Русский     1756000+ статей\n",
+       "5   Français   2362000+ articles\n",
+       "6         中文         1231000+ 條目\n",
+       "7   Italiano       1718000+ voci\n",
+       "8  Português    1074000+ artigos\n",
+       "9     Polski      1490000+ haseł"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "wikipedia_languages = pd.DataFrame(\n",
+    "    {\"language\" : languages,\n",
+    "    \"number_of_articles\" : article_count}\n",
+    "\n",
+    ")\n",
+    "\n",
+    "wikipedia_languages"
+   ]
+  },
   {
    "cell_type": "markdown",
-   "id": "split-cartridge",
    "metadata": {},
    "source": [
     "### A list with the different kind of datasets available in [data.gov.uk](data.gov.uk)\n"
@@ -119,17 +2310,269 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "actual-parallel",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "url = 'https://data.gov.uk/'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "200"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get = requests.get(url)\n",
+    "get.status_code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "soup = BeautifulSoup(get.content, \"html.parser\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# get title and info of the different datasets\n",
+    "\n",
+    "title = soup.find_all(\"h3\", class_=\"govuk-heading-s dgu-topics__heading\")\n",
+    "\n",
+    "info = soup.find_all(\"p\", class_=\"govuk-body\", href=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<p class=\"govuk-body\">We use <a class=\"govuk-link\" href=\"/cookies\">cookies to collect information</a> about how you use data.gov.uk. We use this information to make the website work as well as possible.</p>,\n",
+       " <p class=\"govuk-body\">Small businesses, industry, imports, exports and trade</p>,\n",
+       " <p class=\"govuk-body\">Courts, police, prison, offenders, borders and immigration</p>,\n",
+       " <p class=\"govuk-body\">Armed forces, health and safety, search and rescue</p>,\n",
+       " <p class=\"govuk-body\">Students, training, qualifications and the National Curriculum</p>,\n",
+       " <p class=\"govuk-body\">Weather, flooding, rivers, air quality, geology and agriculture</p>,\n",
+       " <p class=\"govuk-body\">Staff numbers and pay, local councillors and department business plans</p>,\n",
+       " <p class=\"govuk-body\">Includes all payments by government departments over £25,000</p>,\n",
+       " <p class=\"govuk-body\">Includes smoking, drugs, alcohol, medicine performance and hospitals</p>,\n",
+       " <p class=\"govuk-body\">Addresses, boundaries, land ownership, aerial photographs, seabed and land terrain</p>,\n",
+       " <p class=\"govuk-body\">Employment, benefits, household finances, poverty and population</p>,\n",
+       " <p class=\"govuk-body\">Includes housing, urban planning, leisure, waste and energy, consumption</p>,\n",
+       " <p class=\"govuk-body\">Airports, roads, freight, electric vehicles, parking, buses and footpaths</p>,\n",
+       " <p class=\"govuk-body\">Cost, usage, completion rate, digital take-up, satisfaction</p>,\n",
+       " <p class=\"govuk-body\">Trusted data that is referenced and shared across government departments</p>]"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# the first element in this list is not necessary for our dataframe so will remove it later\n",
+    "\n",
+    "info"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
    "metadata": {},
    "outputs": [],
    "source": [
-    "url = 'https://data.gov.uk/"
+    "# function to get the text from the above lists \n",
+    "\n",
+    "def text_get(values):\n",
+    "\n",
+    "    new_list = []\n",
+    "\n",
+    "    for x in values:\n",
+    "        new_list.append(x.get_text())\n",
+    "    \n",
+    "    return new_list"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "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>department</th>\n",
+       "      <th>description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Business and economy</td>\n",
+       "      <td>Small businesses, industry, imports, exports a...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Crime and justice</td>\n",
+       "      <td>Courts, police, prison, offenders, borders and...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Defence</td>\n",
+       "      <td>Armed forces, health and safety, search and re...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Education</td>\n",
+       "      <td>Students, training, qualifications and the Nat...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Environment</td>\n",
+       "      <td>Weather, flooding, rivers, air quality, geolog...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Government</td>\n",
+       "      <td>Staff numbers and pay, local councillors and d...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Government spending</td>\n",
+       "      <td>Includes all payments by government department...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Health</td>\n",
+       "      <td>Includes smoking, drugs, alcohol, medicine per...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Mapping</td>\n",
+       "      <td>Addresses, boundaries, land ownership, aerial ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Society</td>\n",
+       "      <td>Employment, benefits, household finances, pove...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Towns and cities</td>\n",
+       "      <td>Includes housing, urban planning, leisure, was...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Transport</td>\n",
+       "      <td>Airports, roads, freight, electric vehicles, p...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Digital service performance</td>\n",
+       "      <td>Cost, usage, completion rate, digital take-up,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Government reference data</td>\n",
+       "      <td>Trusted data that is referenced and shared acr...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     department  \\\n",
+       "0          Business and economy   \n",
+       "1             Crime and justice   \n",
+       "2                       Defence   \n",
+       "3                     Education   \n",
+       "4                   Environment   \n",
+       "5                    Government   \n",
+       "6           Government spending   \n",
+       "7                        Health   \n",
+       "8                       Mapping   \n",
+       "9                       Society   \n",
+       "10             Towns and cities   \n",
+       "11                    Transport   \n",
+       "12  Digital service performance   \n",
+       "13    Government reference data   \n",
+       "\n",
+       "                                          description  \n",
+       "0   Small businesses, industry, imports, exports a...  \n",
+       "1   Courts, police, prison, offenders, borders and...  \n",
+       "2   Armed forces, health and safety, search and re...  \n",
+       "3   Students, training, qualifications and the Nat...  \n",
+       "4   Weather, flooding, rivers, air quality, geolog...  \n",
+       "5   Staff numbers and pay, local councillors and d...  \n",
+       "6   Includes all payments by government department...  \n",
+       "7   Includes smoking, drugs, alcohol, medicine per...  \n",
+       "8   Addresses, boundaries, land ownership, aerial ...  \n",
+       "9   Employment, benefits, household finances, pove...  \n",
+       "10  Includes housing, urban planning, leisure, was...  \n",
+       "11  Airports, roads, freight, electric vehicles, p...  \n",
+       "12  Cost, usage, completion rate, digital take-up,...  \n",
+       "13  Trusted data that is referenced and shared acr...  "
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# pandas dataframe with the department name and info\n",
+    "\n",
+    "gov_uk = pd.DataFrame(\n",
+    "    {\"department\": text_get(title),\n",
+    "    \"description\": text_get(info[1:])\n",
+    "    }\n",
+    ")\n",
+    "\n",
+    "\n",
+    "gov_uk"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "potential-malpractice",
    "metadata": {},
    "source": [
     "### Display the top 10 languages by number of native speakers stored in a pandas dataframe"
@@ -137,19 +2580,2150 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "adaptive-calculator",
+   "execution_count": 49,
    "metadata": {},
    "outputs": [],
    "source": [
     "url = 'https://en.wikipedia.org/wiki/List_of_languages_by_number_of_native_speakers'"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "200"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get = requests.get(url)\n",
+    "get.status_code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "soup = BeautifulSoup(get.content, \"html.parser\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<td>1\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Mandarin_Chinese\" title=\"Mandarin Chinese\">Mandarin Chinese</a>\n",
+       " </td>,\n",
+       " <td>918\n",
+       " </td>,\n",
+       " <td>11.922%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sino-Tibetan_languages\" title=\"Sino-Tibetan languages\">Sino-Tibetan</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Varieties_of_Chinese\" title=\"Varieties of Chinese\">Sinitic</a>\n",
+       " </td>,\n",
+       " <td>2\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Spanish_language\" title=\"Spanish language\">Spanish</a>\n",
+       " </td>,\n",
+       " <td>480\n",
+       " </td>,\n",
+       " <td>5.994%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Romance_languages\" title=\"Romance languages\">Romance</a>\n",
+       " </td>,\n",
+       " <td>3\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/English_language\" title=\"English language\">English</a>\n",
+       " </td>,\n",
+       " <td>379\n",
+       " </td>,\n",
+       " <td>4.922%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Germanic_languages\" title=\"Germanic languages\">Germanic</a>\n",
+       " </td>,\n",
+       " <td>4\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Hindi\" title=\"Hindi\">Hindi</a> (sanskritised <a href=\"/wiki/Hindustani_language\" title=\"Hindustani language\">Hindustani</a>)<sup class=\"reference\" id=\"cite_ref-hindi-urdu_9-0\"><a href=\"#cite_note-hindi-urdu-9\">[9]</a></sup>\n",
+       " </td>,\n",
+       " <td>341\n",
+       " </td>,\n",
+       " <td>4.429%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>5\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Bengali_language\" title=\"Bengali language\">Bengali</a>\n",
+       " </td>,\n",
+       " <td>300\n",
+       " </td>,\n",
+       " <td>4.000%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>6\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Portuguese_language\" title=\"Portuguese language\">Portuguese</a>\n",
+       " </td>,\n",
+       " <td>221\n",
+       " </td>,\n",
+       " <td>2.870%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Romance_languages\" title=\"Romance languages\">Romance</a>\n",
+       " </td>,\n",
+       " <td>7\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Russian_language\" title=\"Russian language\">Russian</a>\n",
+       " </td>,\n",
+       " <td>154\n",
+       " </td>,\n",
+       " <td>2.000%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Balto-Slavic_languages\" title=\"Balto-Slavic languages\">Balto-Slavic</a>\n",
+       " </td>,\n",
+       " <td>8\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Japanese_language\" title=\"Japanese language\">Japanese</a>\n",
+       " </td>,\n",
+       " <td>128\n",
+       " </td>,\n",
+       " <td>1.662%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Japonic_languages\" title=\"Japonic languages\">Japonic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Japanese_language\" title=\"Japanese language\">Japanese</a>\n",
+       " </td>,\n",
+       " <td>9\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Punjabi_language\" title=\"Punjabi language\">Western Punjabi</a><sup class=\"reference\" id=\"cite_ref-Punjabi_10-0\"><a href=\"#cite_note-Punjabi-10\">[10]</a></sup>\n",
+       " </td>,\n",
+       " <td>92.7\n",
+       " </td>,\n",
+       " <td>1.204%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>10\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Marathi_language\" title=\"Marathi language\">Marathi</a>\n",
+       " </td>,\n",
+       " <td>83.1\n",
+       " </td>,\n",
+       " <td>1.079%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>11\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Telugu_language\" title=\"Telugu language\">Telugu</a>\n",
+       " </td>,\n",
+       " <td>82.0\n",
+       " </td>,\n",
+       " <td>1.065%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Dravidian_languages\" title=\"Dravidian languages\">Dravidian</a>\n",
+       " </td>,\n",
+       " <td>South-Central\n",
+       " </td>,\n",
+       " <td>12\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Wu_Chinese\" title=\"Wu Chinese\">Wu Chinese</a>\n",
+       " </td>,\n",
+       " <td>81.4\n",
+       " </td>,\n",
+       " <td>1.057%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sino-Tibetan_languages\" title=\"Sino-Tibetan languages\">Sino-Tibetan</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Varieties_of_Chinese\" title=\"Varieties of Chinese\">Sinitic</a>\n",
+       " </td>,\n",
+       " <td>13\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Turkish_language\" title=\"Turkish language\">Turkish</a>\n",
+       " </td>,\n",
+       " <td>79.4\n",
+       " </td>,\n",
+       " <td>1.031%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Turkic_languages\" title=\"Turkic languages\">Turkic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Oghuz_languages\" title=\"Oghuz languages\">Oghuz</a>\n",
+       " </td>,\n",
+       " <td>14\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Korean_language\" title=\"Korean language\">Korean</a>\n",
+       " </td>,\n",
+       " <td>77.3\n",
+       " </td>,\n",
+       " <td>1.004%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Koreanic_languages\" title=\"Koreanic languages\">Koreanic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Language_isolate\" title=\"Language isolate\">language isolate</a>\n",
+       " </td>,\n",
+       " <td>15\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/French_language\" title=\"French language\">French</a>\n",
+       " </td>,\n",
+       " <td>77.2\n",
+       " </td>,\n",
+       " <td>1.003%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Romance_languages\" title=\"Romance languages\">Romance</a>\n",
+       " </td>,\n",
+       " <td>16\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/German_language\" title=\"German language\">German</a> (only <a href=\"/wiki/Standard_German\" title=\"Standard German\">Standard German</a>)\n",
+       " </td>,\n",
+       " <td>76.1\n",
+       " </td>,\n",
+       " <td>0.988%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Germanic_languages\" title=\"Germanic languages\">Germanic</a>\n",
+       " </td>,\n",
+       " <td>17\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Vietnamese_language\" title=\"Vietnamese language\">Vietnamese</a>\n",
+       " </td>,\n",
+       " <td>76.0\n",
+       " </td>,\n",
+       " <td>0.987%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Austroasiatic_languages\" title=\"Austroasiatic languages\">Austroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Vietic_languages\" title=\"Vietic languages\">Vietic</a>\n",
+       " </td>,\n",
+       " <td>18\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Tamil_language\" title=\"Tamil language\">Tamil</a>\n",
+       " </td>,\n",
+       " <td>75.0\n",
+       " </td>,\n",
+       " <td>0.974%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Dravidian_languages\" title=\"Dravidian languages\">Dravidian</a>\n",
+       " </td>,\n",
+       " <td>South\n",
+       " </td>,\n",
+       " <td>19\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Yue_Chinese\" title=\"Yue Chinese\">Yue Chinese</a>\n",
+       " </td>,\n",
+       " <td>73.1\n",
+       " </td>,\n",
+       " <td>0.949%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sino-Tibetan_languages\" title=\"Sino-Tibetan languages\">Sino-Tibetan</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Varieties_of_Chinese\" title=\"Varieties of Chinese\">Sinitic</a>\n",
+       " </td>,\n",
+       " <td>20\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Urdu\" title=\"Urdu\">Urdu</a> (persianised <a href=\"/wiki/Hindustani_language\" title=\"Hindustani language\">Hindustani</a>)<sup class=\"reference\" id=\"cite_ref-hindi-urdu_9-1\"><a href=\"#cite_note-hindi-urdu-9\">[9]</a></sup>\n",
+       " </td>,\n",
+       " <td>68.6\n",
+       " </td>,\n",
+       " <td>0.891%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>21\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Javanese_language\" title=\"Javanese language\">Javanese</a>\n",
+       " </td>,\n",
+       " <td>68.3\n",
+       " </td>,\n",
+       " <td>0.887%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Austronesian_languages\" title=\"Austronesian languages\">Austronesian</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Malayo-Polynesian_languages\" title=\"Malayo-Polynesian languages\">Malayo-Polynesian</a>\n",
+       " </td>,\n",
+       " <td>22\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Italian_language\" title=\"Italian language\">Italian</a>\n",
+       " </td>,\n",
+       " <td>64.8\n",
+       " </td>,\n",
+       " <td>0.842%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Romance_languages\" title=\"Romance languages\">Romance</a>\n",
+       " </td>,\n",
+       " <td>23\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Egyptian_Arabic\" title=\"Egyptian Arabic\">Egyptian Arabic</a>\n",
+       " </td>,\n",
+       " <td>64.6\n",
+       " </td>,\n",
+       " <td>0.839%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Semitic_languages\" title=\"Semitic languages\">Semitic</a>\n",
+       " </td>,\n",
+       " <td>24\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Gujarati_language\" title=\"Gujarati language\">Gujarati</a>\n",
+       " </td>,\n",
+       " <td>56.4\n",
+       " </td>,\n",
+       " <td>0.732%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>25\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Iranian_Persian\" title=\"Iranian Persian\">Iranian Persian</a>\n",
+       " </td>,\n",
+       " <td>52.8\n",
+       " </td>,\n",
+       " <td>0.686%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Iranian_languages\" title=\"Iranian languages\">Iranian</a>\n",
+       " </td>,\n",
+       " <td>26\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Bhojpuri_language\" title=\"Bhojpuri language\">Bhojpuri</a>\n",
+       " </td>,\n",
+       " <td>52.2\n",
+       " </td>,\n",
+       " <td>0.678%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>27\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Southern_Min\" title=\"Southern Min\">Southern Min</a>\n",
+       " </td>,\n",
+       " <td>50.1\n",
+       " </td>,\n",
+       " <td>0.651%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sino-Tibetan_languages\" title=\"Sino-Tibetan languages\">Sino-Tibetan</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Varieties_of_Chinese\" title=\"Varieties of Chinese\">Sinitic</a>\n",
+       " </td>,\n",
+       " <td>28\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Hakka_Chinese\" title=\"Hakka Chinese\">Hakka</a>\n",
+       " </td>,\n",
+       " <td>48.2\n",
+       " </td>,\n",
+       " <td>0.626%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sino-Tibetan_languages\" title=\"Sino-Tibetan languages\">Sino-Tibetan</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Varieties_of_Chinese\" title=\"Varieties of Chinese\">Sinitic</a>\n",
+       " </td>,\n",
+       " <td>29\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Jin_Chinese\" title=\"Jin Chinese\">Jin Chinese</a>\n",
+       " </td>,\n",
+       " <td>46.9\n",
+       " </td>,\n",
+       " <td>0.609%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sino-Tibetan_languages\" title=\"Sino-Tibetan languages\">Sino-Tibetan</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Varieties_of_Chinese\" title=\"Varieties of Chinese\">Sinitic</a>\n",
+       " </td>,\n",
+       " <td>30\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Hausa_language\" title=\"Hausa language\">Hausa</a>\n",
+       " </td>,\n",
+       " <td>43.9\n",
+       " </td>,\n",
+       " <td>0.570%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Chadic_languages\" title=\"Chadic languages\">Chadic</a>\n",
+       " </td>,\n",
+       " <td>31\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Kannada\" title=\"Kannada\">Kannada</a>\n",
+       " </td>,\n",
+       " <td>43.6\n",
+       " </td>,\n",
+       " <td>0.566%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Dravidian_languages\" title=\"Dravidian languages\">Dravidian</a>\n",
+       " </td>,\n",
+       " <td>South\n",
+       " </td>,\n",
+       " <td>32\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indonesian_language\" title=\"Indonesian language\">Indonesian</a>\n",
+       " </td>,\n",
+       " <td>43.4\n",
+       " </td>,\n",
+       " <td>0.564%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Austronesian_languages\" title=\"Austronesian languages\">Austronesian</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Malayo-Polynesian_languages\" title=\"Malayo-Polynesian languages\">Malayo-Polynesian</a>\n",
+       " </td>,\n",
+       " <td>33\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Polish_language\" title=\"Polish language\">Polish</a>\n",
+       " </td>,\n",
+       " <td>39.7\n",
+       " </td>,\n",
+       " <td>0.516%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Balto-Slavic_languages\" title=\"Balto-Slavic languages\">Balto-Slavic</a>\n",
+       " </td>,\n",
+       " <td>34\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Yoruba_language\" title=\"Yoruba language\">Yoruba</a>\n",
+       " </td>,\n",
+       " <td>37.8\n",
+       " </td>,\n",
+       " <td>0.491%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Niger%E2%80%93Congo_languages\" title=\"Niger–Congo languages\">Niger–Congo</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Volta%E2%80%93Niger_languages\" title=\"Volta–Niger languages\">Volta–Niger</a>\n",
+       " </td>,\n",
+       " <td>35\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Xiang_Chinese\" title=\"Xiang Chinese\">Xiang Chinese</a>\n",
+       " </td>,\n",
+       " <td>37.3\n",
+       " </td>,\n",
+       " <td>0.484%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sino-Tibetan_languages\" title=\"Sino-Tibetan languages\">Sino-Tibetan</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Varieties_of_Chinese\" title=\"Varieties of Chinese\">Sinitic</a>\n",
+       " </td>,\n",
+       " <td>36\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Malayalam\" title=\"Malayalam\">Malayalam</a>\n",
+       " </td>,\n",
+       " <td>37.1\n",
+       " </td>,\n",
+       " <td>0.482%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Dravidian_languages\" title=\"Dravidian languages\">Dravidian</a>\n",
+       " </td>,\n",
+       " <td>South\n",
+       " </td>,\n",
+       " <td>37\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Odia_language\" title=\"Odia language\">Odia</a>\n",
+       " </td>,\n",
+       " <td>34.5\n",
+       " </td>,\n",
+       " <td>0.448%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>38\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Maithili_language\" title=\"Maithili language\">Maithili</a>\n",
+       " </td>,\n",
+       " <td>33.9\n",
+       " </td>,\n",
+       " <td>0.440%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>39\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Burmese_language\" title=\"Burmese language\">Burmese</a>\n",
+       " </td>,\n",
+       " <td>32.9\n",
+       " </td>,\n",
+       " <td>0.427%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sino-Tibetan_languages\" title=\"Sino-Tibetan languages\">Sino-Tibetan</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Lolo-Burmese_languages\" title=\"Lolo-Burmese languages\">Lolo-Burmese</a>\n",
+       " </td>,\n",
+       " <td>40\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Punjabi_language\" title=\"Punjabi language\">Eastern Punjabi</a><sup class=\"reference\" id=\"cite_ref-Punjabi_10-1\"><a href=\"#cite_note-Punjabi-10\">[10]</a></sup>\n",
+       " </td>,\n",
+       " <td>32.6\n",
+       " </td>,\n",
+       " <td>0.423%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>41\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sundanese_language\" title=\"Sundanese language\">Sunda</a>\n",
+       " </td>,\n",
+       " <td>32.4\n",
+       " </td>,\n",
+       " <td>0.421%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Austronesian_languages\" title=\"Austronesian languages\">Austronesian</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Malayo-Polynesian_languages\" title=\"Malayo-Polynesian languages\">Malayo-Polynesian</a>\n",
+       " </td>,\n",
+       " <td>42\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sudanese_Arabic\" title=\"Sudanese Arabic\">Sudanese Arabic</a>\n",
+       " </td>,\n",
+       " <td>31.9\n",
+       " </td>,\n",
+       " <td>0.414%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Semitic_languages\" title=\"Semitic languages\">Semitic</a>\n",
+       " </td>,\n",
+       " <td>43\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Algerian_Arabic\" title=\"Algerian Arabic\">Algerian Arabic</a>\n",
+       " </td>,\n",
+       " <td>29.4\n",
+       " </td>,\n",
+       " <td>0.382%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Semitic_languages\" title=\"Semitic languages\">Semitic</a>\n",
+       " </td>,\n",
+       " <td>44\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Moroccan_Arabic\" title=\"Moroccan Arabic\">Moroccan Arabic</a>\n",
+       " </td>,\n",
+       " <td>27.5\n",
+       " </td>,\n",
+       " <td>0.357%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Semitic_languages\" title=\"Semitic languages\">Semitic</a>\n",
+       " </td>,\n",
+       " <td>45\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Ukrainian_language\" title=\"Ukrainian language\">Ukrainian</a>\n",
+       " </td>,\n",
+       " <td>27.3\n",
+       " </td>,\n",
+       " <td>0.355%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Balto-Slavic_languages\" title=\"Balto-Slavic languages\">Balto-Slavic</a>\n",
+       " </td>,\n",
+       " <td>46\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Igbo_language\" title=\"Igbo language\">Igbo</a>\n",
+       " </td>,\n",
+       " <td>27.0\n",
+       " </td>,\n",
+       " <td>0.351%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Niger%E2%80%93Congo_languages\" title=\"Niger–Congo languages\">Niger–Congo</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Volta%E2%80%93Niger_languages\" title=\"Volta–Niger languages\">Volta–Niger</a>\n",
+       " </td>,\n",
+       " <td>47\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Uzbek_language\" title=\"Uzbek language\">Northern Uzbek</a>\n",
+       " </td>,\n",
+       " <td>25.1\n",
+       " </td>,\n",
+       " <td>0.326%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Turkic_languages\" title=\"Turkic languages\">Turkic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Karluk_languages\" title=\"Karluk languages\">Karluk</a>\n",
+       " </td>,\n",
+       " <td>48\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sindhi_language\" title=\"Sindhi language\">Sindhi</a>\n",
+       " </td>,\n",
+       " <td>24.6\n",
+       " </td>,\n",
+       " <td>0.319%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>49\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/North_Levantine_Arabic\" title=\"North Levantine Arabic\">North Levantine Arabic</a>\n",
+       " </td>,\n",
+       " <td>24.6\n",
+       " </td>,\n",
+       " <td>0.319%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Semitic_languages\" title=\"Semitic languages\">Semitic</a>\n",
+       " </td>,\n",
+       " <td>50\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Romanian_language\" title=\"Romanian language\">Romanian</a>\n",
+       " </td>,\n",
+       " <td>24.3\n",
+       " </td>,\n",
+       " <td>0.316%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Romance_languages\" title=\"Romance languages\">Romance</a>\n",
+       " </td>,\n",
+       " <td>51\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Tagalog_language\" title=\"Tagalog language\">Tagalog</a>\n",
+       " </td>,\n",
+       " <td>23.6\n",
+       " </td>,\n",
+       " <td>0.306%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Austronesian_languages\" title=\"Austronesian languages\">Austronesian</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Malayo-Polynesian_languages\" title=\"Malayo-Polynesian languages\">Malayo-Polynesian</a>\n",
+       " </td>,\n",
+       " <td>52\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Dutch_language\" title=\"Dutch language\">Dutch</a>\n",
+       " </td>,\n",
+       " <td>23.1\n",
+       " </td>,\n",
+       " <td>0.300%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Germanic_languages\" title=\"Germanic languages\">Germanic</a>\n",
+       " </td>,\n",
+       " <td>53\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sa%CA%BDidi_Arabic\" title=\"Saʽidi Arabic\">Saʽidi Arabic</a>\n",
+       " </td>,\n",
+       " <td>22.4\n",
+       " </td>,\n",
+       " <td>0.291%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Semitic_languages\" title=\"Semitic languages\">Semitic</a>\n",
+       " </td>,\n",
+       " <td>54\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Gan_Chinese\" title=\"Gan Chinese\">Gan Chinese</a>\n",
+       " </td>,\n",
+       " <td>22.1\n",
+       " </td>,\n",
+       " <td>0.287%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sino-Tibetan_languages\" title=\"Sino-Tibetan languages\">Sino-Tibetan</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Varieties_of_Chinese\" title=\"Varieties of Chinese\">Sinitic</a>\n",
+       " </td>,\n",
+       " <td>55\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Amharic\" title=\"Amharic\">Amharic</a>\n",
+       " </td>,\n",
+       " <td>21.9\n",
+       " </td>,\n",
+       " <td>0.284%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Semitic_languages\" title=\"Semitic languages\">Semitic</a>\n",
+       " </td>,\n",
+       " <td>56\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Northern_Pashto\" title=\"Northern Pashto\">Northern Pashto</a>\n",
+       " </td>,\n",
+       " <td>20.9\n",
+       " </td>,\n",
+       " <td>0.271%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Iranian_languages\" title=\"Iranian languages\">Iranian</a>\n",
+       " </td>,\n",
+       " <td>57\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Magahi_language\" title=\"Magahi language\">Magahi</a>\n",
+       " </td>,\n",
+       " <td>20.7\n",
+       " </td>,\n",
+       " <td>0.269%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>58\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Thai_language\" title=\"Thai language\">Thai</a>\n",
+       " </td>,\n",
+       " <td>20.7\n",
+       " </td>,\n",
+       " <td>0.269%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Kra%E2%80%93Dai_languages\" title=\"Kra–Dai languages\">Kra–Dai</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Tai_languages\" title=\"Tai languages\">Tai</a>\n",
+       " </td>,\n",
+       " <td>59\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Saraiki_language\" title=\"Saraiki language\">Saraiki</a>\n",
+       " </td>,\n",
+       " <td>20.0\n",
+       " </td>,\n",
+       " <td>0.260%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>60\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Khmer_language\" title=\"Khmer language\">Khmer</a>\n",
+       " </td>,\n",
+       " <td>16.6\n",
+       " </td>,\n",
+       " <td>0.216%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Austroasiatic_languages\" title=\"Austroasiatic languages\">Austroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Khmer_language\" title=\"Khmer language\">Khmer</a>\n",
+       " </td>,\n",
+       " <td>61\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Chhattisgarhi_language\" title=\"Chhattisgarhi language\">Chhattisgarhi</a>\n",
+       " </td>,\n",
+       " <td>16.3\n",
+       " </td>,\n",
+       " <td>0.212%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>62\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Somali_language\" title=\"Somali language\">Somali</a>\n",
+       " </td>,\n",
+       " <td>16.2\n",
+       " </td>,\n",
+       " <td>0.210%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Cushitic_languages\" title=\"Cushitic languages\">Cushitic</a>\n",
+       " </td>,\n",
+       " <td>63\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Malaysian_language\" title=\"Malaysian language\">Malaysian</a> (Malaysian <a href=\"/wiki/Malay_language\" title=\"Malay language\">Malay</a>)\n",
+       " </td>,\n",
+       " <td>16.1\n",
+       " </td>,\n",
+       " <td>0.209%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Austronesian_languages\" title=\"Austronesian languages\">Austronesian</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Malayo-Polynesian_languages\" title=\"Malayo-Polynesian languages\">Malayo-Polynesian</a>\n",
+       " </td>,\n",
+       " <td>64\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Cebuano_language\" title=\"Cebuano language\">Cebuano</a>\n",
+       " </td>,\n",
+       " <td>15.9\n",
+       " </td>,\n",
+       " <td>0.206%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Austronesian_languages\" title=\"Austronesian languages\">Austronesian</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Malayo-Polynesian_languages\" title=\"Malayo-Polynesian languages\">Malayo-Polynesian</a>\n",
+       " </td>,\n",
+       " <td>65\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Nepali_language\" title=\"Nepali language\">Nepali</a>\n",
+       " </td>,\n",
+       " <td>15.8\n",
+       " </td>,\n",
+       " <td>0.205%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>66\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Mesopotamian_Arabic\" title=\"Mesopotamian Arabic\">Mesopotamian Arabic</a>\n",
+       " </td>,\n",
+       " <td>15.7\n",
+       " </td>,\n",
+       " <td>0.204%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Semitic_languages\" title=\"Semitic languages\">Semitic</a>\n",
+       " </td>,\n",
+       " <td>67\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Assamese_language\" title=\"Assamese language\">Assamese</a>\n",
+       " </td>,\n",
+       " <td>15.3\n",
+       " </td>,\n",
+       " <td>0.199%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>68\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sinhala_language\" title=\"Sinhala language\">Sinhalese</a>\n",
+       " </td>,\n",
+       " <td>15.3\n",
+       " </td>,\n",
+       " <td>0.199%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>69\n",
+       " </td>,\n",
+       " <td><a class=\"mw-redirect\" href=\"/wiki/Northern_Kurdish\" title=\"Northern Kurdish\">Northern Kurdish</a>\n",
+       " </td>,\n",
+       " <td>14.6\n",
+       " </td>,\n",
+       " <td>0.190%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Iranian_languages\" title=\"Iranian languages\">Iranian</a>\n",
+       " </td>,\n",
+       " <td>70\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Hejazi_Arabic\" title=\"Hejazi Arabic\">Hejazi Arabic</a>\n",
+       " </td>,\n",
+       " <td>14.5\n",
+       " </td>,\n",
+       " <td>0.188%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Semitic_languages\" title=\"Semitic languages\">Semitic</a>\n",
+       " </td>,\n",
+       " <td>71\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Fula_language\" title=\"Fula language\">Nigerian Fulfulde</a>\n",
+       " </td>,\n",
+       " <td>14.5\n",
+       " </td>,\n",
+       " <td>0.188%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Niger%E2%80%93Congo_languages\" title=\"Niger–Congo languages\">Niger–Congo</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Senegambian_languages\" title=\"Senegambian languages\">Senegambian</a>\n",
+       " </td>,\n",
+       " <td>72\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Bavarian_language\" title=\"Bavarian language\">Bavarian</a>\n",
+       " </td>,\n",
+       " <td>14.1\n",
+       " </td>,\n",
+       " <td>0.183%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Germanic_languages\" title=\"Germanic languages\">Germanic</a>\n",
+       " </td>,\n",
+       " <td>73\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Azerbaijani_language#South_Azerbaijani\" title=\"Azerbaijani language\">South Azerbaijani</a>\n",
+       " </td>,\n",
+       " <td>13.8\n",
+       " </td>,\n",
+       " <td>0.179%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Turkic_languages\" title=\"Turkic languages\">Turkic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Oghuz_languages\" title=\"Oghuz languages\">Oghuz</a>\n",
+       " </td>,\n",
+       " <td>74\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Greek_language\" title=\"Greek language\">Greek</a>\n",
+       " </td>,\n",
+       " <td>13.1\n",
+       " </td>,\n",
+       " <td>0.170%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Hellenic_languages\" title=\"Hellenic languages\">Hellenic</a>\n",
+       " </td>,\n",
+       " <td>75\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Chittagonian_language\" title=\"Chittagonian language\">Chittagonian</a>\n",
+       " </td>,\n",
+       " <td>13.0\n",
+       " </td>,\n",
+       " <td>0.169%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>76\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Kazakh_language\" title=\"Kazakh language\">Kazakh</a>\n",
+       " </td>,\n",
+       " <td>12.9\n",
+       " </td>,\n",
+       " <td>0.168%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Turkic_languages\" title=\"Turkic languages\">Turkic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Kipchak_languages\" title=\"Kipchak languages\">Kipchak</a>\n",
+       " </td>,\n",
+       " <td>77\n",
+       " </td>,\n",
+       " <td><a class=\"mw-redirect\" href=\"/wiki/Dakhini\" title=\"Dakhini\">Deccan</a>\n",
+       " </td>,\n",
+       " <td>12.8\n",
+       " </td>,\n",
+       " <td>0.166%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>78\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Hungarian_language\" title=\"Hungarian language\">Hungarian</a>\n",
+       " </td>,\n",
+       " <td>12.6\n",
+       " </td>,\n",
+       " <td>0.164%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Uralic_languages\" title=\"Uralic languages\">Uralic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Finno-Ugric_languages\" title=\"Finno-Ugric languages\">Finno-Ugric</a>\n",
+       " </td>,\n",
+       " <td>79\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Kinyarwanda\" title=\"Kinyarwanda\">Kinyarwanda</a>\n",
+       " </td>,\n",
+       " <td>12.1\n",
+       " </td>,\n",
+       " <td>0.157%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Niger%E2%80%93Congo_languages\" title=\"Niger–Congo languages\">Niger–Congo</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Bantu_languages\" title=\"Bantu languages\">Bantu</a>\n",
+       " </td>,\n",
+       " <td>80\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Zulu_language\" title=\"Zulu language\">Zulu</a>\n",
+       " </td>,\n",
+       " <td>12.1\n",
+       " </td>,\n",
+       " <td>0.157%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Niger%E2%80%93Congo_languages\" title=\"Niger–Congo languages\">Niger–Congo</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Bantu_languages\" title=\"Bantu languages\">Bantu</a>\n",
+       " </td>,\n",
+       " <td>81\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/South_Levantine_Arabic\" title=\"South Levantine Arabic\">South Levantine Arabic</a>\n",
+       " </td>,\n",
+       " <td>11.6\n",
+       " </td>,\n",
+       " <td>0.151%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Semitic_languages\" title=\"Semitic languages\">Semitic</a>\n",
+       " </td>,\n",
+       " <td>82\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Tunisian_Arabic\" title=\"Tunisian Arabic\">Tunisian Arabic</a>\n",
+       " </td>,\n",
+       " <td>11.6\n",
+       " </td>,\n",
+       " <td>0.151%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Semitic_languages\" title=\"Semitic languages\">Semitic</a>\n",
+       " </td>,\n",
+       " <td>83\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/San%CA%BDani_Arabic\" title=\"Sanʽani Arabic\">Sanaani Spoken Arabic</a>\n",
+       " </td>,\n",
+       " <td>11.4\n",
+       " </td>,\n",
+       " <td>0.148%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Semitic_languages\" title=\"Semitic languages\">Semitic</a>\n",
+       " </td>,\n",
+       " <td>84\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Northern_Min\" title=\"Northern Min\">Northern Min</a>\n",
+       " </td>,\n",
+       " <td>11.0\n",
+       " </td>,\n",
+       " <td>0.143%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sino-Tibetan_languages\" title=\"Sino-Tibetan languages\">Sino-Tibetan</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Varieties_of_Chinese\" title=\"Varieties of Chinese\">Sinitic</a>\n",
+       " </td>,\n",
+       " <td>85\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Southern_Pashto\" title=\"Southern Pashto\">Southern Pashto</a>\n",
+       " </td>,\n",
+       " <td>10.9\n",
+       " </td>,\n",
+       " <td>0.142%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Iranian_languages\" title=\"Iranian languages\">Iranian</a>\n",
+       " </td>,\n",
+       " <td>86\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Kirundi\" title=\"Kirundi\">Rundi</a>\n",
+       " </td>,\n",
+       " <td>10.8\n",
+       " </td>,\n",
+       " <td>0.140%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Niger%E2%80%93Congo_languages\" title=\"Niger–Congo languages\">Niger–Congo</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Bantu_languages\" title=\"Bantu languages\">Bantu</a>\n",
+       " </td>,\n",
+       " <td>87\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Czech_language\" title=\"Czech language\">Czech</a>\n",
+       " </td>,\n",
+       " <td>10.7\n",
+       " </td>,\n",
+       " <td>0.139%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Balto-Slavic_languages\" title=\"Balto-Slavic languages\">Balto-Slavic</a>\n",
+       " </td>,\n",
+       " <td>88\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Ta%CA%BDizzi-Adeni_Arabic\" title=\"Taʽizzi-Adeni Arabic\">Taʽizzi-Adeni Arabic</a>\n",
+       " </td>,\n",
+       " <td>10.5\n",
+       " </td>,\n",
+       " <td>0.136%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Afroasiatic_languages\" title=\"Afroasiatic languages\">Afroasiatic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Semitic_languages\" title=\"Semitic languages\">Semitic</a>\n",
+       " </td>,\n",
+       " <td>89\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Uyghur_language\" title=\"Uyghur language\">Uyghur</a>\n",
+       " </td>,\n",
+       " <td>10.4\n",
+       " </td>,\n",
+       " <td>0.135%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Turkic_languages\" title=\"Turkic languages\">Turkic</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Karluk_languages\" title=\"Karluk languages\">Karluk</a>\n",
+       " </td>,\n",
+       " <td>90\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Eastern_Min\" title=\"Eastern Min\">Eastern Min</a>\n",
+       " </td>,\n",
+       " <td>10.3\n",
+       " </td>,\n",
+       " <td>0.134%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sino-Tibetan_languages\" title=\"Sino-Tibetan languages\">Sino-Tibetan</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Varieties_of_Chinese\" title=\"Varieties of Chinese\">Sinitic</a>\n",
+       " </td>,\n",
+       " <td>91\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Sylheti_language\" title=\"Sylheti language\">Sylheti</a>\n",
+       " </td>,\n",
+       " <td>10.3\n",
+       " </td>,\n",
+       " <td>0.134%\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-European_languages\" title=\"Indo-European languages\">Indo-European</a>\n",
+       " </td>,\n",
+       " <td><a href=\"/wiki/Indo-Aryan_languages\" title=\"Indo-Aryan languages\">Indo-Aryan</a>\n",
+       " </td>,\n",
+       " <td>1</td>,\n",
+       " <td><a href=\"/wiki/Mandarin_Chinese\" title=\"Mandarin Chinese\">Mandarin</a> (entire branch)</td>,\n",
+       " <td>935 (955)</td>,\n",
+       " <td>14.1%\n",
+       " </td>,\n",
+       " <td>2</td>,\n",
+       " <td><a href=\"/wiki/Spanish_language\" title=\"Spanish language\">Spanish</a></td>,\n",
+       " <td>390 (405)</td>,\n",
+       " <td>5.85%\n",
+       " </td>,\n",
+       " <td>3</td>,\n",
+       " <td><a href=\"/wiki/English_language\" title=\"English language\">English</a></td>,\n",
+       " <td>365 (360)</td>,\n",
+       " <td>5.52%\n",
+       " </td>,\n",
+       " <td>4</td>,\n",
+       " <td><a class=\"mw-redirect\" href=\"/wiki/Hindi_language\" title=\"Hindi language\">Hindi</a><sup class=\"reference\" id=\"cite_ref-13\"><a href=\"#cite_note-13\">[a]</a></sup></td>,\n",
+       " <td>295 (310)</td>,\n",
+       " <td>4.46%\n",
+       " </td>,\n",
+       " <td>5</td>,\n",
+       " <td><a class=\"mw-redirect\" href=\"/wiki/Arabic_language\" title=\"Arabic language\">Arabic</a></td>,\n",
+       " <td>280 (295)</td>,\n",
+       " <td>4.23%\n",
+       " </td>,\n",
+       " <td>6</td>,\n",
+       " <td><a href=\"/wiki/Portuguese_language\" title=\"Portuguese language\">Portuguese</a></td>,\n",
+       " <td>205 (215)</td>,\n",
+       " <td>3.08%\n",
+       " </td>,\n",
+       " <td>7</td>,\n",
+       " <td><a href=\"/wiki/Bengali_language\" title=\"Bengali language\">Bengali</a></td>,\n",
+       " <td>200 (205)</td>,\n",
+       " <td>3.05%\n",
+       " </td>,\n",
+       " <td>8</td>,\n",
+       " <td><a href=\"/wiki/Russian_language\" title=\"Russian language\">Russian</a></td>,\n",
+       " <td>160 (155)</td>,\n",
+       " <td>2.42%\n",
+       " </td>,\n",
+       " <td>9</td>,\n",
+       " <td><a href=\"/wiki/Japanese_language\" title=\"Japanese language\">Japanese</a></td>,\n",
+       " <td>125 (125)</td>,\n",
+       " <td>1.92%\n",
+       " </td>,\n",
+       " <td>10</td>,\n",
+       " <td><a href=\"/wiki/Punjabi_language\" title=\"Punjabi language\">Punjabi</a></td>,\n",
+       " <td>95 (100)</td>,\n",
+       " <td>1.44%\n",
+       " </td>,\n",
+       " <td>11</td>,\n",
+       " <td><a href=\"/wiki/German_language\" title=\"German language\">German</a></td>,\n",
+       " <td>92 (95)</td>,\n",
+       " <td>1.39%\n",
+       " </td>,\n",
+       " <td>12</td>,\n",
+       " <td><a href=\"/wiki/Javanese_language\" title=\"Javanese language\">Javanese</a></td>,\n",
+       " <td>82</td>,\n",
+       " <td>1.25%\n",
+       " </td>,\n",
+       " <td>13</td>,\n",
+       " <td><a href=\"/wiki/Wu_Chinese\" title=\"Wu Chinese\">Wu</a> (inc. <a href=\"/wiki/Shanghainese\" title=\"Shanghainese\">Shanghainese</a>)</td>,\n",
+       " <td>80</td>,\n",
+       " <td>1.20%\n",
+       " </td>,\n",
+       " <td>14</td>,\n",
+       " <td><a href=\"/wiki/Malay_language\" title=\"Malay language\">Malay</a> (inc. <a href=\"/wiki/Indonesian_language\" title=\"Indonesian language\">Indonesian</a> and <a href=\"/wiki/Malaysian_language\" title=\"Malaysian language\">Malaysian</a>)</td>,\n",
+       " <td>77</td>,\n",
+       " <td>1.16%\n",
+       " </td>,\n",
+       " <td>15</td>,\n",
+       " <td><a href=\"/wiki/Telugu_language\" title=\"Telugu language\">Telugu</a></td>,\n",
+       " <td>76</td>,\n",
+       " <td>1.15%\n",
+       " </td>,\n",
+       " <td>16</td>,\n",
+       " <td><a href=\"/wiki/Vietnamese_language\" title=\"Vietnamese language\">Vietnamese</a></td>,\n",
+       " <td>76</td>,\n",
+       " <td>1.14%\n",
+       " </td>,\n",
+       " <td>17</td>,\n",
+       " <td><a href=\"/wiki/Korean_language\" title=\"Korean language\">Korean</a></td>,\n",
+       " <td>76</td>,\n",
+       " <td>1.14%\n",
+       " </td>,\n",
+       " <td>18</td>,\n",
+       " <td><a href=\"/wiki/French_language\" title=\"French language\">French</a></td>,\n",
+       " <td>75</td>,\n",
+       " <td>1.12%\n",
+       " </td>,\n",
+       " <td>19</td>,\n",
+       " <td><a href=\"/wiki/Marathi_language\" title=\"Marathi language\">Marathi</a></td>,\n",
+       " <td>73</td>,\n",
+       " <td>1.10%\n",
+       " </td>,\n",
+       " <td>20</td>,\n",
+       " <td><a href=\"/wiki/Tamil_language\" title=\"Tamil language\">Tamil</a></td>,\n",
+       " <td>70</td>,\n",
+       " <td>1.06%\n",
+       " </td>,\n",
+       " <td>21</td>,\n",
+       " <td><a href=\"/wiki/Urdu\" title=\"Urdu\">Urdu</a></td>,\n",
+       " <td>66</td>,\n",
+       " <td>0.99%\n",
+       " </td>,\n",
+       " <td>22</td>,\n",
+       " <td><a href=\"/wiki/Turkish_language\" title=\"Turkish language\">Turkish</a></td>,\n",
+       " <td>63</td>,\n",
+       " <td>0.95%\n",
+       " </td>,\n",
+       " <td>23</td>,\n",
+       " <td><a href=\"/wiki/Italian_language\" title=\"Italian language\">Italian</a></td>,\n",
+       " <td>59</td>,\n",
+       " <td>0.90%\n",
+       " </td>,\n",
+       " <td>24</td>,\n",
+       " <td><a href=\"/wiki/Yue_Chinese\" title=\"Yue Chinese\">Yue</a> (inc. <a href=\"/wiki/Cantonese\" title=\"Cantonese\">Cantonese</a>)</td>,\n",
+       " <td>59</td>,\n",
+       " <td>0.89%\n",
+       " </td>,\n",
+       " <td>25</td>,\n",
+       " <td><a href=\"/wiki/Thai_language\" title=\"Thai language\">Thai</a></td>,\n",
+       " <td>56</td>,\n",
+       " <td>0.85%\n",
+       " </td>,\n",
+       " <td>26</td>,\n",
+       " <td><a href=\"/wiki/Gujarati_language\" title=\"Gujarati language\">Gujarati</a></td>,\n",
+       " <td>49</td>,\n",
+       " <td>0.74%\n",
+       " </td>,\n",
+       " <td>27</td>,\n",
+       " <td><a href=\"/wiki/Jin_Chinese\" title=\"Jin Chinese\">Jin</a></td>,\n",
+       " <td>48</td>,\n",
+       " <td>0.72%\n",
+       " </td>,\n",
+       " <td>28</td>,\n",
+       " <td><a href=\"/wiki/Southern_Min\" title=\"Southern Min\">Southern Min</a> (inc. <a class=\"mw-redirect\" href=\"/wiki/Hokkien_language\" title=\"Hokkien language\">Hokkien</a> and <a class=\"mw-redirect\" href=\"/wiki/Teochew_language\" title=\"Teochew language\">Teochew</a>)</td>,\n",
+       " <td>47</td>,\n",
+       " <td>0.71%\n",
+       " </td>,\n",
+       " <td>29</td>,\n",
+       " <td><a href=\"/wiki/Persian_language\" title=\"Persian language\">Persian</a></td>,\n",
+       " <td>45</td>,\n",
+       " <td>0.68%\n",
+       " </td>,\n",
+       " <td>30</td>,\n",
+       " <td><a href=\"/wiki/Polish_language\" title=\"Polish language\">Polish</a></td>,\n",
+       " <td>40</td>,\n",
+       " <td>0.61%\n",
+       " </td>,\n",
+       " <td>31</td>,\n",
+       " <td><a class=\"mw-redirect\" href=\"/wiki/Pashto_language\" title=\"Pashto language\">Pashto</a></td>,\n",
+       " <td>39</td>,\n",
+       " <td>0.58%\n",
+       " </td>,\n",
+       " <td>32</td>,\n",
+       " <td><a class=\"mw-redirect\" href=\"/wiki/Kannada_language\" title=\"Kannada language\">Kannada</a></td>,\n",
+       " <td>38</td>,\n",
+       " <td>0.58%\n",
+       " </td>,\n",
+       " <td>33</td>,\n",
+       " <td><a href=\"/wiki/Xiang_Chinese\" title=\"Xiang Chinese\">Xiang</a></td>,\n",
+       " <td>38</td>,\n",
+       " <td>0.58%\n",
+       " </td>,\n",
+       " <td>34</td>,\n",
+       " <td><a class=\"mw-redirect\" href=\"/wiki/Malayalam_language\" title=\"Malayalam language\">Malayalam</a></td>,\n",
+       " <td>38</td>,\n",
+       " <td>0.57%\n",
+       " </td>,\n",
+       " <td>35</td>,\n",
+       " <td><a href=\"/wiki/Sundanese_language\" title=\"Sundanese language\">Sundanese</a></td>,\n",
+       " <td>38</td>,\n",
+       " <td>0.57%\n",
+       " </td>,\n",
+       " <td>36</td>,\n",
+       " <td><a href=\"/wiki/Hausa_language\" title=\"Hausa language\">Hausa</a></td>,\n",
+       " <td>34</td>,\n",
+       " <td>0.52%\n",
+       " </td>,\n",
+       " <td>37</td>,\n",
+       " <td><a href=\"/wiki/Odia_language\" title=\"Odia language\">Odia</a> (Oriya)</td>,\n",
+       " <td>33</td>,\n",
+       " <td>0.50%\n",
+       " </td>,\n",
+       " <td>38</td>,\n",
+       " <td><a href=\"/wiki/Burmese_language\" title=\"Burmese language\">Burmese</a></td>,\n",
+       " <td>33</td>,\n",
+       " <td>0.50%\n",
+       " </td>,\n",
+       " <td>39</td>,\n",
+       " <td><a href=\"/wiki/Hakka_Chinese\" title=\"Hakka Chinese\">Hakka</a></td>,\n",
+       " <td>31</td>,\n",
+       " <td>0.46%\n",
+       " </td>,\n",
+       " <td>40</td>,\n",
+       " <td><a href=\"/wiki/Ukrainian_language\" title=\"Ukrainian language\">Ukrainian</a></td>,\n",
+       " <td>30</td>,\n",
+       " <td>0.46%\n",
+       " </td>,\n",
+       " <td>41</td>,\n",
+       " <td><a href=\"/wiki/Bhojpuri_language\" title=\"Bhojpuri language\">Bhojpuri</a></td>,\n",
+       " <td>29<sup class=\"reference\" id=\"cite_ref-Hindi_14-0\"><a href=\"#cite_note-Hindi-14\">[b]</a></sup></td>,\n",
+       " <td>0.43%\n",
+       " </td>,\n",
+       " <td>42</td>,\n",
+       " <td><a href=\"/wiki/Tagalog_language\" title=\"Tagalog language\">Tagalog</a> (<a href=\"/wiki/Filipino_language\" title=\"Filipino language\">Filipino</a>)</td>,\n",
+       " <td>28</td>,\n",
+       " <td>0.42%\n",
+       " </td>,\n",
+       " <td>43</td>,\n",
+       " <td><a href=\"/wiki/Yoruba_language\" title=\"Yoruba language\">Yoruba</a></td>,\n",
+       " <td>28</td>,\n",
+       " <td>0.42%\n",
+       " </td>,\n",
+       " <td>44</td>,\n",
+       " <td><a href=\"/wiki/Maithili_language\" title=\"Maithili language\">Maithili</a></td>,\n",
+       " <td>27<sup class=\"reference\" id=\"cite_ref-Hindi_14-1\"><a href=\"#cite_note-Hindi-14\">[b]</a></sup></td>,\n",
+       " <td>0.41%\n",
+       " </td>,\n",
+       " <td>45</td>,\n",
+       " <td><a href=\"/wiki/Uzbek_language\" title=\"Uzbek language\">Uzbek</a></td>,\n",
+       " <td>26</td>,\n",
+       " <td>0.39%\n",
+       " </td>,\n",
+       " <td>46</td>,\n",
+       " <td><a href=\"/wiki/Sindhi_language\" title=\"Sindhi language\">Sindhi</a></td>,\n",
+       " <td>26</td>,\n",
+       " <td>0.39%\n",
+       " </td>,\n",
+       " <td>47</td>,\n",
+       " <td><a class=\"mw-redirect\" href=\"/wiki/Amharic_language\" title=\"Amharic language\">Amharic</a></td>,\n",
+       " <td>25</td>,\n",
+       " <td>0.37%\n",
+       " </td>,\n",
+       " <td>48</td>,\n",
+       " <td><a href=\"/wiki/Fula_language\" title=\"Fula language\">Fula</a></td>,\n",
+       " <td>24</td>,\n",
+       " <td>0.37%\n",
+       " </td>,\n",
+       " <td>49</td>,\n",
+       " <td><a href=\"/wiki/Romanian_language\" title=\"Romanian language\">Romanian</a></td>,\n",
+       " <td>24</td>,\n",
+       " <td>0.37%\n",
+       " </td>,\n",
+       " <td>50</td>,\n",
+       " <td><a href=\"/wiki/Oromo_language\" title=\"Oromo language\">Oromo</a></td>,\n",
+       " <td>24</td>,\n",
+       " <td>0.36%\n",
+       " </td>,\n",
+       " <td>51</td>,\n",
+       " <td><a href=\"/wiki/Igbo_language\" title=\"Igbo language\">Igbo</a></td>,\n",
+       " <td>24</td>,\n",
+       " <td>0.36%\n",
+       " </td>,\n",
+       " <td>52</td>,\n",
+       " <td><a href=\"/wiki/Azerbaijani_language\" title=\"Azerbaijani language\">Azerbaijani</a></td>,\n",
+       " <td>23</td>,\n",
+       " <td>0.34%\n",
+       " </td>,\n",
+       " <td>53</td>,\n",
+       " <td><a class=\"mw-redirect\" href=\"/wiki/Awadhi\" title=\"Awadhi\">Awadhi</a></td>,\n",
+       " <td>22<sup class=\"reference\" id=\"cite_ref-Hindi_14-2\"><a href=\"#cite_note-Hindi-14\">[b]</a></sup></td>,\n",
+       " <td>0.33%\n",
+       " </td>,\n",
+       " <td>54</td>,\n",
+       " <td><a href=\"/wiki/Gan_Chinese\" title=\"Gan Chinese\">Gan</a></td>,\n",
+       " <td>22</td>,\n",
+       " <td>0.33%\n",
+       " </td>,\n",
+       " <td>55</td>,\n",
+       " <td><a href=\"/wiki/Cebuano_language\" title=\"Cebuano language\">Cebuano</a> (Visayan)</td>,\n",
+       " <td>21</td>,\n",
+       " <td>0.32%\n",
+       " </td>,\n",
+       " <td>56</td>,\n",
+       " <td><a href=\"/wiki/Dutch_language\" title=\"Dutch language\">Dutch</a></td>,\n",
+       " <td>21</td>,\n",
+       " <td>0.32%\n",
+       " </td>,\n",
+       " <td>57</td>,\n",
+       " <td><a class=\"mw-redirect\" href=\"/wiki/Kurdish_language\" title=\"Kurdish language\">Kurdish</a></td>,\n",
+       " <td>21</td>,\n",
+       " <td>0.31%\n",
+       " </td>,\n",
+       " <td>58</td>,\n",
+       " <td><a href=\"/wiki/Serbo-Croatian\" title=\"Serbo-Croatian\">Serbo-Croatian</a></td>,\n",
+       " <td>19</td>,\n",
+       " <td>0.28%\n",
+       " </td>,\n",
+       " <td>59</td>,\n",
+       " <td><a href=\"/wiki/Malagasy_language\" title=\"Malagasy language\">Malagasy</a></td>,\n",
+       " <td>18</td>,\n",
+       " <td>0.28%\n",
+       " </td>,\n",
+       " <td>60</td>,\n",
+       " <td><a href=\"/wiki/Saraiki_language\" title=\"Saraiki language\">Saraiki</a></td>,\n",
+       " <td>17<sup class=\"reference\" id=\"cite_ref-15\"><a href=\"#cite_note-15\">[c]</a></sup></td>,\n",
+       " <td>0.26%\n",
+       " </td>,\n",
+       " <td>61</td>,\n",
+       " <td><a href=\"/wiki/Nepali_language\" title=\"Nepali language\">Nepali</a></td>,\n",
+       " <td>17</td>,\n",
+       " <td>0.25%\n",
+       " </td>,\n",
+       " <td>62</td>,\n",
+       " <td><a href=\"/wiki/Sinhala_language\" title=\"Sinhala language\">Sinhala</a></td>,\n",
+       " <td>16</td>,\n",
+       " <td>0.25%\n",
+       " </td>,\n",
+       " <td>63</td>,\n",
+       " <td><a href=\"/wiki/Chittagonian_language\" title=\"Chittagonian language\">Chittagonian</a></td>,\n",
+       " <td>16</td>,\n",
+       " <td>0.24%\n",
+       " </td>,\n",
+       " <td>64</td>,\n",
+       " <td><a href=\"/wiki/Zhuang_languages\" title=\"Zhuang languages\">Zhuang</a></td>,\n",
+       " <td>16</td>,\n",
+       " <td>0.24%\n",
+       " </td>,\n",
+       " <td>65</td>,\n",
+       " <td><a href=\"/wiki/Khmer_language\" title=\"Khmer language\">Khmer</a></td>,\n",
+       " <td>16</td>,\n",
+       " <td>0.24%\n",
+       " </td>,\n",
+       " <td>66</td>,\n",
+       " <td><a href=\"/wiki/Turkmen_language\" title=\"Turkmen language\">Turkmen</a></td>,\n",
+       " <td>16</td>,\n",
+       " <td>0.24%\n",
+       " </td>,\n",
+       " <td>67</td>,\n",
+       " <td><a href=\"/wiki/Assamese_language\" title=\"Assamese language\">Assamese</a></td>,\n",
+       " <td>15</td>,\n",
+       " <td>0.23%\n",
+       " </td>,\n",
+       " <td>68</td>,\n",
+       " <td><a href=\"/wiki/Madurese_language\" title=\"Madurese language\">Madurese</a></td>,\n",
+       " <td>15</td>,\n",
+       " <td>0.23%\n",
+       " </td>,\n",
+       " <td>69</td>,\n",
+       " <td><a href=\"/wiki/Somali_language\" title=\"Somali language\">Somali</a></td>,\n",
+       " <td>15</td>,\n",
+       " <td>0.22%\n",
+       " </td>,\n",
+       " <td>70</td>,\n",
+       " <td><a href=\"/wiki/Marwari_language\" title=\"Marwari language\">Marwari</a></td>,\n",
+       " <td>14<sup class=\"reference\" id=\"cite_ref-Hindi_14-3\"><a href=\"#cite_note-Hindi-14\">[b]</a></sup></td>,\n",
+       " <td>0.21%\n",
+       " </td>,\n",
+       " <td>71</td>,\n",
+       " <td><a href=\"/wiki/Magahi_language\" title=\"Magahi language\">Magahi</a></td>,\n",
+       " <td>14<sup class=\"reference\" id=\"cite_ref-Hindi_14-4\"><a href=\"#cite_note-Hindi-14\">[b]</a></sup></td>,\n",
+       " <td>0.21%\n",
+       " </td>,\n",
+       " <td>72</td>,\n",
+       " <td><a href=\"/wiki/Haryanvi_language\" title=\"Haryanvi language\">Haryanvi</a></td>,\n",
+       " <td>14<sup class=\"reference\" id=\"cite_ref-Hindi_14-5\"><a href=\"#cite_note-Hindi-14\">[b]</a></sup></td>,\n",
+       " <td>0.21%\n",
+       " </td>,\n",
+       " <td>73</td>,\n",
+       " <td><a href=\"/wiki/Hungarian_language\" title=\"Hungarian language\">Hungarian</a></td>,\n",
+       " <td>13</td>,\n",
+       " <td>0.19%\n",
+       " </td>,\n",
+       " <td>74</td>,\n",
+       " <td><a href=\"/wiki/Chhattisgarhi_language\" title=\"Chhattisgarhi language\">Chhattisgarhi</a></td>,\n",
+       " <td>12<sup class=\"reference\" id=\"cite_ref-Hindi_14-6\"><a href=\"#cite_note-Hindi-14\">[b]</a></sup></td>,\n",
+       " <td>0.19%\n",
+       " </td>,\n",
+       " <td>75</td>,\n",
+       " <td><a href=\"/wiki/Greek_language\" title=\"Greek language\">Greek</a></td>,\n",
+       " <td>12</td>,\n",
+       " <td>0.18%\n",
+       " </td>,\n",
+       " <td>76</td>,\n",
+       " <td><a href=\"/wiki/Chewa_language\" title=\"Chewa language\">Chewa</a></td>,\n",
+       " <td>12</td>,\n",
+       " <td>0.17%\n",
+       " </td>,\n",
+       " <td>77</td>,\n",
+       " <td><a class=\"mw-redirect\" href=\"/wiki/Deccan_language\" title=\"Deccan language\">Deccan</a></td>,\n",
+       " <td>11</td>,\n",
+       " <td>0.17%\n",
+       " </td>,\n",
+       " <td>78</td>,\n",
+       " <td><a href=\"/wiki/Akan_language\" title=\"Akan language\">Akan</a></td>,\n",
+       " <td>11</td>,\n",
+       " <td>0.17%\n",
+       " </td>,\n",
+       " <td>79</td>,\n",
+       " <td><a href=\"/wiki/Kazakh_language\" title=\"Kazakh language\">Kazakh</a></td>,\n",
+       " <td>11</td>,\n",
+       " <td>0.17%\n",
+       " </td>,\n",
+       " <td>80</td>,\n",
+       " <td><a href=\"/wiki/Northern_Min\" title=\"Northern Min\">Northern Min</a><sup class=\"noprint Inline-Template\" style=\"white-space:nowrap;\">[<i><a class=\"mw-redirect\" href=\"/wiki/Wikipedia:Disputed_statement\" title=\"Wikipedia:Disputed statement\"><span title=\"This claim has reliable sources with contradicting facts (January 2017)\">disputed</span></a> <span class=\"metadata\"> – <a href=\"/wiki/Talk:List_of_languages_by_number_of_native_speakers#Northern_Min\" title=\"Talk:List of languages by number of native speakers\">discuss</a></span></i>]</sup></td>,\n",
+       " <td>10.9</td>,\n",
+       " <td>0.16%\n",
+       " </td>,\n",
+       " <td>81</td>,\n",
+       " <td><a href=\"/wiki/Sylheti_language\" title=\"Sylheti language\">Sylheti</a></td>,\n",
+       " <td>10.7</td>,\n",
+       " <td>0.16%\n",
+       " </td>,\n",
+       " <td>82</td>,\n",
+       " <td><a href=\"/wiki/Zulu_language\" title=\"Zulu language\">Zulu</a></td>,\n",
+       " <td>10.4</td>,\n",
+       " <td>0.16%\n",
+       " </td>,\n",
+       " <td>83</td>,\n",
+       " <td><a href=\"/wiki/Czech_language\" title=\"Czech language\">Czech</a></td>,\n",
+       " <td>10.0</td>,\n",
+       " <td>0.15%\n",
+       " </td>,\n",
+       " <td>84</td>,\n",
+       " <td><a href=\"/wiki/Kinyarwanda\" title=\"Kinyarwanda\">Kinyarwanda</a></td>,\n",
+       " <td>9.8</td>,\n",
+       " <td>0.15%\n",
+       " </td>,\n",
+       " <td>85</td>,\n",
+       " <td><a href=\"/wiki/Dhundari_language\" title=\"Dhundari language\">Dhundhari</a></td>,\n",
+       " <td>9.6<sup class=\"reference\" id=\"cite_ref-Hindi_14-7\"><a href=\"#cite_note-Hindi-14\">[b]</a></sup></td>,\n",
+       " <td>0.15%\n",
+       " </td>,\n",
+       " <td>86</td>,\n",
+       " <td><a href=\"/wiki/Haitian_Creole\" title=\"Haitian Creole\">Haitian Creole</a></td>,\n",
+       " <td>9.6</td>,\n",
+       " <td>0.15%\n",
+       " </td>,\n",
+       " <td>87</td>,\n",
+       " <td><a href=\"/wiki/Eastern_Min\" title=\"Eastern Min\">Eastern Min</a> (inc. <a href=\"/wiki/Fuzhou_dialect\" title=\"Fuzhou dialect\">Fuzhou dialect</a>)</td>,\n",
+       " <td>9.5</td>,\n",
+       " <td>0.14%\n",
+       " </td>,\n",
+       " <td>88</td>,\n",
+       " <td><a href=\"/wiki/Ilocano_language\" title=\"Ilocano language\">Ilocano</a></td>,\n",
+       " <td>9.1</td>,\n",
+       " <td>0.14%\n",
+       " </td>,\n",
+       " <td>89</td>,\n",
+       " <td><a class=\"mw-redirect\" href=\"/wiki/Quechua_languages\" title=\"Quechua languages\">Quechua</a></td>,\n",
+       " <td>8.9</td>,\n",
+       " <td>0.13%\n",
+       " </td>,\n",
+       " <td>90</td>,\n",
+       " <td><a href=\"/wiki/Kirundi\" title=\"Kirundi\">Kirundi</a></td>,\n",
+       " <td>8.8</td>,\n",
+       " <td>0.13%\n",
+       " </td>,\n",
+       " <td>91</td>,\n",
+       " <td><a href=\"/wiki/Swedish_language\" title=\"Swedish language\">Swedish</a></td>,\n",
+       " <td>8.7</td>,\n",
+       " <td>0.13%\n",
+       " </td>,\n",
+       " <td>92</td>,\n",
+       " <td><a href=\"/wiki/Hmong_language\" title=\"Hmong language\">Hmong</a></td>,\n",
+       " <td>8.4</td>,\n",
+       " <td>0.13%\n",
+       " </td>,\n",
+       " <td>93</td>,\n",
+       " <td><a href=\"/wiki/Shona_language\" title=\"Shona language\">Shona</a></td>,\n",
+       " <td>8.3</td>,\n",
+       " <td>0.13%\n",
+       " </td>,\n",
+       " <td>94</td>,\n",
+       " <td><a href=\"/wiki/Uyghur_language\" title=\"Uyghur language\">Uyghur</a></td>,\n",
+       " <td>8.2</td>,\n",
+       " <td>0.12%\n",
+       " </td>,\n",
+       " <td>95</td>,\n",
+       " <td><a href=\"/wiki/Hiligaynon_language\" title=\"Hiligaynon language\">Hiligaynon/Ilonggo</a> (Visayan)</td>,\n",
+       " <td>8.2</td>,\n",
+       " <td>0.12%\n",
+       " </td>,\n",
+       " <td>96</td>,\n",
+       " <td><a href=\"/wiki/Mossi_language\" title=\"Mossi language\">Mossi</a></td>,\n",
+       " <td>7.6</td>,\n",
+       " <td>0.11%\n",
+       " </td>,\n",
+       " <td>97</td>,\n",
+       " <td><a href=\"/wiki/Xhosa_language\" title=\"Xhosa language\">Xhosa</a></td>,\n",
+       " <td>7.6</td>,\n",
+       " <td>0.11%\n",
+       " </td>,\n",
+       " <td>98</td>,\n",
+       " <td><a href=\"/wiki/Belarusian_language\" title=\"Belarusian language\">Belarusian</a></td>,\n",
+       " <td>7.6<sup class=\"reference\" id=\"cite_ref-16\"><a href=\"#cite_note-16\">[d]</a></sup></td>,\n",
+       " <td>0.11%\n",
+       " </td>,\n",
+       " <td>99</td>,\n",
+       " <td><a href=\"/wiki/Balochi_language\" title=\"Balochi language\">Balochi</a></td>,\n",
+       " <td>7.6</td>,\n",
+       " <td>0.11%\n",
+       " </td>,\n",
+       " <td>100</td>,\n",
+       " <td><a href=\"/wiki/Konkani_language\" title=\"Konkani language\">Konkani</a></td>,\n",
+       " <td>7.4</td>,\n",
+       " <td>0.11%\n",
+       " </td>,\n",
+       " <td></td>,\n",
+       " <td><b>5,610</b></td>,\n",
+       " <td><b>85%</b>\n",
+       " </td>]"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# this gets us the language and amount of speakers\n",
+    "\n",
+    "info = soup.find_all(\"td\", class_=False)\n",
+    "info\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Mandarin Chinese',\n",
+       " 'Spanish',\n",
+       " 'English',\n",
+       " 'Hindi (sanskritised Hindustani)[9]',\n",
+       " 'Bengali',\n",
+       " 'Portuguese',\n",
+       " 'Russian',\n",
+       " 'Japanese',\n",
+       " 'Western Punjabi[10]',\n",
+       " 'Marathi',\n",
+       " 'Telugu',\n",
+       " 'Wu Chinese',\n",
+       " 'Turkish',\n",
+       " 'Korean',\n",
+       " 'French',\n",
+       " 'German (only Standard German)',\n",
+       " 'Vietnamese',\n",
+       " 'Tamil',\n",
+       " 'Yue Chinese',\n",
+       " 'Urdu (persianised Hindustani)[9]',\n",
+       " 'Javanese',\n",
+       " 'Italian',\n",
+       " 'Egyptian Arabic',\n",
+       " 'Gujarati',\n",
+       " 'Iranian Persian',\n",
+       " 'Bhojpuri',\n",
+       " 'Southern Min',\n",
+       " 'Hakka',\n",
+       " 'Jin Chinese',\n",
+       " 'Hausa',\n",
+       " 'Kannada',\n",
+       " 'Indonesian',\n",
+       " 'Polish',\n",
+       " 'Yoruba',\n",
+       " 'Xiang Chinese',\n",
+       " 'Malayalam',\n",
+       " 'Odia',\n",
+       " 'Maithili',\n",
+       " 'Burmese',\n",
+       " 'Eastern Punjabi[10]',\n",
+       " 'Sunda',\n",
+       " 'Sudanese Arabic',\n",
+       " 'Algerian Arabic',\n",
+       " 'Moroccan Arabic',\n",
+       " 'Ukrainian',\n",
+       " 'Igbo',\n",
+       " 'Northern Uzbek',\n",
+       " 'Sindhi',\n",
+       " 'North Levantine Arabic',\n",
+       " 'Romanian',\n",
+       " 'Tagalog',\n",
+       " 'Dutch',\n",
+       " 'Saʽidi Arabic',\n",
+       " 'Gan Chinese',\n",
+       " 'Amharic',\n",
+       " 'Northern Pashto',\n",
+       " 'Magahi',\n",
+       " 'Thai',\n",
+       " 'Saraiki',\n",
+       " 'Khmer',\n",
+       " 'Chhattisgarhi',\n",
+       " 'Somali',\n",
+       " 'Malaysian (Malaysian Malay)',\n",
+       " 'Cebuano',\n",
+       " 'Nepali',\n",
+       " 'Mesopotamian Arabic',\n",
+       " 'Assamese',\n",
+       " 'Sinhalese',\n",
+       " 'Northern Kurdish',\n",
+       " 'Hejazi Arabic',\n",
+       " 'Nigerian Fulfulde',\n",
+       " 'Bavarian',\n",
+       " 'South Azerbaijani',\n",
+       " 'Greek',\n",
+       " 'Chittagonian',\n",
+       " 'Kazakh',\n",
+       " 'Deccan',\n",
+       " 'Hungarian',\n",
+       " 'Kinyarwanda',\n",
+       " 'Zulu',\n",
+       " 'South Levantine Arabic',\n",
+       " 'Tunisian Arabic',\n",
+       " 'Sanaani Spoken Arabic',\n",
+       " 'Northern Min',\n",
+       " 'Southern Pashto',\n",
+       " 'Rundi',\n",
+       " 'Czech',\n",
+       " 'Taʽizzi-Adeni Arabic',\n",
+       " 'Uyghur',\n",
+       " 'Eastern Min',\n",
+       " 'Sylheti',\n",
+       " 'Mandarin (entire branch)',\n",
+       " '5.85%',\n",
+       " 'Hindi[a]',\n",
+       " '4.23%',\n",
+       " 'Bengali',\n",
+       " '2.42%',\n",
+       " 'Punjabi',\n",
+       " '1.39%',\n",
+       " 'Wu (inc. Shanghainese)',\n",
+       " '1.16%',\n",
+       " 'Vietnamese',\n",
+       " '1.14%',\n",
+       " 'Marathi',\n",
+       " '1.06%',\n",
+       " 'Turkish',\n",
+       " '0.90%',\n",
+       " 'Thai',\n",
+       " '0.74%',\n",
+       " 'Southern Min (inc. Hokkien and Teochew)',\n",
+       " '0.68%',\n",
+       " 'Pashto',\n",
+       " '0.58%',\n",
+       " 'Malayalam',\n",
+       " '0.57%',\n",
+       " 'Odia (Oriya)',\n",
+       " '0.50%',\n",
+       " 'Ukrainian',\n",
+       " '0.43%',\n",
+       " 'Yoruba',\n",
+       " '0.41%',\n",
+       " 'Sindhi',\n",
+       " '0.37%',\n",
+       " 'Romanian',\n",
+       " '0.36%',\n",
+       " 'Azerbaijani',\n",
+       " '0.33%',\n",
+       " 'Cebuano (Visayan)',\n",
+       " '0.32%',\n",
+       " 'Serbo-Croatian',\n",
+       " '0.28%',\n",
+       " 'Nepali',\n",
+       " '0.25%',\n",
+       " 'Zhuang',\n",
+       " '0.24%',\n",
+       " 'Assamese',\n",
+       " '0.23%',\n",
+       " 'Marwari',\n",
+       " '0.21%',\n",
+       " 'Hungarian',\n",
+       " '0.19%',\n",
+       " 'Chewa',\n",
+       " '0.17%',\n",
+       " 'Kazakh',\n",
+       " '0.16%',\n",
+       " 'Zulu',\n",
+       " '0.15%',\n",
+       " 'Dhundhari',\n",
+       " '0.15%',\n",
+       " 'Ilocano',\n",
+       " '0.13%',\n",
+       " 'Swedish',\n",
+       " '0.13%',\n",
+       " 'Uyghur',\n",
+       " '0.12%',\n",
+       " 'Xhosa',\n",
+       " '0.11%',\n",
+       " 'Konkani']"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# here we can extract the language name from the above list\n",
+    "\n",
+    "languages = []\n",
+    "\n",
+    "for x in range(1,len(info), 6):\n",
+    "    languages.append(info[x].get_text().strip())\n",
+    "\n",
+    "languages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['918',\n",
+       " '480',\n",
+       " '379',\n",
+       " '341',\n",
+       " '300',\n",
+       " '221',\n",
+       " '154',\n",
+       " '128',\n",
+       " '92.7',\n",
+       " '83.1',\n",
+       " '82.0',\n",
+       " '81.4',\n",
+       " '79.4',\n",
+       " '77.3',\n",
+       " '77.2',\n",
+       " '76.1',\n",
+       " '76.0',\n",
+       " '75.0',\n",
+       " '73.1',\n",
+       " '68.6',\n",
+       " '68.3',\n",
+       " '64.8',\n",
+       " '64.6',\n",
+       " '56.4',\n",
+       " '52.8',\n",
+       " '52.2',\n",
+       " '50.1',\n",
+       " '48.2',\n",
+       " '46.9',\n",
+       " '43.9',\n",
+       " '43.6',\n",
+       " '43.4',\n",
+       " '39.7',\n",
+       " '37.8',\n",
+       " '37.3',\n",
+       " '37.1',\n",
+       " '34.5',\n",
+       " '33.9',\n",
+       " '32.9',\n",
+       " '32.6',\n",
+       " '32.4',\n",
+       " '31.9',\n",
+       " '29.4',\n",
+       " '27.5',\n",
+       " '27.3',\n",
+       " '27.0',\n",
+       " '25.1',\n",
+       " '24.6',\n",
+       " '24.6',\n",
+       " '24.3',\n",
+       " '23.6',\n",
+       " '23.1',\n",
+       " '22.4',\n",
+       " '22.1',\n",
+       " '21.9',\n",
+       " '20.9',\n",
+       " '20.7',\n",
+       " '20.7',\n",
+       " '20.0',\n",
+       " '16.6',\n",
+       " '16.3',\n",
+       " '16.2',\n",
+       " '16.1',\n",
+       " '15.9',\n",
+       " '15.8',\n",
+       " '15.7',\n",
+       " '15.3',\n",
+       " '15.3',\n",
+       " '14.6',\n",
+       " '14.5',\n",
+       " '14.5',\n",
+       " '14.1',\n",
+       " '13.8',\n",
+       " '13.1',\n",
+       " '13.0',\n",
+       " '12.9',\n",
+       " '12.8',\n",
+       " '12.6',\n",
+       " '12.1',\n",
+       " '12.1',\n",
+       " '11.6',\n",
+       " '11.6',\n",
+       " '11.4',\n",
+       " '11.0',\n",
+       " '10.9',\n",
+       " '10.8',\n",
+       " '10.7',\n",
+       " '10.5',\n",
+       " '10.4',\n",
+       " '10.3',\n",
+       " '10.3',\n",
+       " '935 (955)',\n",
+       " '3',\n",
+       " '295 (310)',\n",
+       " '6',\n",
+       " '200 (205)',\n",
+       " '9',\n",
+       " '95 (100)',\n",
+       " '12',\n",
+       " '80',\n",
+       " '15',\n",
+       " '76',\n",
+       " '18',\n",
+       " '73',\n",
+       " '21',\n",
+       " '63',\n",
+       " '24',\n",
+       " '56',\n",
+       " '27',\n",
+       " '47',\n",
+       " '30',\n",
+       " '39',\n",
+       " '33',\n",
+       " '38',\n",
+       " '36',\n",
+       " '33',\n",
+       " '39',\n",
+       " '30',\n",
+       " '42',\n",
+       " '28',\n",
+       " '45',\n",
+       " '26',\n",
+       " '48',\n",
+       " '24',\n",
+       " '51',\n",
+       " '23',\n",
+       " '54',\n",
+       " '21',\n",
+       " '57',\n",
+       " '19',\n",
+       " '60',\n",
+       " '17',\n",
+       " '63',\n",
+       " '16',\n",
+       " '66',\n",
+       " '15',\n",
+       " '69',\n",
+       " '14[b]',\n",
+       " '72',\n",
+       " '13',\n",
+       " '75',\n",
+       " '12',\n",
+       " '78',\n",
+       " '11',\n",
+       " '81',\n",
+       " '10.4',\n",
+       " '84',\n",
+       " '9.6[b]',\n",
+       " '87',\n",
+       " '9.1',\n",
+       " '90',\n",
+       " '8.7',\n",
+       " '93',\n",
+       " '8.2',\n",
+       " '96',\n",
+       " '7.6',\n",
+       " '99',\n",
+       " '7.4']"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# and here we can extract the number of speakers from the above list\n",
+    "\n",
+    "speakers = []\n",
+    "\n",
+    "for x in range(2,len(info), 6):\n",
+    "    speakers.append(info[x].get_text().strip())\n",
+    "\n",
+    "speakers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "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>language</th>\n",
+       "      <th>speakers(millions)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Mandarin Chinese</td>\n",
+       "      <td>918</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Spanish</td>\n",
+       "      <td>480</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>English</td>\n",
+       "      <td>379</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Hindi (sanskritised Hindustani)[9]</td>\n",
+       "      <td>341</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Bengali</td>\n",
+       "      <td>300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Portuguese</td>\n",
+       "      <td>221</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Russian</td>\n",
+       "      <td>154</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Japanese</td>\n",
+       "      <td>128</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Western Punjabi[10]</td>\n",
+       "      <td>92.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Marathi</td>\n",
+       "      <td>83.1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             language speakers(millions)\n",
+       "0                    Mandarin Chinese                918\n",
+       "1                             Spanish                480\n",
+       "2                             English                379\n",
+       "3  Hindi (sanskritised Hindustani)[9]                341\n",
+       "4                             Bengali                300\n",
+       "5                          Portuguese                221\n",
+       "6                             Russian                154\n",
+       "7                            Japanese                128\n",
+       "8                 Western Punjabi[10]               92.7\n",
+       "9                             Marathi               83.1"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top_10_languages = pd.DataFrame(\n",
+    "    {\"language\": languages[:10],\n",
+    "    \"speakers(millions)\": speakers[:10]\n",
+    "    }\n",
+    ")\n",
+    "\n",
+    "top_10_languages\n"
+   ]
   }
  ],
  "metadata": {
+  "interpreter": {
+   "hash": "576841b4f7799d251ae57aad53f0bddb5c298a2c04b91f5151e4f2b208165af8"
+  },
   "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
+   "display_name": "Python 3.8.8 64-bit ('base': conda)",
    "name": "python3"
   },
   "language_info": {
@@ -162,7 +4736,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5"
+   "version": "3.8.8"
   },
   "toc": {
    "base_numbering": 1,